Publications

Displaying 101 - 200 of 224
  • Jordan, F. (2007). A comparative phylogenetic approach to Austronesian cultural evolution. PhD Thesis, University College London, London.
  • Jordanoska, I., Kocher, A., & Bendezú-Araujo, R. (Eds.). (2023). Marking the truth: A cross-linguistic approach to verum [Special Issue]. Zeitschrift für Sprachwissenschaft, 42(3).
  • Kanakanti, M., Singh, S., & Shrivastava, M. (2023). MultiFacet: A multi-tasking framework for speech-to-sign language generation. In E. André, M. Chetouani, D. Vaufreydaz, G. Lucas, T. Schultz, L.-P. Morency, & A. Vinciarelli (Eds.), ICMI '23 Companion: Companion Publication of the 25th International Conference on Multimodal Interaction (pp. 205-213). New York: ACM. doi:10.1145/3610661.3616550.

    Abstract

    Sign language is a rich form of communication, uniquely conveying meaning through a combination of gestures, facial expressions, and body movements. Existing research in sign language generation has predominantly focused on text-to-sign pose generation, while speech-to-sign pose generation remains relatively underexplored. Speech-to-sign language generation models can facilitate effective communication between the deaf and hearing communities. In this paper, we propose an architecture that utilises prosodic information from speech audio and semantic context from text to generate sign pose sequences. In our approach, we adopt a multi-tasking strategy that involves an additional task of predicting Facial Action Units (FAUs). FAUs capture the intricate facial muscle movements that play a crucial role in conveying specific facial expressions during sign language generation. We train our models on an existing Indian Sign language dataset that contains sign language videos with audio and text translations. To evaluate our models, we report Dynamic Time Warping (DTW) and Probability of Correct Keypoints (PCK) scores. We find that combining prosody and text as input, along with incorporating facial action unit prediction as an additional task, outperforms previous models in both DTW and PCK scores. We also discuss the challenges and limitations of speech-to-sign pose generation models to encourage future research in this domain. We release our models, results and code to foster reproducibility and encourage future research1.
  • Kearns, R. K., Norris, D., & Cutler, A. (2002). Syllable processing in English. In Proceedings of the 7th International Conference on Spoken Language Processing [ICSLP 2002] (pp. 1657-1660).

    Abstract

    We describe a reaction time study in which listeners detected word or nonword syllable targets (e.g. zoo, trel) in sequences consisting of the target plus a consonant or syllable residue (trelsh, trelshek). The pattern of responses differed from an earlier word-spotting study with the same material, in which words were always harder to find if only a consonant residue remained. The earlier results should thus not be viewed in terms of syllabic parsing, but in terms of a universal role for syllables in speech perception; words which are accidentally present in spoken input (e.g. sell in self) can be rejected when they leave a residue of the input which could not itself be a word.
  • Kelly, S. D., & Ozyurek, A. (Eds.). (2007). Gesture, language, and brain [Special Issue]. Brain and Language, 101(3).
  • Kempen, G., & Van Breugel, C. (2002). A workbench for visual-interactive grammar instruction at the secondary education level. In Proceedings of the 10th International CALL Conference (pp. 157-158). Antwerp: University of Antwerp.
  • Kempen, G. (1996). Human language technology can modernize writing and grammar instruction. In COLING '96 Proceedings of the 16th conference on Computational linguistics - Volume 2 (pp. 1005-1006). Stroudsburg, PA: Association for Computational Linguistics.
  • Kempen, G., & Janssen, S. (1996). Omspellen: Reuze(n)karwei of peule(n)schil? In H. Croll, & J. Creutzberg (Eds.), Proceedings of the 5e Dag van het Document (pp. 143-146). Projectbureau Croll en Creutzberg.
  • Kempen, G., & Harbusch, K. (2002). Rethinking the architecture of human syntactic processing: The relationship between grammatical encoding and decoding. In Proceedings of the 35th Meeting of the Societas Linguistica Europaea. University of Potsdam.
  • Khemlani, S., Leslie, S.-J., Glucksberg, S., & Rubio-Fernández, P. (2007). Do ducks lay eggs? How people interpret generic assertions. In D. S. McNamara, & J. G. Trafton (Eds.), Proceedings of the 29th Annual Conference of the Cognitive Science Society (CogSci 2007). Austin, TX: Cognitive Science Society.
  • Klein, W. (Ed.). (2002). Sprache des Rechts II [Special Issue]. Zeitschrift für Literaturwissenschaft und Linguistik, 128.
  • Klein, W., & Von Stutterheim, C. (Eds.). (2007). Sprachliche Perspektivierung [Special Issue]. Zeitschrift für Literaturwissenschaft und Linguistik, 145.
  • Klein, W. (1995). A simplest analysis of the English tense-aspect system. In W. Riehle, & H. Keiper (Eds.), Proceedings of the Anglistentag 1994 (pp. 139-151). Tübingen: Niemeyer.
  • Klein, W. (Ed.). (1995). Epoche [Special Issue]. Zeitschrift für Literaturwissenschaft und Linguistik, (100).
  • Klein, W., & Jungbluth, K. (Eds.). (2002). Deixis [Special Issue]. Zeitschrift für Literaturwissenschaft und Linguistik, 125.
  • Klein, W., & Schlieben-Lange, B. (Eds.). (1996). Sprache und Subjektivität I [Special Issue]. Zeitschrift für Literaturwissenschaft und Linguistik, (101).
  • Klein, W., & Schlieben-Lange, B. (Eds.). (1996). Sprache und Subjektivität II [Special Issue]. Zeitschrift für Literaturwissenschaft und Linguistik, (102).
  • Klein, W. (Ed.). (1986). Sprachverfall [Special Issue]. Zeitschrift für Literaturwissenschaft und Linguistik, (62).
  • Klein, W. (Ed.). (1996). Zweitspracherwerb [Special Issue]. Zeitschrift für Literaturwissenschaft und Linguistik, (104).
  • Kooijman, V. (2007). Continuous-speech segmentation at the beginning of language acquisition: Electrophysiological evidence. PhD Thesis, Radboud University Nijmegen, Nijmegen.

    Abstract

    Word segmentation, or detecting word boundaries in continuous speech, is not an easy task. Spoken language does not contain silences to indicate word boundaries and words partly overlap due to coarticalution. Still, adults listening to their native language perceive speech as individual words. They are able to combine different distributional cues in the language, such as the statistical distribution of sounds and metrical cues, with lexical information, to efficiently detect word boundaries. Infants in the first year of life do not command these cues. However, already between seven and ten months of age, before they know word meaning, infants learn to segment words from speech. This important step in language acquisition is the topic of this dissertation. In chapter 2, the first Event Related Brain Potential (ERP) study on word segmentation in Dutch ten-month-olds is discussed. The results show that ten-month-olds can already segment words with a strong-weak stress pattern from speech and they need roughly the first half of a word to do so. Chapter 3 deals with segmentation of words beginning with a weak syllable, as a considerable number of words in Dutch do not follow the predominant strong-weak stress pattern. The results show that ten-month-olds still largely rely on the strong syllable in the language, and do not show an ERP response to the initial weak syllable. In chapter 4, seven-month-old infants' segmentation of strong-weak words was studied. An ERP response was found to strong-weak words presented in sentences. However, a behavioral response was not found in an additional Headturn Preference Procedure study. There results suggest that the ERP response is a precursor to the behavioral response that infants show at a later age.

    Additional information

    full text via Radboud Repository
  • Kuijpers, C., Van Donselaar, W., & Cutler, A. (2002). Perceptual effects of assimilation-induced violation of final devoicing in Dutch. In J. H. L. Hansen, & B. Pellum (Eds.), The 7th International Conference on Spoken Language Processing (pp. 1661-1664). Denver: ICSA.

    Abstract

    Voice assimilation in Dutch is an optional phonological rule which changes the surface forms of words and in doing so may violate the otherwise obligatory phonological rule of syllablefinal devoicing. We report two experiments examining the influence of voice assimilation on phoneme processing, in lexical compound words and in noun-verb phrases. Processing was not impaired in appropriate assimilation contexts across morpheme boundaries, but was impaired when devoicing was violated (a) in an inappropriate non-assimilatory) context, or (b) across a syntactic boundary.
  • Kuijpers, C., Van Donselaar, W., & Cutler, A. (1996). Phonological variation: Epenthesis and deletion of schwa in Dutch. In H. T. Bunnell (Ed.), Proceedings of the Fourth International Conference on Spoken Language Processing: Vol. 1 (pp. 94-97). New York: Institute of Electrical and Electronics Engineers.

    Abstract

    Two types of phonological variation in Dutch, resulting from optional rules, are schwa epenthesis and schwa deletion. In a lexical decision experiment it was investigated whether the phonological variants were processed similarly to the standard forms. It was found that the two types of variation patterned differently. Words with schwa epenthesis were processed faster and more accurately than the standard forms, whereas words with schwa deletion led to less fast and less accurate responses. The results are discussed in relation to the role of consonant-vowel alternations in speech processing and the perceptual integrity of onset clusters.
  • Kuntay, A., & Ozyurek, A. (2002). Joint attention and the development of the use of demonstrative pronouns in Turkish. In B. Skarabela, S. Fish, & A. H. Do (Eds.), Proceedings of the 26th annual Boston University Conference on Language Development (pp. 336-347). Somerville, MA: Cascadilla Press.
  • Kuzla, C., & Ernestus, M. (2007). Prosodic conditioning of phonetic detail of German plosives. In J. Trouvain, & W. J. Barry (Eds.), Proceedings of the 16th International Congress of Phonetic Sciences (ICPhS 2007) (pp. 461-464). Dudweiler: Pirrot.

    Abstract

    The present study investigates the influence of prosodic structure on the fine-grained phonetic details of German plosives which also cue the phonological fortis-lenis contrast. Closure durations were found to be longer at higher prosodic boundaries. There was also less glottal vibration in lenis plosives at higher prosodic boundaries. Voice onset time in lenis plosives was not affected by prosody. In contrast, for the fortis plosives VOT decreased at higher boundaries, as did the maximal intensity of the release. These results demonstrate that the effects of prosody on different phonetic cues can go into opposite directions, but are overall constrained by the need to maintain phonological contrasts. While prosodic effects on some cues are compatible with a ‘fortition’ account of prosodic strengthening or with a general feature enhancement explanation, the effects on others enhance paradigmatic contrasts only within a given prosodic position.
  • Lai, V. T., Chang, M., Duffield, C., Hwang, J., Xue, N., & Palmer, M. (2007). Defining a methodology for mapping Chinese and English sense inventories. In Proceedings of the 8th Chinese Lexical Semantics Workshop 2007 (CLSW 2007). The Hong Kong Polytechnic University, Hong Kong, May 21-23 (pp. 59-65).

    Abstract

    In this study, we explored methods for linking Chinese and English sense inventories using two opposing approaches: creating links (1) bottom-up: by starting at the finer-grained sense level then proceeding to the verb subcategorization frames and (2) top-down: by starting directly with the more coarse-grained frame levels. The sense inventories for linking include pre-existing corpora, such as English Propbank (Palmer, Gildea, and Kingsbury, 2005), Chinese Propbank (Xue and Palmer, 2004) and English WordNet (Fellbaum, 1998) and newly created corpora, the English and Chinese Sense Inventories from DARPA-GALE OntoNotes. In the linking task, we selected a group of highly frequent and polysemous communication verbs, including say, ask, talk, and speak in English, and shuo, biao-shi, jiang, and wen in Chinese. We found that with the bottom-up method, although speakers of both languages agreed on the links between senses, the subcategorization frames of the corresponding senses did not match consistently. With the top-down method, if the verb frames match in both languages, their senses line up more quickly to each other. The results indicate that the top-down method is more promising in linking English and Chinese sense inventories.
  • Laparle, S. (2023). Moving past the lexical affiliate with a frame-based analysis of gesture meaning. In W. Pouw, J. Trujillo, H. R. Bosker, L. Drijvers, M. Hoetjes, J. Holler, S. Kadava, L. Van Maastricht, E. Mamus, & A. Ozyurek (Eds.), Gesture and Speech in Interaction (GeSpIn) Conference. doi:10.17617/2.3527218.

    Abstract

    Interpreting the meaning of co-speech gesture often involves
    identifying a gesture’s ‘lexical affiliate’, the word or phrase to
    which it most closely relates (Schegloff 1984). Though there is
    work within gesture studies that resists this simplex mapping of
    meaning from speech to gesture (e.g. de Ruiter 2000; Kendon
    2014; Parrill 2008), including an evolving body of literature on
    recurrent gesture and gesture families (e.g. Fricke et al. 2014; Müller 2017), it is still the lexical affiliate model that is most ap-
    parent in formal linguistic models of multimodal meaning(e.g.
    Alahverdzhieva et al. 2017; Lascarides and Stone 2009; Puste-
    jovsky and Krishnaswamy 2021; Schlenker 2020). In this work,
    I argue that the lexical affiliate should be carefully reconsidered
    in the further development of such models.
    In place of the lexical affiliate, I suggest a further shift
    toward a frame-based, action schematic approach to gestural
    meaning in line with that proposed in, for example, Parrill and
    Sweetser (2004) and Müller (2017). To demonstrate the utility
    of this approach I present three types of compositional gesture
    sequences which I call spatial contrast, spatial embedding, and
    cooperative abstract deixis. All three rely on gestural context,
    rather than gesture-speech alignment, to convey interactive (i.e.
    pragmatic) meaning. The centrality of gestural context to ges-
    ture meaning in these examples demonstrates the necessity of
    developing a model of gestural meaning independent of its in-
    tegration with speech.
  • Levelt, W. J. M., & Plomp, R. (1962). Musical consonance and critical bandwidth. In Proceedings of the 4th International Congress Acoustics (pp. 55-55).
  • Levshina, N. (2023). Testing communicative and learning biases in a causal model of language evolution:A study of cues to Subject and Object. In M. Degano, T. Roberts, G. Sbardolini, & M. Schouwstra (Eds.), The Proceedings of the 23rd Amsterdam Colloquium (pp. 383-387). Amsterdam: University of Amsterdam.
  • Liesenfeld, A., Lopez, A., & Dingemanse, M. (2023). Opening up ChatGPT: Tracking Openness, Transparency, and Accountability in Instruction-Tuned Text Generators. In CUI '23: Proceedings of the 5th International Conference on Conversational User Interfaces. doi:10.1145/3571884.3604316.

    Abstract

    Large language models that exhibit instruction-following behaviour represent one of the biggest recent upheavals in conversational interfaces, a trend in large part fuelled by the release of OpenAI's ChatGPT, a proprietary large language model for text generation fine-tuned through reinforcement learning from human feedback (LLM+RLHF). We review the risks of relying on proprietary software and survey the first crop of open-source projects of comparable architecture and functionality. The main contribution of this paper is to show that openness is differentiated, and to offer scientific documentation of degrees of openness in this fast-moving field. We evaluate projects in terms of openness of code, training data, model weights, RLHF data, licensing, scientific documentation, and access methods. We find that while there is a fast-growing list of projects billing themselves as 'open source', many inherit undocumented data of dubious legality, few share the all-important instruction-tuning (a key site where human labour is involved), and careful scientific documentation is exceedingly rare. Degrees of openness are relevant to fairness and accountability at all points, from data collection and curation to model architecture, and from training and fine-tuning to release and deployment.
  • Liesenfeld, A., Lopez, A., & Dingemanse, M. (2023). The timing bottleneck: Why timing and overlap are mission-critical for conversational user interfaces, speech recognition and dialogue systems. In Proceedings of the 24rd Annual Meeting of the Special Interest Group on Discourse and Dialogue (SIGDial 2023). doi:10.18653/v1/2023.sigdial-1.45.

    Abstract

    Speech recognition systems are a key intermediary in voice-driven human-computer interaction. Although speech recognition works well for pristine monologic audio, real-life use cases in open-ended interactive settings still present many challenges. We argue that timing is mission-critical for dialogue systems, and evaluate 5 major commercial ASR systems for their conversational and multilingual support. We find that word error rates for natural conversational data in 6 languages remain abysmal, and that overlap remains a key challenge (study 1). This impacts especially the recognition of conversational words (study 2), and in turn has dire consequences for downstream intent recognition (study 3). Our findings help to evaluate the current state of conversational ASR, contribute towards multidimensional error analysis and evaluation, and identify phenomena that need most attention on the way to build robust interactive speech technologies.
  • Liu, S., & Zhang, Y. (2019). Why some verbs are harder to learn than others – A micro-level analysis of everyday learning contexts for early verb learning. In A. K. Goel, C. M. Seifert, & C. Freksa (Eds.), Proceedings of the 41st Annual Meeting of the Cognitive Science Society (CogSci 2019) (pp. 2173-2178). Montreal, QB: Cognitive Science Society.

    Abstract

    Verb learning is important for young children. While most
    previous research has focused on linguistic and conceptual
    challenges in early verb learning (e.g. Gentner, 1982, 2006),
    the present paper examined early verb learning at the
    attentional level and quantified the input for early verb learning
    by measuring verb-action co-occurrence statistics in parent-
    child interaction from the learner’s perspective. To do so, we
    used head-mounted eye tracking to record fine-grained
    multimodal behaviors during parent-infant joint play, and
    analyzed parent speech, parent and infant action, and infant
    attention at the moments when parents produced verb labels.
    Our results show great variability across different action verbs,
    in terms of frequency of verb utterances, frequency of
    corresponding actions related to verb meanings, and infants’
    attention to verbs and actions, which provide new insights on
    why some verbs are harder to learn than others.
  • Mai, F., Galke, L., & Scherp, A. (2019). CBOW is not all you need: Combining CBOW with the compositional matrix space model. In Proceedings of the Seventh International Conference on Learning Representations (ICLR 2019). OpenReview.net.

    Abstract

    Continuous Bag of Words (CBOW) is a powerful text embedding method. Due to its strong capabilities to encode word content, CBOW embeddings perform well on a wide range of downstream tasks while being efficient to compute. However, CBOW is not capable of capturing the word order. The reason is that the computation of CBOW's word embeddings is commutative, i.e., embeddings of XYZ and ZYX are the same. In order to address this shortcoming, we propose a
    learning algorithm for the Continuous Matrix Space Model, which we call Continual Multiplication of Words (CMOW). Our algorithm is an adaptation of word2vec, so that it can be trained on large quantities of unlabeled text. We empirically show that CMOW better captures linguistic properties, but it is inferior to CBOW in memorizing word content. Motivated by these findings, we propose a hybrid model that combines the strengths of CBOW and CMOW. Our results show that the hybrid CBOW-CMOW-model retains CBOW's strong ability to memorize word content while at the same time substantially improving its ability to encode other linguistic information by 8%. As a result, the hybrid also performs better on 8 out of 11 supervised downstream tasks with an average improvement of 1.2%.
  • Majid, A., & Bowerman, M. (Eds.). (2007). Cutting and breaking events: A crosslinguistic perspective [Special Issue]. Cognitive Linguistics, 18(2).

    Abstract

    This special issue of Cognitive Linguistics explores the linguistic encoding of events of cutting and breaking. In this article we first introduce the project on which it is based by motivating the selection of this conceptual domain, presenting the methods of data collection used by all the investigators, and characterizing the language sample. We then present a new approach to examining crosslinguistic similarities and differences in semantic categorization. Applying statistical modeling to the descriptions of cutting and breaking events elicited from speakers of all the languages, we show that although there is crosslinguistic variation in the number of distinctions made and in the placement of category boundaries, these differences take place within a strongly constrained semantic space: across languages, there is a surprising degree of consensus on the partitioning of events in this domain. In closing, we compare our statistical approach with more conventional semantic analyses, and show how an extensional semantic typological approach like the one illustrated here can help illuminate the intensional distinctions made by languages.
  • Malaisé, V., Gazendam, L., & Brugman, H. (2007). Disambiguating automatic semantic annotation based on a thesaurus structure. In Proceedings of TALN 2007.
  • Mamus, E., Rissman, L., Majid, A., & Ozyurek, A. (2019). Effects of blindfolding on verbal and gestural expression of path in auditory motion events. In A. K. Goel, C. M. Seifert, & C. C. Freksa (Eds.), Proceedings of the 41st Annual Meeting of the Cognitive Science Society (CogSci 2019) (pp. 2275-2281). Montreal, QB: Cognitive Science Society.

    Abstract

    Studies have claimed that blind people’s spatial representations are different from sighted people, and blind people display superior auditory processing. Due to the nature of auditory and haptic information, it has been proposed that blind people have spatial representations that are more sequential than sighted people. Even the temporary loss of sight—such as through blindfolding—can affect spatial representations, but not much research has been done on this topic. We compared blindfolded and sighted people’s linguistic spatial expressions and non-linguistic localization accuracy to test how blindfolding affects the representation of path in auditory motion events. We found that blindfolded people were as good as sighted people when localizing simple sounds, but they outperformed sighted people when localizing auditory motion events. Blindfolded people’s path related speech also included more sequential, and less holistic elements. Our results indicate that even temporary loss of sight influences spatial representations of auditory motion events
  • Marcoux, K., & Ernestus, M. (2019). Differences between native and non-native Lombard speech in terms of pitch range. In M. Ochmann, M. Vorländer, & J. Fels (Eds.), Proceedings of the ICA 2019 and EAA Euroregio. 23rd International Congress on Acoustics, integrating 4th EAA Euroregio 2019 (pp. 5713-5720). Berlin: Deutsche Gesellschaft für Akustik.

    Abstract

    Lombard speech, speech produced in noise, is acoustically different from speech produced in quiet (plain speech) in several ways, including having a higher and wider F0 range (pitch). Extensive research on native Lombard speech does not consider that non-natives experience a higher cognitive load while producing
    speech and that the native language may influence the non-native speech. We investigated pitch range in plain and Lombard speech in native and non-natives.
    Dutch and American-English speakers read contrastive question-answer pairs in quiet and in noise in English, while the Dutch also read Dutch sentence pairs. We found that Lombard speech is characterized by a wider pitch range than plain speech, for all speakers (native English, non-native English, and native Dutch).
    This shows that non-natives also widen their pitch range in Lombard speech. In sentences with early-focus, we see the same increase in pitch range when going from plain to Lombard speech in native and non-native English, but a smaller increase in native Dutch. In sentences with late-focus, we see the biggest increase for the native English, followed by non-native English and then native Dutch. Together these results indicate an effect of the native language on non-native Lombard speech.
  • Marcoux, K., & Ernestus, M. (2019). Pitch in native and non-native Lombard speech. In S. Calhoun, P. Escudero, M. Tabain, & P. Warren (Eds.), Proceedings of the 19th International Congress of Phonetic Sciences (ICPhS 2019) (pp. 2605-2609). Canberra, Australia: Australasian Speech Science and Technology Association Inc.

    Abstract

    Lombard speech, speech produced in noise, is
    typically produced with a higher fundamental
    frequency (F0, pitch) compared to speech in quiet. This paper examined the potential differences in native and non-native Lombard speech by analyzing median pitch in sentences with early- or late-focus produced in quiet and noise. We found an increase in pitch in late-focus sentences in noise for Dutch speakers in both English and Dutch, and for American-English speakers in English. These results
    show that non-native speakers produce Lombard speech, despite their higher cognitive load. For the early-focus sentences, we found a difference between the Dutch and the American-English speakers. Whereas the Dutch showed an increased F0 in noise
    in English and Dutch, the American-English speakers did not in English. Together, these results suggest that some acoustic characteristics of Lombard speech, such as pitch, may be language-specific, potentially
    resulting in the native language influencing the non-native Lombard speech.
  • Maslowski, M. (2019). Fast speech can sound slow: Effects of contextual speech rate on word recognition. PhD Thesis, Radboud University Nijmegen, Nijmegen.
  • Matsuo, A., & Duffield, N. (2002). Assessing the generality of knowledge about English ellipsis in SLA. In J. Costa, & M. J. Freitas (Eds.), Proceedings of the GALA 2001 Conference on Language Acquisition (pp. 49-53). Lisboa: Associacao Portuguesa de Linguistica.
  • Matsuo, A., & Duffield, N. (2002). Finiteness and parallelism: Assessing the generality of knowledge about English ellipsis in SLA. In B. Skarabela, S. Fish, & A.-H.-J. Do (Eds.), Proceedings of the 26th Boston University Conference on Language Development (pp. 197-207). Somerville, Massachusetts: Cascadilla Press.
  • Mauth, K. (2002). Morphology in speech comprehension. PhD Thesis, University of Nijmegen, Nijmegen. doi:10.17617/2.60024.
  • Merkx, D., Frank, S., & Ernestus, M. (2019). Language learning using speech to image retrieval. In Proceedings of Interspeech 2019 (pp. 1841-1845). doi:10.21437/Interspeech.2019-3067.

    Abstract

    Humans learn language by interaction with their environment and listening to other humans. It should also be possible for computational models to learn language directly from speech but so far most approaches require text. We improve on existing neural network approaches to create visually grounded embeddings for spoken utterances. Using a combination of a multi-layer GRU, importance sampling, cyclic learning rates, ensembling and vectorial self-attention our results show a remarkable increase in image-caption retrieval performance over previous work. Furthermore, we investigate which layers in the model learn to recognise words in the input. We find that deeper network layers are better at encoding word presence, although the final layer has slightly lower performance. This shows that our visually grounded sentence encoder learns to recognise words from the input even though it is not explicitly trained for word recognition.
  • Mitterer, H. (2007). Top-down effects on compensation for coarticulation are not replicable. In H. van Hamme, & R. van Son (Eds.), Proceedings of Interspeech 2007 (pp. 1601-1604). Adelaide: Causal Productions.

    Abstract

    Listeners use lexical knowledge to judge what speech sounds they heard. I investigated whether such lexical influences are truly top-down or just reflect a merging of perceptual and lexical constraints. This is achieved by testing whether the lexically determined identity of a phone exerts the appropriate context effects on surrounding phones. The current investigations focuses on compensation for coarticulation in vowel-fricative sequences, where the presence of a rounded vowel (/y/ rather than /i/) leads fricatives to be perceived as /s/ rather than //. This results was consistently found in all three experiments. A vowel was also more likely to be perceived as rounded /y/ if that lead listeners to be perceive words rather than nonwords (Dutch: meny, English id. vs. meni nonword). This lexical influence on the perception of the vowel had, however, no consistent influence on the perception of following fricative.
  • Mitterer, H., & McQueen, J. M. (2007). Tracking perception of pronunciation variation by tracking looks to printed words: The case of word-final /t/. In J. Trouvain, & W. J. Barry (Eds.), Proceedings of the 16th International Congress of Phonetic Sciences (ICPhS 2007) (pp. 1929-1932). Dudweiler: Pirrot.

    Abstract

    We investigated perception of words with reduced word-final /t/ using an adapted eyetracking paradigm. Dutch listeners followed spoken instructions to click on printed words which were accompanied on a computer screen by simple shapes (e.g., a circle). Targets were either above or next to their shapes, and the shapes uniquely identified the targets when the spoken forms were ambiguous between words with or without final /t/ (e.g., bult, bump, vs. bul, diploma). Analysis of listeners’ eye-movements revealed, in contrast to earlier results, that listeners use the following segmental context when compensating for /t/-reduction. Reflecting that /t/-reduction is more likely to occur before bilabials, listeners were more likely to look at the /t/-final words if the next word’s first segment was bilabial. This result supports models of speech perception in which prelexical phonological processes use segmental context to modulate word recognition.
  • Mitterer, H. (2007). Behavior reflects the (degree of) reality of phonological features in the brain as well. In J. Trouvain, & W. J. Barry (Eds.), Proceedings of the 16th International Congress of Phonetic Sciences (ICPhS 2007) (pp. 127-130). Dudweiler: Pirrot.

    Abstract

    To assess the reality of phonological features in language processing (vs. language description), one needs to specify the distinctive claims of distinctive-feature theory. Two of the more farreaching claims are compositionality and generalizability. I will argue that there is some evidence for the first and evidence against the second claim from a recent behavioral paradigm. Highlighting the contribution of a behavioral paradigm also counterpoints the use of brain measures as the only way to elucidate what is "real for the brain". The contributions of the speakers exemplify how brain measures can help us to understand the reality of phonological features in language processing. The evidence is, however, not convincing for a) the claim for underspecification of phonological features—which has to deal with counterevidence from behavioral as well as brain measures—, and b) the claim of position independence of phonological features.
  • Moisik, S. R., Zhi Yun, D. P., & Dediu, D. (2019). Active adjustment of the cervical spine during pitch production compensates for shape: The ArtiVarK study. In S. Calhoun, P. Escudero, M. Tabain, & P. Warren (Eds.), Proceedings of the 19th International Congress of Phonetic Sciences (ICPhS 20195) (pp. 864-868). Canberra, Australia: Australasian Speech Science and Technology Association Inc.

    Abstract

    The anterior lordosis of the cervical spine is thought
    to contribute to pitch (fo) production by influencing
    cricoid rotation as a function of larynx height. This
    study examines the matter of inter-individual
    variation in cervical spine shape and whether this has
    an influence on how fo is produced along increasing
    or decreasing scales, using the ArtiVarK dataset,
    which contains real-time MRI pitch production data.
    We find that the cervical spine actively participates in
    fo production, but the amount of displacement
    depends on individual shape. In general, anterior
    spine motion (tending toward cervical lordosis)
    occurs for low fo, while posterior movement (tending
    towards cervical kyphosis) occurs for high fo.
  • Nabrotzky, J., Ambrazaitis, G., Zellers, M., & House, D. (2023). Temporal alignment of manual gestures’ phase transitions with lexical and post-lexical accentual F0 peaks in spontaneous Swedish interaction. In W. Pouw, J. Trujillo, H. R. Bosker, L. Drijvers, M. Hoetjes, J. Holler, S. Kadava, L. Van Maastricht, E. Mamus, & A. Ozyurek (Eds.), Gesture and Speech in Interaction (GeSpIn) Conference. doi:10.17617/2.3527194.

    Abstract

    Many studies investigating the temporal alignment of co-speech
    gestures to acoustic units in the speech signal find a close
    coupling of the gestural landmarks and pitch accents or the
    stressed syllable of pitch-accented words. In English, a pitch
    accent is anchored in the lexically stressed syllable. Hence, it is
    unclear whether it is the lexical phonological dimension of
    stress, or the phrase-level prominence that determines the
    details of speech-gesture synchronization. This paper explores
    the relation between gestural phase transitions and accentual F0
    peaks in Stockholm Swedish, which exhibits a lexical pitch
    accent distinction. When produced with phrase-level
    prominence, there are three different configurations of
    lexicality of F0 peaks and the status of the syllable it is aligned
    with. Through analyzing the alignment of the different F0 peaks
    with gestural onsets in spontaneous dyadic conversations, we
    aim to contribute to our understanding of the role of lexical
    prosodic phonology in the co-production of speech and gesture.
    The results, though limited by a small dataset, still suggest
    differences between the three types of peaks concerning which
    types of gesture phase onsets they tend to align with, and how
    well these landmarks align with each other, although these
    differences did not reach significance.
  • Narasimhan, B., Eisenbeiss, S., & Brown, P. (Eds.). (2007). The linguistic encoding of multiple-participant events [Special Issue]. Linguistics, 45(3).

    Abstract

    This issue investigates the linguistic encoding of events with three or more participants from the perspectives of language typology and acquisition. Such “multiple-participant events” include (but are not limited to) any scenario involving at least three participants, typically encoded using transactional verbs like 'give' and 'show', placement verbs like 'put', and benefactive and applicative constructions like 'do (something for someone)', among others. There is considerable crosslinguistic and withinlanguage variation in how the participants (the Agent, Causer, Theme, Goal, Recipient, or Experiencer) and the subevents involved in multipleparticipant situations are encoded, both at the lexical and the constructional levels
  • Nijveld, A., Ten Bosch, L., & Ernestus, M. (2019). ERP signal analysis with temporal resolution using a time window bank. In Proceedings of Interspeech 2019 (pp. 1208-1212). doi:10.21437/Interspeech.2019-2729.

    Abstract

    In order to study the cognitive processes underlying speech comprehension, neuro-physiological measures (e.g., EEG and MEG), or behavioural measures (e.g., reaction times and response accuracy) can be applied. Compared to behavioural measures, EEG signals can provide a more fine-grained and complementary view of the processes that take place during the unfolding of an auditory stimulus.

    EEG signals are often analysed after having chosen specific time windows, which are usually based on the temporal structure of ERP components expected to be sensitive to the experimental manipulation. However, as the timing of ERP components may vary between experiments, trials, and participants, such a-priori defined analysis time windows may significantly hamper the exploratory power of the analysis of components of interest. In this paper, we explore a wide-window analysis method applied to EEG signals collected in an auditory repetition priming experiment.

    This approach is based on a bank of temporal filters arranged along the time axis in combination with linear mixed effects modelling. Crucially, it permits a temporal decomposition of effects in a single comprehensive statistical model which captures the entire EEG trace.
  • Nijveld, A. (2019). The role of exemplars in speech comprehension. PhD Thesis, Radboud University Nijmegen, Nijmegen.
  • Nota, N. (2023). Talking faces: The contribution of conversational facial signals to language use and processing. PhD Thesis, Radboud University Nijmegen, Nijmegen.
  • Offrede, T., Mishra, C., Skantze, G., Fuchs, S., & Mooshammer, C. (2023). Do Humans Converge Phonetically When Talking to a Robot? In R. Skarnitzl, & J. Volin (Eds.), Proceedings of the 20th International Congress of Phonetic Sciences (pp. 3507-3511). Prague: GUARANT International.

    Abstract

    Phonetic convergence—i.e., adapting one’s speech
    towards that of an interlocutor—has been shown
    to occur in human-human conversations as well as
    human-machine interactions. Here, we investigate
    the hypothesis that human-to-robot convergence is
    influenced by the human’s perception of the robot
    and by the conversation’s topic. We conducted a
    within-subjects experiment in which 33 participants
    interacted with two robots differing in their eye gaze
    behavior—one looked constantly at the participant;
    the other produced gaze aversions, similarly to a
    human’s behavior. Additionally, the robot asked
    questions with increasing intimacy levels.
    We observed that the speakers tended to converge
    on F0 to the robots. However, this convergence
    to the robots was not modulated by how the
    speakers perceived them or by the topic’s intimacy.
    Interestingly, speakers produced lower F0 means
    when talking about more intimate topics. We
    discuss these findings in terms of current theories of
    conversational convergence.
  • Omar, R., Henley, S. M., Hailstone, J. C., Sauter, D., Scott, S. K., Fox, N. C., Rossor, M. N., & Warren, J. D. (2007). Recognition of emotions in faces, voices and music in frontotemporal lobar regeneration [Abstract]. Journal of Neurology, Neurosurgery & Psychiatry, 78(9), 1014.

    Abstract

    Frontotemporal lobar degeneration (FTLD) is a group of neurodegenerative conditions characterised by focal frontal and/or temporal lobe atrophy. Patients develop a range of cognitive and behavioural abnormalities, including prominent difficulties in comprehending and expressing emotions, with significant clinical and social consequences. Here we report a systematic prospective analysis of emotion processing in different input modalities in patients with FTLD. We examined recognition of happiness, sadness, fear and anger in facial expressions, non-verbal vocalisations and music in patients with FTLD and in healthy age matched controls. The FTLD group was significantly impaired in all modalities compared with controls, and this effect was most marked for music. Analysing each emotion separately, recognition of negative emotions was impaired in all three modalities in FTLD, and this effect was most marked for fear and anger. Recognition of happiness was deficient only with music. Our findings support the idea that FTLD causes impaired recognition of emotions across input channels, consistent with a common central representation of emotion concepts. Music may be a sensitive probe of emotional deficits in FTLD, perhaps because it requires a more abstract representation of emotion than do animate stimuli such as faces and voices.
  • Oostdijk, N., Goedertier, W., Van Eynde, F., Boves, L., Martens, J.-P., Moortgat, M., & Baayen, R. H. (2002). Experiences from the Spoken Dutch Corpus Project. In Third international conference on language resources and evaluation (pp. 340-347). Paris: European Language Resources Association.
  • Otake, T., Davis, S. M., & Cutler, A. (1995). Listeners’ representations of within-word structure: A cross-linguistic and cross-dialectal investigation. In J. Pardo (Ed.), Proceedings of EUROSPEECH 95: Vol. 3 (pp. 1703-1706). Madrid: European Speech Communication Association.

    Abstract

    Japanese, British English and American English listeners were presented with spoken words in their native language, and asked to mark on a written transcript of each word the first natural division point in the word. The results showed clear and strong patterns of consensus, indicating that listeners have available to them conscious representations of within-word structure. Orthography did not play a strongly deciding role in the results. The patterns of response were at variance with results from on-line studies of speech segmentation, suggesting that the present task taps not those representations used in on-line listening, but levels of representation which may involve much richer knowledge of word-internal structure.
  • Ozyurek, A. (2002). Speech-gesture relationship across languages and in second language learners: Implications for spatial thinking and speaking. In B. Skarabela, S. Fish, & A. H. Do (Eds.), Proceedings of the 26th annual Boston University Conference on Language Development (pp. 500-509). Somerville, MA: Cascadilla Press.
  • Papafragou, A., & Ozturk, O. (2007). Children's acquisition of modality. In Proceedings of the 2nd Conference on Generative Approaches to Language Acquisition North America (GALANA 2) (pp. 320-327). Somerville, Mass.: Cascadilla Press.
  • Papafragou, A. (2007). On the acquisition of modality. In T. Scheffler, & L. Mayol (Eds.), Penn Working Papers in Linguistics. Proceedings of the 30th Annual Penn Linguistics Colloquium (pp. 281-293). Department of Linguistics, University of Pennsylvania.
  • Parhammer*, S. I., Ebersberg*, M., Tippmann*, J., Stärk*, K., Opitz, A., Hinger, B., & Rossi, S. (2019). The influence of distraction on speech processing: How selective is selective attention? In Proceedings of Interspeech 2019 (pp. 3093-3097). doi:10.21437/Interspeech.2019-2699.

    Abstract

    -* indicates shared first authorship -
    The present study investigated the effects of selective attention on the processing of morphosyntactic errors in unattended parts of speech. Two groups of German native (L1) speakers participated in the present study. Participants listened to sentences in which irregular verbs were manipulated in three different conditions (correct, incorrect but attested ablaut pattern, incorrect and crosslinguistically unattested ablaut pattern). In order to track fast dynamic neural reactions to the stimuli, electroencephalography was used. After each sentence, participants in Experiment 1 performed a semantic judgement task, which deliberately distracted the participants from the syntactic manipulations and directed their attention to the semantic content of the sentence. In Experiment 2, participants carried out a syntactic judgement task, which put their attention on the critical stimuli. The use of two different attentional tasks allowed for investigating the impact of selective attention on speech processing and whether morphosyntactic processing steps are performed automatically. In Experiment 2, the incorrect attested condition elicited a larger N400 component compared to the correct condition, whereas in Experiment 1 no differences between conditions were found. These results suggest that the processing of morphosyntactic violations in irregular verbs is not entirely automatic but seems to be strongly affected by selective attention.
  • Perniss, P. M. (2007). Space and iconicity in German sign language (DGS). PhD Thesis, Radboud University Nijmegen, Nijmegen. doi:10.17617/2.57482.

    Abstract

    This dissertation investigates the expression of spatial relationships in German Sign Language (Deutsche Gebärdensprache, DGS). The analysis focuses on linguistic expression in the spatial domain in two types of discourse: static scene description (location) and event narratives (location and motion). Its primary theoretical objectives are to characterize the structure of locative descriptions in DGS; to explain the use of frames of reference and perspective in the expression of location and motion; to clarify the interrelationship between the systems of frames of reference, signing perspective, and classifier predicates; and to characterize the interplay between iconicity principles, on the one hand, and grammatical and discourse constraints, on the other hand, in the use of these spatial devices. In more general terms, the dissertation provides a usage-based account of iconic mapping in the visual-spatial modality. The use of space in sign language expression is widely assumed to be guided by iconic principles, which are furthermore assumed to hold in the same way across sign languages. Thus, there has been little expectation of variation between sign languages in the spatial domain in the use of spatial devices. Consequently, perhaps, there has been little systematic investigation of linguistic expression in the spatial domain in individual sign languages, and less investigation of spatial language in extended signed discourse. This dissertation provides an investigation of spatial expressions in DGS by investigating the impact of different constraints on iconicity in sign language structure. The analyses have important implications for our understanding of the role of iconicity in the visual-spatial modality, the possible language-specific variation within the spatial domain in the visual-spatial modality, the structure of spatial language in both natural language modalities, and the relationship between spatial language and cognition

    Additional information

    full text via Radboud Repository
  • Petersson, K. M. (2002). Brain physiology. In R. Behn, & C. Veranda (Eds.), Proceedings of The 4th Southern European School of the European Physical Society - Physics in Medicine (pp. 37-38). Montreux: ESF.
  • Pluymaekers, M. (2007). Affix reduction in spoken Dutch: Probabilistic effects in production and perception. PhD Thesis, Radboud University Nijmegen, Nijmegen. doi:10.17617/2.58146.

    Abstract

    This dissertation investigates the roles of several probabilistic variables in the production and comprehension of reduced Dutch affixes. The central hypothesis is that linguistic units with a high probability of occurrence are
    more likely to be reduced (Jurafsky et al., 2001; Aylett & Turk, 2004). This hypothesis is tested by analyzing the acoustic realizations of affixes, which are meaning-carrying elements embedded in larger lexical units. Most of the results prove to be compatible with the main hypothesis, but some appear to run counter to its predictions. The final chapter of the thesis discusses the implications of these findings for models of speech production, models of speech perception, and probability-based accounts of reduction.

    Additional information

    full text via Radboud Repository
  • Poort, E. D. (2019). The representation of cognates and interlingual homographs in the bilingual lexicon. PhD Thesis, University College London, London, UK.

    Abstract

    Cognates and interlingual homographs are words that exist in multiple languages. Cognates, like “wolf” in Dutch and English, also carry the same meaning. Interlingual homographs do not: the word “angel” in English refers to a spiritual being, but in Dutch to the sting of a bee. The six experiments included in this thesis examined how these words are represented in the bilingual mental lexicon. Experiment 1 and 2 investigated the issue of task effects on the processing of cognates. Bilinguals often process cognates more quickly than single-language control words (like “carrot”, which exists in English but not Dutch). These experiments showed that the size of this cognate facilitation effect depends on the other types of stimuli included in the task. These task effects were most likely due to response competition, indicating that cognates are subject to processes of facilitation and inhibition both within the lexicon and at the level of decision making. Experiment 3 and 4 examined whether seeing a cognate or interlingual homograph in one’s native language affects subsequent processing in one’s second language. This method was used to determine whether non-identical cognates share a form representation. These experiments were inconclusive: they revealed no effect of cross-lingual long-term priming. Most likely this was because a lexical decision task was used to probe an effect that is largely semantic in nature. Given these caveats to using lexical decision tasks, two final experiments used a semantic relatedness task instead. Both experiments revealed evidence for an interlingual homograph inhibition effect but no cognate facilitation effect. Furthermore, the second experiment found evidence for a small effect of cross-lingual long-term priming. After comparing these findings to the monolingual literature on semantic ambiguity resolution, this thesis concludes that it is necessary to explore the viability of a distributed connectionist account of the bilingual mental lexicon.

    Additional information

    full text via UCL
  • Pouw, W., Paxton, A., Harrison, S. J., & Dixon, J. A. (2019). Acoustic specification of upper limb movement in voicing. In A. Grimminger (Ed.), Proceedings of the 6th Gesture and Speech in Interaction – GESPIN 6 (pp. 68-74). Paderborn: Universitaetsbibliothek Paderborn. doi:10.17619/UNIPB/1-812.
  • Pouw, W., & Dixon, J. A. (2019). Quantifying gesture-speech synchrony. In A. Grimminger (Ed.), Proceedings of the 6th Gesture and Speech in Interaction – GESPIN 6 (pp. 75-80). Paderborn: Universitaetsbibliothek Paderborn. doi:10.17619/UNIPB/1-812.

    Abstract

    Spontaneously occurring speech is often seamlessly accompanied by hand gestures. Detailed
    observations of video data suggest that speech and gesture are tightly synchronized in time,
    consistent with a dynamic interplay between body and mind. However, spontaneous gesturespeech
    synchrony has rarely been objectively quantified beyond analyses of video data, which
    do not allow for identification of kinematic properties of gestures. Consequently, the point in
    gesture which is held to couple with speech, the so-called moment of “maximum effort”, has
    been variably equated with the peak velocity, peak acceleration, peak deceleration, or the onset
    of the gesture. In the current exploratory report, we provide novel evidence from motiontracking
    and acoustic data that peak velocity is closely aligned, and shortly leads, the peak pitch
    (F0) of speech

    Additional information

    https://osf.io/9843h/
  • Rapold, C. J. (2007). From demonstratives to verb agreement in Benchnon: A diachronic perspective. In A. Amha, M. Mous, & G. Savà (Eds.), Omotic and Cushitic studies: Papers from the Fourth Cushitic Omotic Conference, Leiden, 10-12 April 2003 (pp. 69-88). Cologne: Rüdiger Köppe.
  • Rasenberg, M. (2023). Mutual understanding from a multimodal and interactional perspective. PhD Thesis, Radboud University Nijmegen, Nijmegen.
  • Ringersma, J., & Kemps-Snijders, M. (2007). Creating multimedia dictionaries of endangered languages using LEXUS. In H. van Hamme, & R. van Son (Eds.), Proceedings of Interspeech 2007 (pp. 65-68). Baixas, France: ISCA-Int.Speech Communication Assoc.

    Abstract

    This paper reports on the development of a flexible web based lexicon tool, LEXUS. LEXUS is targeted at linguists involved in language documentation (of endangered languages). It allows the creation of lexica within the structure of the proposed ISO LMF standard and uses the proposed concept naming conventions from the ISO data categories, thus enabling interoperability, search and merging. LEXUS also offers the possibility to visualize language, since it provides functionalities to include audio, video and still images to the lexicon. With LEXUS it is possible to create semantic network knowledge bases, using typed relations. The LEXUS tool is free for use. Index Terms: lexicon, web based application, endangered languages, language documentation.
  • Rissman, L., & Majid, A. (2019). Agency drives category structure in instrumental events. In A. K. Goel, C. M. Seifert, & C. Freksa (Eds.), Proceedings of the 41st Annual Meeting of the Cognitive Science Society (CogSci 2019) (pp. 2661-2667). Montreal, QB: Cognitive Science Society.

    Abstract

    Thematic roles such as Agent and Instrument have a long-standing place in theories of event representation. Nonetheless, the structure of these categories has been difficult to determine. We investigated how instrumental events, such as someone slicing bread with a knife, are categorized in English. Speakers described a variety of typical and atypical instrumental events, and we determined the similarity structure of their descriptions using correspondence analysis. We found that events where the instrument is an extension of an intentional agent were most likely to elicit similar language, highlighting the importance of agency in structuring instrumental categories.
  • Rojas-Berscia, L. M. (2019). From Kawapanan to Shawi: Topics in language variation and change. PhD Thesis, Radboud University Nijmegen, Nijmegen.
  • De Ruiter, J. P. (2007). Some multimodal signals in humans. In I. Van de Sluis, M. Theune, E. Reiter, & E. Krahmer (Eds.), Proceedings of the Workshop on Multimodal Output Generation (MOG 2007) (pp. 141-148).

    Abstract

    In this paper, I will give an overview of some well-studied multimodal signals that humans produce while they communicate with other humans, and discuss the implications of those studies for HCI. I will first discuss a conceptual framework that allows us to distinguish between functional and sensory modalities. This distinction is important, as there are multiple functional modalities using the same sensory modality (e.g., facial expression and eye-gaze in the visual modality). A second theoretically important issue is redundancy. Some signals appear to be redundant with a signal in another modality, whereas others give new information or even appear to give conflicting information (see e.g., the work of Susan Goldin-Meadows on speech accompanying gestures). I will argue that multimodal signals are never truly redundant. First, many gestures that appear at first sight to express the same meaning as the accompanying speech generally provide extra (analog) information about manner, path, etc. Second, the simple fact that the same information is expressed in more than one modality is itself a communicative signal. Armed with this conceptual background, I will then proceed to give an overview of some multimodalsignals that have been investigated in human-human research, and the level of understanding we have of the meaning of those signals. The latter issue is especially important for potential implementations of these signals in artificial agents. First, I will discuss pointing gestures. I will address the issue of the timing of pointing gestures relative to the speech it is supposed to support, the mutual dependency between pointing gestures and speech, and discuss the existence of alternative ways of pointing from other cultures. The most frequent form of pointing that does not involve the index finger is a cultural practice called lip-pointing which employs two visual functional modalities, mouth-shape and eye-gaze, simultaneously for pointing. Next, I will address the issue of eye-gaze. A classical study by Kendon (1967) claims that there is a systematic relationship between eye-gaze (at the interlocutor) and turn-taking states. Research at our institute has shown that this relationship is weaker than has often been assumed. If the dialogue setting contains a visible object that is relevant to the dialogue (e.g., a map), the rate of eye-gaze-at-other drops dramatically and its relationship to turn taking disappears completely. The implications for machine generated eye-gaze are discussed. Finally, I will explore a theoretical debate regarding spontaneous gestures. It has often been claimed that the class of gestures that is called iconic by McNeill (1992) are a “window into the mind”. That is, they are claimed to give the researcher (or even the interlocutor) a direct view into the speaker’s thought, without being obscured by the complex transformation that take place when transforming a thought into a verbal utterance. I will argue that this is an illusion. Gestures can be shown to be specifically designed such that the listener can be expected to interpret them. Although the transformations carried out to express a thought in gesture are indeed (partly) different from the corresponding transformations for speech, they are a) complex, and b) severely understudied. This obviously has consequences both for the gesture research agenda, and for the generation of iconic gestures by machines.
  • De Ruiter, J. P., & Enfield, N. J. (2007). The BIC model: A blueprint for the communicator. In C. Stephanidis (Ed.), Universal access in Human-Computer Interaction: Applications and services (pp. 251-258). Berlin: Springer.
  • Sander, J., Lieberman, A., & Rowland, C. F. (2023). Exploring joint attention in American Sign Language: The influence of sign familiarity. In M. Goldwater, F. K. Anggoro, B. K. Hayes, & D. C. Ong (Eds.), Proceedings of the 45th Annual Meeting of the Cognitive Science Society (CogSci 2023) (pp. 632-638).

    Abstract

    Children’s ability to share attention with another social partner (i.e., joint attention) has been found to support language development. Despite the large amount of research examining the effects of joint attention on language in hearing population, little is known about how deaf children learning sign languages achieve joint attention with their caregivers during natural social interaction and how caregivers provide and scaffold learning opportunities for their children. The present study investigates the properties and timing of joint attention surrounding familiar and novel naming events and their relationship to children’s vocabulary. Naturalistic play sessions of caretaker-child-dyads using American Sign Language were analyzed in regards to naming events of either familiar or novel object labeling events and the surrounding joint attention events. We observed that most naming events took place in the context of a successful joint attention event and that sign familiarity was related to the timing of naming events within the joint attention events. Our results suggest that caregivers are highly sensitive to their child’s visual attention in interactions and modulate joint attention differently in the context of naming events of familiar vs. novel object labels.
  • Scharenborg, O., Ernestus, M., & Wan, V. (2007). Segmentation of speech: Child's play? In H. van Hamme, & R. van Son (Eds.), Proceedings of Interspeech 2007 (pp. 1953-1956). Adelaide: Causal Productions.

    Abstract

    The difficulty of the task of segmenting a speech signal into its words is immediately clear when listening to a foreign language; it is much harder to segment the signal into its words, since the words of the language are unknown. Infants are faced with the same task when learning their first language. This study provides a better understanding of the task that infants face while learning their native language. We employed an automatic algorithm on the task of speech segmentation without prior knowledge of the labels of the phonemes. An analysis of the boundaries erroneously placed inside a phoneme showed that the algorithm consistently placed additional boundaries in phonemes in which acoustic changes occur. These acoustic changes may be as great as the transition from the closure to the burst of a plosive or as subtle as the formant transitions in low or back vowels. Moreover, we found that glottal vibration may attenuate the relevance of acoustic changes within obstruents. An interesting question for further research is how infants learn to overcome the natural tendency to segment these ‘dynamic’ phonemes.
  • Scharenborg, O., & Wan, V. (2007). Can unquantised articulatory feature continuums be modelled? In INTERSPEECH 2007 - 8th Annual Conference of the International Speech Communication Association (pp. 2473-2476). ISCA Archive.

    Abstract

    Articulatory feature (AF) modelling of speech has received a considerable amount of attention in automatic speech recognition research. Although termed ‘articulatory’, previous definitions make certain assumptions that are invalid, for instance, that articulators ‘hop’ from one fixed position to the next. In this paper, we studied two methods, based on support vector classification (SVC) and regression (SVR), in which the articulation continuum is modelled without being restricted to using discrete AF value classes. A comparison with a baseline system trained on quantised values of the articulation continuum showed that both SVC and SVR outperform the baseline for two of the three investigated AFs, with improvements up to 5.6% absolute.
  • Scharenborg, O., Boves, L., & de Veth, J. (2002). ASR in a human word recognition model: Generating phonemic input for Shortlist. In J. H. L. Hansen, & B. Pellom (Eds.), ICSLP 2002 - INTERSPEECH 2002 - 7th International Conference on Spoken Language Processing (pp. 633-636). ISCA Archive.

    Abstract

    The current version of the psycholinguistic model of human word recognition Shortlist suffers from two unrealistic constraints. First, the input of Shortlist must consist of a single string of phoneme symbols. Second, the current version of the search in Shortlist makes it difficult to deal with insertions and deletions in the input phoneme string. This research attempts to fully automatically derive a phoneme string from the acoustic signal that is as close as possible to the number of phonemes in the lexical representation of the word. We optimised an Automatic Phone Recogniser (APR) using two approaches, viz. varying the value of the mismatch parameter and optimising the APR output strings on the output of Shortlist. The approaches show that it will be very difficult to satisfy the input requirements of the present version of Shortlist with a phoneme string generated by an APR.
  • Scharenborg, O., & Boves, L. (2002). Pronunciation variation modelling in a model of human word recognition. In Pronunciation Modeling and Lexicon Adaptation for Spoken Language Technology [PMLA-2002] (pp. 65-70).

    Abstract

    Due to pronunciation variation, many insertions and deletions of phones occur in spontaneous speech. The psycholinguistic model of human speech recognition Shortlist is not well able to deal with phone insertions and deletions and is therefore not well suited for dealing with real-life input. The research presented in this paper explains how Shortlist can benefit from pronunciation variation modelling in dealing with real-life input. Pronunciation variation was modelled by including variants into the lexicon of Shortlist. A series of experiments was carried out to find the optimal acoustic model set for transcribing the training material that was used as basis for the generation of the variants. The Shortlist experiments clearly showed that Shortlist benefits from pronunciation variation modelling. However, the performance of Shortlist stays far behind the performance of other, more conventional speech recognisers.
  • Scheu, O., & Zinn, C. (2007). How did the e-learning session go? The student inspector. In Proceedings of the 13th International Conference on Artificial Intelligence and Education (AIED 2007). Amsterdam: IOS Press.

    Abstract

    Good teachers know their students, and exploit this knowledge to adapt or optimise their instruction. Traditional teachers know their students because they interact with them face-to-face in classroom or one-to-one tutoring sessions. In these settings, they can build student models, i.e., by exploiting the multi-faceted nature of human-human communication. In distance-learning contexts, teacher and student have to cope with the lack of such direct interaction, and this must have detrimental effects for both teacher and student. In a past study we have analysed teacher requirements for tracking student actions in computer-mediated settings. Given the results of this study, we have devised and implemented a tool that allows teachers to keep track of their learners'interaction in e-learning systems. We present the tool's functionality and user interfaces, and an evaluation of its usability.
  • Schiller, N. O., Schmitt, B., Peters, J., & Levelt, W. J. M. (2002). 'BAnana'or 'baNAna'? Metrical encoding during speech production [Abstract]. In M. Baumann, A. Keinath, & J. Krems (Eds.), Experimentelle Psychologie: Abstracts der 44. Tagung experimentell arbeitender Psychologen. (pp. 195). TU Chemnitz, Philosophische Fakultät.

    Abstract

    The time course of metrical encoding, i.e. stress, during speech production is investigated. In a first experiment, participants were presented with pictures whose bisyllabic Dutch names had initial or final stress (KAno 'canoe' vs. kaNON 'cannon'; capital letters indicate stressed syllables). Picture names were matched for frequency and object recognition latencies. When participants were asked to judge whether picture names had stress on the first or second syllable, they showed significantly faster decision times for initially stressed targets than for targets with final stress. Experiment 2 replicated this effect with trisyllabic picture names (faster RTs for penultimate stress than for ultimate stress). In our view, these results reflect the incremental phonological encoding process. Wheeldon and Levelt (1995) found that segmental encoding is a process running from the beginning to the end of words. Here, we present evidence that the metrical pattern of words, i.e. stress, is also encoded incrementally.
  • Schmiedtová, V., & Schmiedtová, B. (2002). The color spectrum in language: The case of Czech: Cognitive concepts, new idioms and lexical meanings. In H. Gottlieb, J. Mogensen, & A. Zettersten (Eds.), Proceedings of The 10th International Symposium on Lexicography (pp. 285-292). Tübingen: Max Niemeyer Verlag.

    Abstract

    The representative corpus SYN2000 in the Czech National Corpus (CNK) project containing 100 million word forms taken from different types of texts. I have tried to determine the extent and depth of the linguistic material in the corpus. First, I chose the adjectives indicating the basic colors of the spectrum and other parts of speech (names and adverbs) derived from these adjectives. An analysis of three examples - black, white and red - shows the extent of the linguistic wealth and diversity we are looking at: because of size limitations, no existing dictionary is capable of embracing all analyzed nuances. Currently, we can only hope that the next dictionary of contemporary Czech, built on the basis of the Czech National Corpus, will be electronic. Without the size limitations, we would be able us to include many of the fine nuances of language
  • Schoenmakers, G.-J., & De Swart, P. (2019). Adverbial hurdles in Dutch scrambling. In A. Gattnar, R. Hörnig, M. Störzer, & S. Featherston (Eds.), Proceedings of Linguistic Evidence 2018: Experimental Data Drives Linguistic Theory (pp. 124-145). Tübingen: University of Tübingen.

    Abstract

    This paper addresses the role of the adverb in Dutch direct object scrambling constructions. We report four experiments in which we investigate whether the structural position and the scope sensitivity of the adverb affect acceptability judgments of scrambling constructions and native speakers' tendency to scramble definite objects. We conclude that the type of adverb plays a key role in Dutch word ordering preferences.
  • Schuerman, W. L., McQueen, J. M., & Meyer, A. S. (2019). Speaker statistical averageness modulates word recognition in adverse listening conditions. In S. Calhoun, P. Escudero, M. Tabain, & P. Warren (Eds.), Proceedings of the 19th International Congress of Phonetic Sciences (ICPhS 20195) (pp. 1203-1207). Canberra, Australia: Australasian Speech Science and Technology Association Inc.

    Abstract

    We tested whether statistical averageness (SA) at the level of the individual speaker could predict a speaker’s intelligibility. 28 female and 21 male speakers of Dutch were recorded producing 336 sentences,
    each containing two target nouns. Recordings were compared to those of all other same-sex speakers using dynamic time warping (DTW). For each sentence, the DTW distance constituted a metric
    of phonetic distance from one speaker to all other speakers. SA comprised the average of these distances. Later, the same participants performed a word recognition task on the target nouns in the same sentences, under three degraded listening conditions. In all three conditions, accuracy increased with SA. This held even when participants listened to their own utterances. These findings suggest that listeners process speech with respect to the statistical
    properties of the language spoken in their community, rather than using their own speech as a reference
  • Schulte im Walde, S., Melinger, A., Roth, M., & Weber, A. (2007). An empirical characterization of response types in German association norms. In Proceedings of the GLDV workshop on lexical-semantic and ontological resources.
  • Seidlmayer, E., Galke, L., Melnychuk, T., Schultz, C., Tochtermann, K., & Förstner, K. U. (2019). Take it personally - A Python library for data enrichment for infometrical applications. In M. Alam, R. Usbeck, T. Pellegrini, H. Sack, & Y. Sure-Vetter (Eds.), Proceedings of the Posters and Demo Track of the 15th International Conference on Semantic Systems co-located with 15th International Conference on Semantic Systems (SEMANTiCS 2019).

    Abstract

    Like every other social sphere, science is influenced by individual characteristics of researchers. However, for investigations on scientific networks, only little data about the social background of researchers, e.g. social origin, gender, affiliation etc., is available.
    This paper introduces ”Take it personally - TIP”, a conceptual model and library currently under development, which aims to support the
    semantic enrichment of publication databases with semantically related background information which resides elsewhere in the (semantic) web, such as Wikidata.
    The supplementary information enriches the original information in the publication databases and thus facilitates the creation of complex scientific knowledge graphs. Such enrichment helps to improve the scientometric analysis of scientific publications as they can also take social backgrounds of researchers into account and to understand social structure in research communities.
  • Seijdel, N., Sakmakidis, N., De Haan, E. H. F., Bohte, S. M., & Scholte, H. S. (2019). Implicit scene segmentation in deeper convolutional neural networks. In Proceedings of the 2019 Conference on Cognitive Computational Neuroscience (pp. 1059-1062). doi:10.32470/CCN.2019.1149-0.

    Abstract

    Feedforward deep convolutional neural networks (DCNNs) are matching and even surpassing human performance on object recognition. This performance suggests that activation of a loose collection of image
    features could support the recognition of natural object categories, without dedicated systems to solve specific visual subtasks. Recent findings in humans however, suggest that while feedforward activity may suffice for
    sparse scenes with isolated objects, additional visual operations ('routines') that aid the recognition process (e.g. segmentation or grouping) are needed for more complex scenes. Linking human visual processing to
    performance of DCNNs with increasing depth, we here explored if, how, and when object information is differentiated from the backgrounds they appear on. To this end, we controlled the information in both objects
    and backgrounds, as well as the relationship between them by adding noise, manipulating background congruence and systematically occluding parts of the image. Results indicated less distinction between object- and background features for more shallow networks. For those networks, we observed a benefit of training on segmented objects (as compared to unsegmented objects). Overall, deeper networks trained on natural
    (unsegmented) scenes seem to perform implicit 'segmentation' of the objects from their background, possibly by improved selection of relevant features.
  • Sekine, K., & Kajikawa, T. (2023). Does the spatial distribution of a speaker's gaze and gesture impact on a listener's comprehension of discourse? In W. Pouw, J. Trujillo, H. R. Bosker, L. Drijvers, M. Hoetjes, J. Holler, S. Kadava, L. Van Maastricht, E. Mamus, & A. Ozyurek (Eds.), Gesture and Speech in Interaction (GeSpIn) Conference. doi:10.17617/2.3527208.

    Abstract

    This study investigated the impact of a speaker's gaze direction
    on a listener's comprehension of discourse. Previous research
    suggests that hand gestures play a role in referent allocation,
    enabling listeners to better understand the discourse. The
    current study aims to determine whether the speaker's gaze
    direction has a similar effect on reference resolution as co-
    speech gestures. Thirty native Japanese speakers participated in
    the study and were assigned to one of three conditions:
    congruent, incongruent, or speech-only. Participants watched
    36 videos of an actor narrating a story consisting of three
    sentences with two protagonists. The speaker consistently
    used hand gestures to allocate one protagonist to the lower right
    and the other to the lower left space, while directing her gaze to
    either space of the target person (congruent), the other person
    (incongruent), or no particular space (speech-only). Participants
    were required to verbally answer a question about the target
    protagonist involved in an accidental event as quickly as
    possible. Results indicate that participants in the congruent
    condition exhibited faster reaction times than those in the
    incongruent condition, although the difference was not
    significant. These findings suggest that the speaker's gaze
    direction is not enough to facilitate a listener's comprehension
    of discourse.
  • Senft, G. (2002). What should the ideal online-archive documenting linguistic data of various (endangered) languages and cultures offer to interested parties? Some ideas of a technically naive linguistic field researcher and potential user. In P. Austin, H. Dry, & P. Wittenburg (Eds.), Proceedings of the international LREC workshop on resources and tools in field linguistics (pp. 11-15). Paris: European Language Resources Association.
  • Senft, G. (2007). Language, culture and cognition: Frames of spatial reference and why we need ontologies of space [Abstract]. In A. G. Cohn, C. Freksa, & B. Bebel (Eds.), Spatial cognition: Specialization and integration (pp. 12).

    Abstract

    One of the many results of the "Space" research project conducted at the MPI for Psycholinguistics is that there are three "Frames of spatial Reference" (FoRs), the relative, the intrinsic and the absolute FoR. Cross-linguistic research showed that speakers who prefer one FoR in verbal spatial references rely on a comparable coding system for memorizing spatial configurations and for making inferences with respect to these spatial configurations in non-verbal problem solving. Moreover, research results also revealed that in some languages these verbal FoRs also influence gestural behavior. These results document the close interrelationship between language, culture and cognition in the domain "Space". The proper description of these interrelationships in the spatial domain requires language and culture specific ontologies.
  • Seuren, P. A. M. (2002). Existential import. In D. De Jongh, M. Nilsenová, & H. Zeevat (Eds.), Proceedings of The 3rd and 4th International Symposium on Language, Logic and Computation. Amsterdam: ILLC Scientific Publ. U. of Amsterdam.
  • Seuren, P. A. M. (1996). What a universal semantic interlingua can do. In A. Zamulin (Ed.), Perspectives of System Informatics. Proceedings of the Andrei Ershov Second International Memorial Conference, Novosibirsk, Akademgorodok, June 25-28,1996 (pp. 41-42). Novosibirsk: A.P. Ershov Institute of Informatics Systems.
  • Severijnen, G. G. A., Bosker, H. R., & McQueen, J. M. (2023). Syllable rate drives rate normalization, but is not the only factor. In R. Skarnitzl, & J. Volín (Eds.), Proceedings of the 20th International Congress of the Phonetic Sciences (ICPhS 2023) (pp. 56-60). Prague: Guarant International.

    Abstract

    Speech is perceived relative to the speech rate in the context. It is unclear, however, what information listeners use to compute speech rate. The present study examines whether listeners use the number of
    syllables per unit time (i.e., syllable rate) as a measure of speech rate, as indexed by subsequent vowel perception. We ran two rate-normalization experiments in which participants heard duration-matched word lists that contained either monosyllabic
    vs. bisyllabic words (Experiment 1), or monosyllabic vs. trisyllabic pseudowords (Experiment 2). The participants’ task was to categorize an /ɑ-aː/ continuum that followed the word lists. The monosyllabic condition was perceived as slower (i.e., fewer /aː/ responses) than the bisyllabic and
    trisyllabic condition. However, no difference was observed between bisyllabic and trisyllabic contexts. Therefore, while syllable rate is used in perceiving speech rate, other factors, such as fast speech processes, mean F0, and intensity, must also influence rate normalization.
  • Shen, C., & Janse, E. (2019). Articulatory control in speech production. In S. Calhoun, P. Escudero, M. Tabain, & P. Warren (Eds.), Proceedings of the 19th International Congress of Phonetic Sciences (ICPhS 2019) (pp. 2533-2537). Canberra, Australia: Australasian Speech Science and Technology Association Inc.
  • Shen, C., Cooke, M., & Janse, E. (2019). Individual articulatory control in speech enrichment. In M. Ochmann, M. Vorländer, & J. Fels (Eds.), Proceedings of the 23rd International Congress on Acoustics (pp. 5726-5730). Berlin: Deutsche Gesellschaft für Akustik.

    Abstract

    ndividual talkers may use various strategies to enrich their speech while speaking in noise (i.e., Lombard speech) to improve their intelligibility. The resulting acoustic-phonetic changes in Lombard speech vary amongst different speakers, but it is unclear what causes these talker differences, and what impact these differences have on intelligibility. This study investigates the potential role of articulatory control in talkers’ Lombard speech enrichment success. Seventy-eight speakers read out sentences in both their habitual style and in a condition where they were instructed to speak clearly while hearing loud speech-shaped noise. A diadochokinetic (DDK) speech task that requires speakers to repetitively produce word or non-word sequences as accurately and as rapidly as possible, was used to quantify their articulatory control. Individuals’ predicted intelligibility in both speaking styles (presented at -5 dB SNR) was measured using an acoustic glimpse-based metric: the High-Energy Glimpse Proportion (HEGP). Speakers’ HEGP scores show a clear effect of speaking condition (better HEGP scores in the Lombard than habitual condition), but no simple effect of articulatory control on HEGP, nor an interaction between speaking condition and articulatory control. This indicates that individuals’ speech enrichment success as measured by the HEGP metric was not predicted by DDK performance.
  • Siahaan, P., & Wijaya Rajeg, G. P. (2023). Multimodal language use in Indonesian: Recurrent gestures associated with negation. In W. Pouw, J. Trujillo, H. R. Bosker, L. Drijvers, M. Hoetjes, J. Holler, S. Kadava, L. Van Maastricht, E. Mamus, & A. Ozyurek (Eds.), Gesture and Speech in Interaction (GeSpIn) Conference. doi:10.17617/2.3527196.

    Abstract

    This paper presents research findings on manual gestures
    associated with negation in Indonesian, utilizing data sourced
    from talk shows available on YouTube. The study reveals that
    Indonesian speakers employ six recurrent negation gestures,
    which have been observed in various languages worldwide.
    This suggests that gestures exhibiting a stable form-meaning
    relationship and recurring frequently in relation to negation are
    prevalent around the globe, although their distribution may
    differ across cultures and languages. Furthermore, the paper
    demonstrates that negation gestures are not strictly tied to
    verbal negation. Overall, the aim of this paper is to contribute
    to a deeper understanding of the conventional usage and cross-
    linguistic distribution of recurrent gestures.
  • Sollis, E. (2019). A network of interacting proteins disrupted in language-related disorders. PhD Thesis, Radboud University Nijmegen, Nijmegen.
  • Stern, G. (2023). On embodied use of recognitional demonstratives. In W. Pouw, J. Trujillo, H. R. Bosker, L. Drijvers, M. Hoetjes, J. Holler, S. Kadava, L. Van Maastricht, E. Mamus, & A. Ozyurek (Eds.), Gesture and Speech in Interaction (GeSpIn) Conference. doi:10.17617/2.3527204.

    Abstract

    This study focuses on embodied uses of recognitional
    demonstratives. While multimodal conversation analytic
    studies have shown how gesture and speech interact in the
    elaboration of exophoric references, little attention has been
    given to the multimodal configuration of other types of
    referential actions. Based on a video-recorded corpus of
    professional meetings held in French, this qualitative study
    shows that a subtype of deictic references, namely recognitional
    references, are frequently associated with iconic gestures, thus
    challenging the traditional distinction between exophoric and
    endophoric uses of deixis.
  • Stevens, M. E. (2007). Perceptual adaptation to phonological differences between language varieties. PhD Thesis, University of Ghent, Ghent.
  • Stevens, M. A., McQueen, J. M., & Hartsuiker, R. J. (2007). No lexically-driven perceptual adjustments of the [x]-[h] boundary. In J. Trouvain, & W. J. Barry (Eds.), Proceedings of the 16th International Congress of Phonetic Sciences (ICPhS 2007) (pp. 1897-1900). Dudweiler: Pirrot.

    Abstract

    Listeners can make perceptual adjustments to phoneme categories in response to a talker who consistently produces a specific phoneme ambiguously. We investigate here whether this type of perceptual learning is also used to adapt to regional accent differences. Listeners were exposed to words produced by a Flemish talker whose realization of [x℄or [h℄ was ambiguous (producing [x℄like [h℄is a property of the West-Flanders regional accent). Before and after exposure they categorized a [x℄-[h℄continuum. For both Dutch and Flemish listeners there was no shift of the categorization boundary after exposure to ambiguous sounds in [x℄- or [h℄-biasing contexts. The absence of a lexically-driven learning effect for this contrast may be because [h℄is strongly influenced by coarticulation. As is not stable across contexts, it may be futile to adapt its representation when new realizations are heard
  • Ten Bosch, L., Mulder, K., & Boves, L. (2019). Phase synchronization between EEG signals as a function of differences between stimuli characteristics. In Proceedings of Interspeech 2019 (pp. 1213-1217). doi:10.21437/Interspeech.2019-2443.

    Abstract

    The neural processing of speech leads to specific patterns in the brain which can be measured as, e.g., EEG signals. When properly aligned with the speech input and averaged over many tokens, the Event Related Potential (ERP) signal is able to differentiate specific contrasts between speech signals. Well-known effects relate to the difference between expected and unexpected words, in particular in the N400, while effects in N100 and P200 are related to attention and acoustic onset effects. Most EEG studies deal with the amplitude of EEG signals over time, sidestepping the effect of phase and phase synchronization. This paper investigates the relation between phase in the EEG signals measured in an auditory lexical decision task by Dutch participants listening to full and reduced English word forms. We show that phase synchronization takes place across stimulus conditions, and that the so-called circular variance is narrowly related to the type of contrast between stimuli.
  • Ter Bekke, M., Ozyurek, A., & Ünal, E. (2019). Speaking but not gesturing predicts motion event memory within and across languages. In A. Goel, C. Seifert, & C. Freksa (Eds.), Proceedings of the 41st Annual Meeting of the Cognitive Science Society (CogSci 2019) (pp. 2940-2946). Montreal, QB: Cognitive Science Society.

    Abstract

    In everyday life, people see, describe and remember motion events. We tested whether the type of motion event information (path or manner) encoded in speech and gesture predicts which information is remembered and if this varies across speakers of typologically different languages. We focus on intransitive motion events (e.g., a woman running to a tree) that are described differently in speech and co-speech gesture across languages, based on how these languages typologically encode manner and path information (Kita & Özyürek, 2003; Talmy, 1985). Speakers of Dutch (n = 19) and Turkish (n = 22) watched and described motion events. With a surprise (i.e. unexpected) recognition memory task, memory for manner and path components of these events was measured. Neither Dutch nor Turkish speakers’ memory for manner went above chance levels. However, we found a positive relation between path speech and path change detection: participants who described the path during encoding were more accurate at detecting changes to the path of an event during the memory task. In addition, the relation between path speech and path memory changed with native language: for Dutch speakers encoding path in speech was related to improved path memory, but for Turkish speakers no such relation existed. For both languages, co-speech gesture did not predict memory speakers. We discuss the implications of these findings for our understanding of the relations between speech, gesture, type of encoding in language and memory.

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