Publications

Displaying 201 - 300 of 517
  • Hill, C. (2010). Emergency language documentation teams: The Cape York Peninsula experience. In J. Hobson, K. Lowe, S. Poetsch, & M. Walsh (Eds.), Re-awakening languages: Theory and practice in the revitalisation of Australia’s Indigenous languages (pp. 418-432). Sydney: Sydney University Press.
  • Hill, C. (2011). Collaborative narration and cross-speaker repetition in Umpila and Kuuku Ya'u. In B. Baker, R. Gardner, M. Harvey, & I. Mushin (Eds.), Indigenous language and social identity: Papers in honour of Michael Walsh (pp. 237-260). Canberra: Pacific Linguistics.
  • Hoey, E., & Kendrick, K. H. (2018). Conversation analysis. In A. M. B. De Groot, & P. Hagoort (Eds.), Research methods in psycholinguistics and the neurobiology of language: A practical guide (pp. 151-173). Hoboken: Wiley.

    Abstract

    Conversation Analysis (CA) is an inductive, micro-analytic, and predominantly qualitative
    method for studying human social interactions. This chapter describes and illustrates the basic
    methods of CA. We first situate the method by describing its sociological foundations, key areas
    of analysis, and particular approach in using naturally occurring data. The bulk of the chapter is
    devoted to practical explanations of the typical conversation analytic process for collecting data
    and producing an analysis. We analyze a candidate interactional practice – the assessmentimplicative
    interrogative – using real data extracts as a demonstration of the method, explicitly
    laying out the relevant questions and considerations for every stage of an analysis. The chapter
    concludes with some discussion of quantitative approaches to conversational interaction, and
    links between CA and psycholinguistic concerns
  • Holler, J., Tutton, M., & Wilkin, K. (2011). Co-speech gestures in the process of meaning coordination. In Proceedings of the 2nd GESPIN - Gesture & Speech in Interaction Conference, Bielefeld, 5-7 Sep 2011.

    Abstract

    This study uses a classical referential communication task to
    investigate the role of co-speech gestures in the process of
    coordination. The study manipulates both the common ground between the interlocutors, as well as the visibility of the gestures they use. The findings show that co-speech gestures are an integral part of the referential utterances speakers
    produced with regard to both initial references as well as repeated references, and that the availability of gestures appears to impact on interlocutors’ referential oordination. The results are discussed with regard to past research on
    common ground as well as theories of gesture production.
  • Holler, J. (2010). Speakers’ use of interactive gestures to mark common ground. In S. Kopp, & I. Wachsmuth (Eds.), Gesture in embodied communication and human-computer interaction. 8th International Gesture Workshop, Bielefeld, Germany, 2009; Selected Revised Papers (pp. 11-22). Heidelberg: Springer Verlag.
  • Hopman, E., Thompson, B., Austerweil, J., & Lupyan, G. (2018). Predictors of L2 word learning accuracy: A big data investigation. In C. Kalish, M. Rau, J. Zhu, & T. T. Rogers (Eds.), Proceedings of the 40th Annual Conference of the Cognitive Science Society (CogSci 2018) (pp. 513-518). Austin, TX: Cognitive Science Society.

    Abstract

    What makes some words harder to learn than others in a second language? Although some robust factors have been identified based on small scale experimental studies, many relevant factors are difficult to study in such experiments due to the amount of data necessary to test them. Here, we investigate what factors affect the ease of learning of a word in a second language using a large data set of users learning English as a second language through the Duolingo mobile app. In a regression analysis, we test and confirm the well-studied effect of cognate status on word learning accuracy. Furthermore, we find significant effects for both cross-linguistic semantic alignment and English semantic density, two novel predictors derived from large scale distributional models of lexical semantics. Finally, we provide data on several other psycholinguistically plausible word level predictors. We conclude with a discussion of the limits, benefits and future research potential of using big data for investigating second language learning.
  • Huettig, F. (2011). The role of color during language-vision interactions. In R. K. Mishra, & N. Srinivasan (Eds.), Language-Cognition interface: State of the art (pp. 93-113). München: Lincom.
  • Hulten, A. (2010). Sanan tuottaminen [Word production]. In Kieli ja aivot [Language and the Brain - Textbook series] (pp. 106-116).
  • Hutton, J., & Kidd, E. (2011). Structural priming in comprehension of relative clause sentences: In search of a frequency x regularity interaction. In E. Kidd (Ed.), The acquisition of relative clauses: Processing, typology and function (pp. 227-242). Amsterdam: Benjamins.

    Abstract

    The current chapter discusses a structural priming experiment that investigated the on-line processing of English subject- and object- relative clauses. Sixty-one monolingual English-speaking adults participated in a self-paced reading experiment where they read prime-target pairs that fully crossed the relativised element within the relative clause (subject- versus object) across prime and target sentences. Following probabilistic theories of sentence processing, which predict that low frequency structures like object relatives are subject to greater priming effects due to their marked status, it was hypothesised that the normally-observed subject RC processing advantage would be eliminated following priming. The hypothesis was supported, identifying an important role for structural frequency in the processing of relative clause structures.
  • Indefrey, P. (2011). Neurobiology of syntax. In P. C. Hogan (Ed.), The Cambridge encyclopedia of the language sciences (pp. 835-838). New York: Cambridge University Press.
  • Indefrey, P., & Gullberg, M. (2010). The earliest stages of language learning: Introduction. In M. Gullberg, & P. Indefrey (Eds.), The earliest stages of language learning (pp. 1-4). Malden, MA: Wiley-Blackwell.
  • Indefrey, P. (2018). The relationship between syntactic production and comprehension. In S.-A. Rueschemeyer, & M. G. Gaskell (Eds.), The Oxford Handbook of Psycholinguistics (2nd ed., pp. 486-505). Oxford: Oxford University Press.

    Abstract

    This chapter deals with the question of whether there is one syntactic system that is shared by language production and comprehension or whether there are two separate systems. It first discusses arguments in favor of one or the other option and then presents the current evidence on the brain structures involved in sentence processing. The results of meta-analyses of numerous neuroimaging studies suggest that there is one system consisting of functionally distinct cortical regions: the dorsal part of Broca’s area subserving compositional syntactic processing; the ventral part of Broca’s area subserving compositional semantic processing; and the left posterior temporal cortex (Wernicke’s area) subserving the retrieval of lexical syntactic and semantic information. Sentence production, the comprehension of simple and complex sentences, and the parsing of sentences containing grammatical violations differ with respect to the recruitment of these functional components.
  • Isbilen, E., Frost, R. L. A., Monaghan, P., & Christiansen, M. (2018). Bridging artificial and natural language learning: Comparing processing- and reflection-based measures of learning. In C. Kalish, M. Rau, J. Zhu, & T. T. Rogers (Eds.), Proceedings of the 40th Annual Conference of the Cognitive Science Society (CogSci 2018) (pp. 1856-1861). Austin, TX: Cognitive Science Society.

    Abstract

    A common assumption in the cognitive sciences is that artificial and natural language learning rely on shared mechanisms. However, attempts to bridge the two have yielded ambiguous results. We suggest that an empirical disconnect between the computations employed during learning and the methods employed at test may explain these mixed results. Further, we propose statistically-based chunking as a potential computational link between artificial and natural language learning. We compare the acquisition of non-adjacent dependencies to that of natural language structure using two types of tasks: reflection-based 2AFC measures, and processing-based recall measures, the latter being more computationally analogous to the processes used during language acquisition. Our results demonstrate that task-type significantly influences the correlations observed between artificial and natural language acquisition, with reflection-based and processing-based measures correlating within – but not across – task-type. These findings have fundamental implications for artificial-to-natural language comparisons, both methodologically and theoretically.
  • Janssen, R., Moisik, S. R., & Dediu, D. (2018). Agent model reveals the influence of vocal tract anatomy on speech during ontogeny and glossogeny. In C. Cuskley, M. Flaherty, H. Little, L. McCrohon, A. Ravignani, & T. Verhoef (Eds.), Proceedings of the 12th International Conference on the Evolution of Language (EVOLANG XII) (pp. 171-174). Toruń, Poland: NCU Press. doi:10.12775/3991-1.042.
  • Janssen, R., & Dediu, D. (2018). Genetic biases affecting language: What do computer models and experimental approaches suggest? In T. Poibeau, & A. Villavicencio (Eds.), Language, Cognition and Computational Models (pp. 256-288). Cambridge: Cambridge University Press.

    Abstract

    Computer models of cultural evolution have shown language properties emerging on interacting agents with a brain that lacks dedicated, nativist language modules. Notably, models using Bayesian agents provide a precise specification of (extra-)liguististic factors (e.g., genetic) that shape language through iterated learning (biases on language), and demonstrate that weak biases get expressed more strongly over time (bias amplification). Other models attempt to lessen assumption on agents’ innate predispositions even more, and emphasize self-organization within agents, highlighting glossogenesis (the development of language from a nonlinguistic state). Ultimately however, one also has to recognize that biology and culture are strongly interacting, forming a coevolving system. As such, computer models show that agents might (biologically) evolve to a state predisposed to language adaptability, where (culturally) stable language features might get assimilated into the genome via Baldwinian niche construction. In summary, while many questions about language evolution remain unanswered, it is clear that it is not to be completely understood from a purely biological, cognitivist perspective. Language should be regarded as (partially) emerging on the social interactions between large populations of speakers. In this context, agent models provide a sound approach to investigate the complex dynamics of genetic biasing on language and speech
  • Järvikivi, J., & Pyykkönen, P. (2010). Lauseiden ymmärtäminen [Engl. Sentence comprehension]. In P. Korpilahti, O. Aaltonen, & M. Laine (Eds.), Kieli ja aivot: Kommunikaation perusteet, häiriöt ja kuntoutus (pp. 117-125). Turku: Turku yliopisto.

    Abstract

    Kun kuuntelemme puhetta tai luemme tekstiä, alamme välittömästi rakentaa koherenttia tulkintaa. Toisin kuin lukemisessa, puheen havaitsemisessa kuulija voi harvoin kontrolloida nopeutta, jolla hänelle puhutaan. Huolimatta hyvin nopeasta syötteestä - noin 4-7 tavua sekunnissa - ihmiset kykenevät tulkitsemaan puhetta hyvin vaivattomasti. Lauseen ymmärtämisen tutkimuksessa selvitetäänkin, miten tällainen nopea ja useimmiten vaivaton tulkintaprosessi tapahtuu, mitkä kognitiiviset prosessit osallistuvat reaaliaikaiseen tulkintaan ja millaista informaatiota missäkin vaiheessa prosessointia ihminen käyttää hyväkseen johdonmukaisen tulkinnan muodostamiseksi. Tämä kappale on katsaus lauseen ymmärtämisen prosesseihin ja niiden tutkimukseen. Käsittelemme lyhyesti prosessointimalleja, aikuisten ja lasten kielen suhdetta, lauseen sisäisten ja välisten viittaussuhteiden tulkintaa ja sensorisen ympäristön sekä motorisen toiminnan roolia lauseiden tulkintaprosessissa.
  • Jasmin, K., & Casasanto, D. (2010). Stereotyping: How the QWERTY keyboard shapes the mental lexicon [Abstract]. In Proceedings of the 16th Annual Conference on Architectures and Mechanisms for Language Processing [AMLaP 2010] (pp. 159). York: University of York.
  • Jasmin, K., & Casasanto, D. (2011). The QWERTY effect: How stereo-typing shapes the mental lexicon. In L. Carlson, C. Holscher, & T. Shipley (Eds.), Proceedings of the 33rd Annual Conference of the Cognitive Science Society. Austin, TX: Cognitive Science Society.
  • Jesse, A., Reinisch, E., & Nygaard, L. C. (2010). Learning of adjectival word meaning through tone of voice [Abstract]. Journal of the Acoustical Society of America, 128, 2475.

    Abstract

    Speakers express word meaning through systematic but non-canonical acoustic variation of tone of voice (ToV), i.e., variation of speaking rate, pitch, vocal effort, or loudness. Words are, for example, pronounced at a higher pitch when referring to small than to big referents. In the present study, we examined whether listeners can use ToV to learn the meaning of novel adjectives (e.g., “blicket”). During training, participants heard sentences such as “Can you find the blicket one?” spoken with ToV representing hot-cold, strong-weak, and big-small. Participants’ eye movements to two simultaneously shown objects with properties representing the relevant two endpoints (e.g., an elephant and an ant for big-small) were monitored. Assignment of novel adjectives to endpoints was counterbalanced across participants. During test, participants heard the sentences spoken with a neutral ToV, while seeing old or novel picture pairs varying along the same dimensions (e.g., a truck and a car for big-small). Participants had to click on the adjective’s referent. As evident from eye movements, participants did not infer the intended meaning during first exposure, but learned the meaning with the help of ToV during training. At test listeners applied this knowledge to old and novel items even in the absence of informative ToV.
  • Jesse, A., & Mitterer, H. (2011). Pointing gestures do not influence the perception of lexical stress. In Proceedings of the 12th Annual Conference of the International Speech Communication Association (Interspeech 2011), Florence, Italy (pp. 2445-2448).

    Abstract

    We investigated whether seeing a pointing gesture influences the perceived lexical stress. A pitch contour continuum between the Dutch words “CAnon” (‘canon’) and “kaNON” (‘cannon’) was presented along with a pointing gesture during the first or the second syllable. Pointing gestures following natural recordings but not Gaussian functions influenced stress perception (Experiment 1 and 2), especially when auditory context preceded (Experiment 2). This was not replicated in Experiment 3. Natural pointing gestures failed to affect the categorization of a pitch peak timing continuum (Experiment 4). There is thus no convincing evidence that seeing a pointing gesture influences lexical stress perception.
  • Jordens, P. (1998). Defaultformen des Präteritums. Zum Erwerb der Vergangenheitsmorphologie im Niederlänidischen. In H. Wegener (Ed.), Eine zweite Sprache lernen (pp. 61-88). Tübingen, Germany: Verlag Gunter Narr.
  • Junge, C., Hagoort, P., Kooijman, V., & Cutler, A. (2010). Brain potentials for word segmentation at seven months predict later language development. In K. Franich, K. M. Iserman, & L. L. Keil (Eds.), Proceedings of the 34th Annual Boston University Conference on Language Development. Volume 1 (pp. 209-220). Somerville, MA: Cascadilla Press.
  • Junge, C., Cutler, A., & Hagoort, P. (2010). Ability to segment words from speech as a precursor of later language development: Insights from electrophysiological responses in the infant brain. In M. Burgess, J. Davey, C. Don, & T. McMinn (Eds.), Proceedings of 20th International Congress on Acoustics, ICA 2010. Incorporating Proceedings of the 2010 annual conference of the Australian Acoustical Society (pp. 3727-3732). Australian Acoustical Society, NSW Division.
  • Kanero, J., Franko, I., Oranç, C., Uluşahin, O., Koskulu, S., Adigüzel, Z., Küntay, A. C., & Göksun, T. (2018). Who can benefit from robots? Effects of individual differences in robot-assisted language learning. In Proceedings of the 8th International Conference on Development and Learning and Epigenetic Robotics (ICDL-EpiRob) (pp. 212-217). Piscataway, NJ, USA: IEEE.

    Abstract

    It has been suggested that some individuals may benefit more from social robots than do others. Using second
    language (L2) as an example, the present study examined how individual differences in attitudes toward robots and personality
    traits may be related to learning outcomes. Preliminary results with 24 Turkish-speaking adults suggest that negative attitudes
    toward robots, more specifically thoughts and anxiety about the negative social impact that robots may have on the society,
    predicted how well adults learned L2 words from a social robot. The possible implications of the findings as well as future directions are also discussed
  • Kempen, G. (1986). Beyond word processing. In E. Cluff, & G. Bunting (Eds.), Information management yearbook 1986 (pp. 178-181). London: IDPM Publications.
  • Kempen, G. (1977). Building a psychologically plausible sentence generator. In P. A. M. Seuren (Ed.), Symposium on semantic theory: held at Nijmegen, March 14-18, 1977 / Volume 9 (pp. 107-117 ). Nijmegen: Katholieke Universiteit Nijmegen.

    Abstract

    The psychological process of translating semantic into syntactic structures has dynamic properties such as the following. (1) The speaker is able to start pronouncing an utterance before having worked out the semantic content he wishes to express. Selection of semantic content and construction of syntactic form proceed partially in parallel. (2) The human sentence generator takes as input not only a specification of semantic content but also some indication of desired syntactic shape. Such indications, if present, do not complicate the generation process but make it easier. (3) Certain regularities of speech errors suggest a two-stage generation process. Stage I constructs the “syntactic skeleton” of an utterance; stage II provides the skeleton with morpho- honological information. An outline is given of the type of grammar which is used by a sentence generation system embodying these characteristics. The system is being implemented on a computer.
  • Kempen, G. (1977). Conceptualizing and formulating in sentence production. In S. Rosenberg (Ed.), Sentence production: Developments in research and theory (pp. 259-274). Hillsdale, NJ: Erlbaum.
  • Kempen, G., & Harbusch, K. (1998). A 'tree adjoining' grammar without adjoining: The case of scrambling in German. In Fourth International Workshop on Tree Adjoining Grammars and Related Frameworks (TAG+4).
  • Kempen, G. (1977). Man's sentence generator: Aspects of its control structure. In M. De Mey, R. Pinxten, M. Poriau, & E. Vandamme (Eds.), International workshop on the cognitive viewpoint. Ghent: University of Ghent, Communication & Cognition.
  • Kempen, G. (1986). Kunstmatige intelligentie en gezond verstand. In P. Hagoort, & R. Maessen (Eds.), Geest, computer, kunst (pp. 118-123). Utrecht: Stichting Grafiet.
  • Kempen, G. (1977). Onder woorden brengen: Psychologische aspecten van expressief taalgebruik [Inaugural lecture]. Groningen: Wolters-Noordhoff.

    Abstract

    Rede, uitgesproken bij de aanvaarding van het ambt van lector in de taalpsychologie aan de Katholieke Universiteit te Nijmegen op Vrijdag 10 juni 1977
  • Kempen, G., & Takens, R. (Eds.). (1986). Psychologie, informatica en informatisering. Lisse: Swets & Zeitlinger.
  • Kempen, G. (1978). Sentence construction by a psychologically plausible formulator. In R. N. Campbell, & P. T. Smith (Eds.), Recent advances in the psychology of language: Formal and experimental approaches. Volume 2 (pp. 103-124). New York: Plenum Press.
  • Kempen, G. (1998). Sentence parsing. In A. D. Friederici (Ed.), Language comprehension: A biological perspective (pp. 213-228). Berlin: Springer.
  • Kempen, G. (1977). Wat is psycholinguistiek? In B. T. M. Tervoort (Ed.), Wetenschap en taal: Het verschijnsel taal van verschillende zijden benaderd (pp. 86-99 ). Muiderberg: Coutinho.
  • Kempen, G., & Maassen, B. (1977). The time course of conceptualizing and formulating processes during the production of simple sentences. In Proceedings of The Third Prague Conference on the Psychology of Human Learning and Development. Prague: Institute of Psychology.

    Abstract

    The psychological process of producing sentences includes conceptualization (selecting to-beexpressed conceptual content) and formulation (translating conceptual content into syntactic structures of a language). There is ample evidence, both intuitive and experimental, that the conceptualizing and formulating processes often proceed concurrently, not strictly serially. James Lindsley (Cognitive Psych.,1975, 7, 1-19; J.Psycholinguistic Res., 1976, 5, 331-354) has developed a concurrent model which proved succesful in an experimental situation where simple English Subject-Verb (SV) sentences such as “The boy is greeting”,”The girl is kicking” were produced as descriptions of pictures which showed actor and action. The measurements were reaction times defined as the interval between the moment a picture appeared on a screen and the onset of the vocal utterance by the speaker. Lindsley could show, among other things, that the formulation process for an SV sentence doesn’t start immediately after the actor of a picture (that is, the conceptual content underlying the surface Subject phrase) has been identified, but is somewhat delayed. The delay was needed, according to Lindsley, in order to prevent dysfluencies (hesitations) between surface Subject and verb. We replicated Lindsley’s data for Dutch. However, his model proved inadequate when we added Dutch Verb-Subject (VS) constructions which are obligatory in certain syntactic contexts but synonymous with their SV counterparts. A sentence production theory which is being developed by the first author is able to provide an accurate account of the data. The abovementioned delay is attributed to certain precautions the sentence generator has to take in case of SV but not of VS sentences. These precautions are related to the goal of attaining syntactic coherence of the utterance as a whole, not to the prevention of dysfluencies.
  • Kemps-Snijders, M., Koller, T., Sloetjes, H., & Verweij, H. (2010). LAT bridge: Bridging tools for annotation and exploration of rich linguistic data. In N. Calzolari, B. Maegaard, J. Mariani, J. Odjik, K. Choukri, S. Piperidis, M. Rosner, & D. Tapias (Eds.), Proceedings of the Seventh conference on International Language Resources and Evaluation (LREC'10) (pp. 2648-2651). European Language Resources Association (ELRA).

    Abstract

    We present a software module, the LAT Bridge, which enables bidirectionalcommunication between the annotation and exploration tools developed at the MaxPlanck Institute for Psycholinguistics as part of our Language ArchivingTechnology (LAT) tool suite. These existing annotation and exploration toolsenable the annotation, enrichment, exploration and archive management oflinguistic resources. The user community has expressed the desire to usedifferent combinations of LAT tools in conjunction with each other. The LATBridge is designed to cater for a number of basic data interaction scenariosbetween the LAT annotation and exploration tools. These interaction scenarios(e.g. bootstrapping a wordlist, searching for annotation examples or lexicalentries) have been identified in collaboration with researchers at ourinstitute.We had to take into account that the LAT tools for annotation and explorationrepresent a heterogeneous application scenario with desktop-installed andweb-based tools. Additionally, the LAT Bridge has to work in situations wherethe Internet is not available or only in an unreliable manner (i.e. with a slowconnection or with frequent interruptions). As a result, the LAT Bridge’sarchitecture supports both online and offline communication between the LATannotation and exploration tools.
  • Kendoli, K. Y. (2011). Yuna pikono [translated by Lila San Roque]. In A. Rumsey, & D. Niles (Eds.), Sung tales from the Papua New Guinea Highlands: Studies in form, meaning and sociocultural context (pp. 39-47). Canberra: ANU E Press.
  • Kendrick, K. H., & Majid, A. (Eds.). (2011). Field manual volume 14. Nijmegen: Max Planck Institute for Psycholinguistics.
  • Khetarpal, N., Majid, A., Malt, B. C., Sloman, S., & Regier, T. (2010). Similarity judgments reflect both language and cross-language tendencies: Evidence from two semantic domains. In S. Ohlsson, & R. Catrambone (Eds.), Proceedings of the 32nd Annual Conference of the Cognitive Science Society (pp. 358-363). Austin, TX: Cognitive Science Society.

    Abstract

    Many theories hold that semantic variation in the world’s languages can be explained in terms of a universal conceptual space that is partitioned differently by different languages. Recent work has supported this view in the semantic domain of containers (Malt et al., 1999), and assumed it in the domain of spatial relations (Khetarpal et al., 2009), based in both cases on similarity judgments derived from pile-sorting of stimuli. Here, we reanalyze data from these two studies and find a more complex picture than these earlier studies suggested. In both cases we find that sorting is similar across speakers of different languages (in line with the earlier studies), but nonetheless reflects the sorter’s native language (in contrast with the earlier studies). We conclude that there are cross-culturally shared conceptual tendencies that can be revealed by pile-sorting, but that these tendencies may be modulated to some extent by language. We discuss the implications of these findings for accounts of semantic variation.
  • Kidd, E. (2011). Introduction. The acquisition of relative clauses: Processing, typology, and function. In E. Kidd (Ed.), The acquisition of relative clauses: Processing, typology and function (pp. 1-12). Amsterdam: Benjamins.
  • Kidd, E. (Ed.). (2011). The acquisition of relative clauses: Processing, typology and function. Amsterdam: Benjamins.
  • Kita, S., Ozyurek, A., Allen, S., & Ishizuka, T. (2010). Early links between iconic gestures and sound symbolic words: Evidence for multimodal protolanguage. In A. D. Smith, M. Schouwstra, B. de Boer, & K. Smith (Eds.), Proceedings of the 8th International conference on the Evolution of Language (EVOLANG 8) (pp. 429-430). Singapore: World Scientific.
  • Kita, S., van Gijn, I., & van der Hulst, H. (1998). Movement phases in signs and co-speech gestures, and their transcription by human coders. In Gesture and Sign-Language in Human-Computer Interaction (Lecture Notes in Artificial Intelligence - LNCS Subseries, Vol. 1371) (pp. 23-35). Berlin, Germany: Springer-Verlag.

    Abstract

    The previous literature has suggested that the hand movement in co-speech gestures and signs consists of a series of phases with qualitatively different dynamic characteristics. In this paper, we propose a syntagmatic rule system for movement phases that applies to both co-speech gestures and signs. Descriptive criteria for the rule system were developed for the analysis video-recorded continuous production of signs and gesture. It involves segmenting a stream of body movement into phases and identifying different phase types. Two human coders used the criteria to analyze signs and cospeech gestures that are produced in natural discourse. It was found that the criteria yielded good inter-coder reliability. These criteria can be used for the technology of automatic recognition of signs and co-speech gestures in order to segment continuous production and identify the potentially meaningbearing phase.
  • Klein, W., & Geyken, A. (2010). Das Digitale Wörterbuch der Deutschen Sprache (DWDS). In U. Heid, S. Schierholz, W. Schweickard, H. E. Wiegand, R. H. Gouws, & W. Wolski (Eds.), Lexicographica: International annual for lexicography (pp. 79-96). Berlin, New York: De Gruyter.

    Abstract

    No area in the study of human languages has a longer history and a higher practical signifi cance than lexicography. The advent of the computer has dramaticually changed this discipline in ways which go far beyond the digitisation of materials in combination with effi cient search tools, or the transfer of an existing dictionary onto the computer. They allow the stepwise elaboration of what is called here Digital Lexical Systems, i.e., computerized systems in which the underlying data - in form of an extendable corpus - and description of lexical properties on various levels can be effi ciently combined. This paper discusses the range of these possibilities and describes the present form of the German „Digital Lexical System of the Academy“, a project of the Berlin-Brandenburg Academy of Sciences (www.dwds.de).
  • Klein, W. (2010). Der mühselige Weg zur Erforschung des Schönen. In S. Walther, G. Staupe, & T. Macho (Eds.), Was ist schön? Begleitbuch zur Ausstellung (pp. 124-131). Göttingen: Wallstein.
  • Klein, W. (1998). Ein Blick zurück auf die Varietätengrammatik. In U. Ammon, K. Mattheier, & P. Nelde (Eds.), Sociolinguistica: Internationales Jahrbuch für europäische Soziolinguistik (pp. 22-38). Tübingen: Niemeyer.
  • Klein, W. (1977). Die Wissenschaft der Interpretation. In W. Klein (Ed.), Methoden der Textanalyse (pp. 1-23). Heidelberg: Quelle und Meyer.
  • Klein, W., & Perdue, C. (1986). Comment résourdre une tache verbale complexe avec peu de moyens linguistiques? In A. Giacomi, & D. Véronique (Eds.), Acquisition d'une langue étrangère (pp. 306-330). Aix-en-Provence: Service des Publications de l'Universite de Provence.
  • Klein, W., & Heidelberger Forschungsprojekt "Pidgin - Deutsch" (1978). Aspekte der ungesteuerten Erlernung des Deutschen durch ausländische Arbeiter. In C. Molony, H. Zobl, & W. Stölting (Eds.), German in contact with other languages / Deutsch im Kontakt mit anderen Sprachen (pp. 147-183). Wiesbaden: Scriptor.
  • Klein, W. (1998). Assertion and finiteness. In N. Dittmar, & Z. Penner (Eds.), Issues in the theory of language acquisition: Essays in honor of Jürgen Weissenborn (pp. 225-245). Bern: Peter Lang.
  • Klein, W. (Ed.). (1977). Methoden der Textanalyse. Heidelberg: Quelle & Meyer.
  • Klein, W. (2018). Looking at language. Berlin: De Gruyter.

    Abstract

    The volume presents an essential selection collected from the essays of Wolfgang Klein. In addition to journal and book articles, many of them published by Mouton, this book features new and unpublished texts by the author. It focuses, among other topics, on information structure, the expression of grammatical categories and the structure of learner varieties.
  • Klein, W. (1986). Intonation und Satzmodalität in einfachen Fällen: Einige Beobachtungen. In E. Slembek (Ed.), Miteinander sprechen und handeln: Festschrift für Hellmut Geissner (pp. 161-177). Königstein Ts.: Scriptor.
  • Klein, W. (1978). The aquisition of German syntax by foreign migrant workers. In D. Sankoff (Ed.), Linguistic variation: models and methods (pp. 1-22). New York: Academic Press.
  • Klein, W. (1978). Soziolinguistik. In H. Balmer (Ed.), Die Psychologie des 20. Jahrhunderts: Vol. 7. Piaget und die Folgen (pp. 1130-1147). Zürich: Kindler.
  • Klein, W., & Vater, H. (1998). The perfect in English and German. In L. Kulikov, & H. Vater (Eds.), Typology of verbal categories: Papers presented to Vladimir Nedjalkov on the occasion of his 70th birthday (pp. 215-235). Tübingen: Niemeyer.
  • Klein, W. (1977). Transitional grammars in the acquisition of German by Spanish and Italian workers. In J. Meisel (Ed.), Langues en contact - Pidgins - Creoles - Languages in contact (pp. 167-183). Tübingen: Narr.
  • Klein, W. (2010). Typen und Konzepte des Spracherwerbs. In H. Ludger (Ed.), Sprachwissenschaft, ein Reader (pp. 902-924). Berlin: De Gruyter Studium.
  • Klein, W. (2010). Über die zwänglerische Befolgung sprachlicher Normen. In P. Eisenberg (Ed.), Der Jugend zuliebe: Literarische Texte, für die Schule verändert (pp. 77-87). Göttingen: Wallstein.
  • Kolipakam, V., & Shanker, K. (2011). Comparing human-wildlife conflict across different landscapes: A framework for examing social, political and economic issues and a preliminary comparison between sites. Trondheim/Bangalore: Norwegian Institute of Nature Research (NINA) & Centre for Ecological Sciences (CES), Indian Institute of Science.
  • De Kovel, C. G. F., & Fisher, S. E. (2018). Molecular genetic methods. In A. M. B. De Groot, & P. Hagoort (Eds.), Research methods in psycholinguistics and the neurobiology of language: A practical guide (pp. 330-353). Hoboken: Wiley.
  • Kuijpers, C. T., Coolen, R., Houston, D., & Cutler, A. (1998). Using the head-turning technique to explore cross-linguistic performance differences. In C. Rovee-Collier, L. Lipsitt, & H. Hayne (Eds.), Advances in infancy research: Vol. 12 (pp. 205-220). Stamford: Ablex.
  • Kung, C., Chwilla, D. J., Gussenhoven, C., Bögels, S., & Schriefers, H. (2010). What did you say just now, bitterness or wife? An ERP study on the interaction between tone, intonation and context in Cantonese Chinese. In Proceedings of Speech Prosody 2010 (pp. 1-4).

    Abstract

    Previous studies on Cantonese Chinese showed that rising
    question intonation contours on low-toned words lead to
    frequent misperceptions of the tones. Here we explored the
    processing consequences of this interaction between tone and
    intonation by comparing the processing and identification of
    monosyllabic critical words at the end of questions and
    statements, using a tone identification task, and ERPs as an
    online measure of speech comprehension. Experiment 1
    yielded higher error rates for the identification of low tones at
    the end of questions and a larger N400-P600 pattern, reflecting
    processing difficulty and reanalysis, compared to other
    conditions. In Experiment 2, we investigated the effect of
    immediate lexical context on the tone by intonation interaction.
    Increasing contextual constraints led to a reduction in errors
    and the disappearance of the P600 effect. These results
    indicate that there is an immediate interaction between tone,
    intonation, and context in online speech comprehension. The
    difference in performance and activation patterns between the
    two experiments highlights the significance of context in
    understanding a tone language, like Cantonese-Chinese.
  • Kuzla, C., Ernestus, M., & Mitterer, H. (2010). Compensation for assimilatory devoicing and prosodic structure in German fricative perception. In C. Fougeron, B. Kühnert, M. D'Imperio, & N. Vallée (Eds.), Laboratory Phonology 10 (pp. 731-757). Berlin: De Gruyter.
  • Lai, V. T., Hagoort, P., & Casasanto, D. (2011). Affective and non-affective meaning in words and pictures. In L. Carlson, C. Holscher, & T. Shipley (Eds.), Proceedings of the 33rd Annual Meeting of the Cognitive Science Society (pp. 390-395). Austin, TX: Cognitive Science Society.
  • Lai, J., & Poletiek, F. H. (2010). The impact of starting small on the learnability of recursion. In S. Ohlsson, & R. Catrambone (Eds.), Proceedings of the 32rd Annual Conference of the Cognitive Science Society (CogSci 2010) (pp. 1387-1392). Austin, TX, USA: Cognitive Science Society.
  • Lattenkamp, E. Z., Vernes, S. C., & Wiegrebe, L. (2018). Mammalian models for the study of vocal learning: A new paradigm in bats. In C. Cuskley, M. Flaherty, H. Little, L. McCrohon, A. Ravignani, & T. Verhoef (Eds.), Proceedings of the 12th International Conference on the Evolution of Language (EVOLANG XII) (pp. 235-237). Toruń, Poland: NCU Press. doi:10.12775/3991-1.056.
  • Lauscher, A., Eckert, K., Galke, L., Scherp, A., Rizvi, S. T. R., Ahmed, S., Dengel, A., Zumstein, P., & Klein, A. (2018). Linked open citation database: Enabling libraries to contribute to an open and interconnected citation graph. In J. Chen, M. A. Gonçalves, J. M. Allen, E. A. Fox, M.-Y. Kan, & V. Petras (Eds.), JCDL '18: Proceedings of the 18th ACM/IEEE on Joint Conference on Digital Libraries (pp. 109-118). New York: ACM. doi:10.1145/3197026.3197050.

    Abstract

    Citations play a crucial role in the scientific discourse, in information retrieval, and in bibliometrics. Many initiatives are currently promoting the idea of having free and open citation data. Creation of citation data, however, is not part of the cataloging workflow in libraries nowadays.
    In this paper, we present our project Linked Open Citation Database, in which we design distributed processes and a system infrastructure based on linked data technology. The goal is to show that efficiently cataloging citations in libraries using a semi-automatic approach is possible. We specifically describe the current state of the workflow and its implementation. We show that we could significantly improve the automatic reference extraction that is crucial for the subsequent data curation. We further give insights on the curation and linking process and provide evaluation results that not only direct the further development of the project, but also allow us to discuss its overall feasibility.
  • Lefever, E., Hendrickx, I., Croijmans, I., Van den Bosch, A., & Majid, A. (2018). Discovering the language of wine reviews: A text mining account. In N. Calzolari, K. Choukri, C. Cieri, T. Declerck, S. Goggi, K. Hasida, H. Isahara, B. Maegaard, J. Mariani, H. Mazo, A. Moreno, J. Odijk, S. Piperidis, & T. Tokunaga (Eds.), Proceedings of the Eleventh International Conference on Language Resources and Evaluation (LREC 2018) (pp. 3297-3302). Paris: LREC.

    Abstract

    It is widely held that smells and flavors are impossible to put into words. In this paper we test this claim by seeking predictive patterns in wine reviews, which ostensibly aim to provide guides to perceptual content. Wine reviews have previously been critiqued as random and meaningless. We collected an English corpus of wine reviews with their structured metadata, and applied machine learning techniques to automatically predict the wine's color, grape variety, and country of origin. To train the three supervised classifiers, three different information sources were incorporated: lexical bag-of-words features, domain-specific terminology features, and semantic word embedding features. In addition, using regression analysis we investigated basic review properties, i.e., review length, average word length, and their relationship to the scalar values of price and review score. Our results show that wine experts do share a common vocabulary to describe wines and they use this in a consistent way, which makes it possible to automatically predict wine characteristics based on the review text alone. This means that odors and flavors may be more expressible in language than typically acknowledged.
  • Lenkiewicz, P., Wittenburg, P., Schreer, O., Masneri, S., Schneider, D., & Tschöpel, S. (2011). Application of audio and video processing methods for language research. In Proceedings of the conference Supporting Digital Humanities 2011 [SDH 2011], Copenhagen, Denmark, November 17-18, 2011.

    Abstract

    Annotations of media recordings are the grounds for linguistic research. Since creating those annotations is a very laborious task, reaching 100 times longer than the length of the annotated media, innovative audio and video processing algorithms are needed, in order to improve the efficiency and quality of annotation process. The AVATecH project, started by the Max-Planck Institute for Psycholinguistics (MPI) and the Fraunhofer institutes HHI and IAIS, aims at significantly speeding up the process of creating annotations of audio-visual data for humanities research. In order for this to be achieved a range of state-of-the-art audio and video pattern recognition algorithms have been developed and integrated into widely used ELAN annotation tool. To address the problem of heterogeneous annotation tasks and recordings we provide modular components extended by adaptation and feedback mechanisms to achieve competitive annotation quality within significantly less annotation time.
  • Lenkiewicz, P., Wittenburg, P., Gebre, B. G., Lenkiewicz, A., Schreer, O., & Masneri, S. (2011). Application of video processing methods for linguistic research. In Z. Vetulani (Ed.), Human language technologies as a challenge for computer science and linguistics. Proceedings of the 5th Language and Technology Conference (LTC 2011), November 25-27, 2011, Poznań, Poland (pp. 561-564).

    Abstract

    Evolution and changes of all modern languages is a well-known fact. However, recently it is reaching dynamics never seen before, which results in loss of the vast amount of information encoded in every language. In order to preserve such heritage, properly annotated recordings of world languages are necessary. Since creating those annotations is a very laborious task, reaching times 100 longer than the length of the annotated media, innovative video processing algorithms are needed, in order to improve the efficiency and quality of annotation process.
  • Lenkiewicz, P., Pereira, M., Freire, M., & Fernandes, J. (2011). Extended whole mesh deformation model: Full 3D processing. In Proceedings of the 2011 IEEE International Conference on Image Processing (pp. 1633-1636).

    Abstract

    Processing medical data has always been an interesting field that has shown the need for effective image segmentation methods. Modern medical image segmentation solutions are focused on 3D image volumes, which originate at advanced acquisition devices. Operating on such data in a 3D envi- ronment is essential in order to take the full advantage of the available information. In this paper we present an extended version of our 3D image segmentation and reconstruction model that belongs to the family of Deformable Models and is capable of processing large image volumes in competitive times and in fully 3D environment, offering a big level of automation of the process and a high precision of results. It is also capable of handling topology changes and offers a very good scalability on multi-processing unit architectures. We present a description of the model and show its capabilities in the field of medical image processing.
  • Levelt, W. J. M., Sinclair, A., & Jarvella, R. J. (1978). Causes and functions of linguistic awareness in language acquisition: Some introductory remarks. In A. Sinclair, R. Jarvella, & W. J. M. Levelt (Eds.), The child's conception of language (pp. 1-14). Heidelberg: Springer.
  • Levelt, W. J. M. (1978). A survey of studies in sentence perception: 1970-1976. In W. J. M. Levelt, & G. Flores d'Arcais (Eds.), Studies in the perception of language (pp. 1-74). New York: Wiley.
  • Levelt, W. J. M. (1962). Motion breaking and the perception of causality. In A. Michotte (Ed.), Causalité, permanence et réalité phénoménales: Etudes de psychologie expérimentale (pp. 244-258). Louvain: Publications Universitaires.
  • Levelt, W. J. M., & Plomp, R. (1962). Musical consonance and critical bandwidth. In Proceedings of the 4th International Congress Acoustics (pp. 55-55).
  • Levelt, W. J. M., Van Gent, J., Haans, A., & Meijers, A. (1977). Grammaticality, paraphrase, and imagery. In S. Greenbaum (Ed.), Acceptability in language (pp. 87-101). The Hague: Mouton.
  • Levelt, W. J. M. (1986). Herdenking van Joseph Maria Franciscus Jaspars (16 maart 1934 - 31 juli 1985). In Jaarboek 1986 Koninklijke Nederlandse Akademie van Wetenschappen (pp. 187-189). Amsterdam: North Holland.
  • Levelt, W. J. M., Schreuder, R., & Hoenkamp, E. (1978). Structure and use of verbs of motion. In R. N. Campbell, & P. T. Smith (Eds.), Recent advances in the psychology of language: Vol 2. Formal and experimental approaches (pp. 137-162). New York: Plenum Press.
  • Levelt, W. J. M., & Flores d'Arcais, G. B. (Eds.). (1978). Studies in the perception of language. London: Wiley.
  • Levelt, W. J. M. (1986). Zur sprachlichen Abbildung des Raumes: Deiktische und intrinsische Perspektive. In H. Bosshardt (Ed.), Perspektiven auf Sprache. Interdisziplinäre Beiträge zum Gedenken an Hans Hörmann (pp. 187-211). Berlin: De Gruyter.
  • Levinson, S. C. (1998). Deixis. In J. L. Mey (Ed.), Concise encyclopedia of pragmatics (pp. 200-204). Amsterdam: Elsevier.
  • Levinson, S. C. (2011). Deixis [Reprint]. In D. Archer, & P. Grundy (Eds.), The pragmatics reader (pp. 163-185). London: Routledge.

    Abstract

    Reproduced with permission of Blackwell Publishing from: Levinson, S. C. (2004) 'Deixis'. In: Horn, L.R. and Ward, G. (Eds.) The Handbook of Pragmatics. Oxford: Blackwell Publishing, pp. 100-121
  • Levinson, S. C., Cutfield, S., Dunn, M., Enfield, N. J., & Meira, S. (Eds.). (2018). Demonstratives in cross-linguistic perspective. Cambridge: Cambridge University Press.

    Abstract

    Demonstratives play a crucial role in the acquisition and use of language. Bringing together a team of leading scholars this detailed study, a first of its kind, explores meaning and use across fifteen typologically and geographically unrelated languages to find out what cross-linguistic comparisons and generalizations can be made, and how this might challenge current theory in linguistics, psychology, anthropology and philosophy. Using a shared experimental task, rounded out with studies of natural language use, specialists in each of the languages undertook extensive fieldwork for this comparative study of semantics and usage. An introduction summarizes the shared patterns and divergences in meaning and use that emerge.
  • Levinson, S. C. (2011). Foreword. In D. M. Mark, A. G. Turk, N. Burenhult, & D. Stea (Eds.), Landscape in language: Transdisciplinary perspectives (pp. ix-x). Amsterdam: John Benjamins.
  • Levinson, S. C. (2010). Generalized conversational implicature. In L. Cummings (Ed.), The pragmatics encyclopedia (pp. 201-203). London: Routledge.
  • Levinson, S. C. (1998). Minimization and conversational inference. In A. Kasher (Ed.), Pragmatics: Vol. 4 Presupposition, implicature and indirect speech acts (pp. 545-612). London: Routledge.
  • Levinson, S. C. (2018). Introduction: Demonstratives: Patterns in diversity. In S. C. Levinson, S. Cutfield, M. Dunn, N. J. Enfield, & S. Meira (Eds.), Demonstratives in cross-linguistic perspective (pp. 1-42). Cambridge: Cambridge University Press.
  • Levinson, S. C. (2011). Presumptive meanings [Reprint]. In D. Archer, & P. Grundy (Eds.), The pragmatics reader (pp. 86-98). London: Routledge.

    Abstract

    Reprinted with permission of The MIT Press from Levinson (2000) Presumptive meanings: The theory of generalized conversational implicature, pp. 112-118, 116-167, 170-173, 177-180. MIT Press
  • Levinson, S. C. (2011). Reciprocals in Yélî Dnye, the Papuan language of Rossel Island. In N. Evans, A. Gaby, S. C. Levinson, & A. Majid (Eds.), Reciprocals and semantic typology (pp. 177-194). Amsterdam: Benjamins.

    Abstract

    Yélî Dnye has two discernable dedicated constructions for reciprocal marking. The first and main construction uses a dedicated reciprocal pronoun numo, somewhat like English each other. We can recognise two subconstructions. First, the ‘numo-construction’, where the reciprocal pronoun is a patient of the verb, and where the invariant pronoun numo is obligatorily incorporated, triggering intransitivisation (e.g. A-NPs become absolutive). This subconstruction has complexities, for example in the punctual aspect only, the verb is inflected like a transitive, but with enclitics mismatching actual person/number. In the second variant or subconstruction, the ‘noko-construction’, the same reciprocal pronoun (sometimes case-marked as noko) occurs but now in oblique positions with either transitive or intransitive verbs. The reciprocal element here has some peculiar binding properties. Finally, the second independent construction is a dedicated periphrastic (or woni…woni) construction, glossing ‘the one did X to the other, and the other did X to the one’. It is one of the rare cross-serial dependencies that show that natural languages cannot be modelled by context-free phrase-structure grammars. Finally, the usage of these two distinct constructions is discussed.
  • Levinson, S. C. (2010). Pragmatyka [Polish translation of Pragmatics 1983]. Warsaw: Polish Scientific Publishers PWN.
  • Levinson, S. C. (2011). Three levels of meaning: Essays in honor of Sir John Lyons [Reprint]. In A. Kasher (Ed.), Pragmatics II. London: Routledge.

    Abstract

    Reprint from Stephen C. Levinson, ‘Three Levels of Meaning’, in Frank Palmer (ed.), Grammar and Meaning: Essays in Honor of Sir John Lyons (Cambridge University Press, 1995), pp. 90–115
  • Levinson, S. C. (2018). Yélî Dnye: Demonstratives in the language of Rossel Island, Papua New Guinea. In S. C. Levinson, S. Cutfield, M. Dunn, N. J. Enfield, & S. Meira (Eds.), Demonstratives in cross-linguistic perspective (pp. 318-342). Cambridge: Cambridge University Press.
  • Levinson, S. C. (2011). Universals in pragmatics. In P. C. Hogan (Ed.), The Cambridge encyclopedia of the language sciences (pp. 654-657). New York: Cambridge University Press.

    Abstract

    Changing Prospects for Universals in Pragmatics
    The term PRAGMATICS has come to denote the study of general principles of language use. It is usually understood to contrast with SEMANTICS, the study of encoded meaning, and also, by some authors, to contrast with SOCIOLINGUISTICS
    and the ethnography of speaking, which are more concerned with local sociocultural practices. Given that pragmaticists come from disciplines as varied as philosophy, sociology,
    linguistics, communication studies, psychology, and anthropology, it is not surprising that definitions of pragmatics vary. Nevertheless, most authors agree on a list of topics
    that come under the rubric, including DEIXIS, PRESUPPOSITION,
    implicature (see CONVERSATIONAL IMPLICATURE), SPEECH-ACTS, and conversational organization (see CONVERSATIONAL ANALYSIS). Here, we can use this extensional definition as a starting point (Levinson 1988; Huang 2007).
  • Liszkowski, U. (2010). Before L1: A differentiated perspective on infant gestures. In M. Gullberg, & K. De Bot (Eds.), Gestures in language development (pp. 35-51). Amsterdam: Benjamins.
  • Lopopolo, A., Frank, S. L., Van den Bosch, A., Nijhof, A., & Willems, R. M. (2018). The Narrative Brain Dataset (NBD), an fMRI dataset for the study of natural language processing in the brain. In B. Devereux, E. Shutova, & C.-R. Huang (Eds.), Proceedings of LREC 2018 Workshop "Linguistic and Neuro-Cognitive Resources (LiNCR) (pp. 8-11). Paris: LREC.

    Abstract

    We present the Narrative Brain Dataset, an fMRI dataset that was collected during spoken presentation of short excerpts of three
    stories in Dutch. Together with the brain imaging data, the dataset contains the written versions of the stimulation texts. The texts are
    accompanied with stochastic (perplexity and entropy) and semantic computational linguistic measures. The richness and unconstrained
    nature of the data allows the study of language processing in the brain in a more naturalistic setting than is common for fMRI studies.
    We hope that by making NBD available we serve the double purpose of providing useful neural data to researchers interested in natural
    language processing in the brain and to further stimulate data sharing in the field of neuroscience of language.
  • Lupyan, G., Wendorf, A., Berscia, L. M., & Paul, J. (2018). Core knowledge or language-augmented cognition? The case of geometric reasoning. In C. Cuskley, M. Flaherty, H. Little, L. McCrohon, A. Ravignani, & T. Verhoef (Eds.), Proceedings of the 12th International Conference on the Evolution of Language (EVOLANG XII) (pp. 252-254). Toruń, Poland: NCU Press. doi:10.12775/3991-1.062.
  • Mai, F., Galke, L., & Scherp, A. (2018). Using deep learning for title-based semantic subject indexing to reach competitive performance to full-text. In J. Chen, M. A. Gonçalves, J. M. Allen, E. A. Fox, M.-Y. Kan, & V. Petras (Eds.), JCDL '18: Proceedings of the 18th ACM/IEEE on Joint Conference on Digital Libraries (pp. 169-178). New York: ACM.

    Abstract

    For (semi-)automated subject indexing systems in digital libraries, it is often more practical to use metadata such as the title of a publication instead of the full-text or the abstract. Therefore, it is desirable to have good text mining and text classification algorithms that operate well already on the title of a publication. So far, the classification performance on titles is not competitive with the performance on the full-texts if the same number of training samples is used for training. However, it is much easier to obtain title data in large quantities and to use it for training than full-text data. In this paper, we investigate the question how models obtained from training on increasing amounts of title training data compare to models from training on a constant number of full-texts. We evaluate this question on a large-scale dataset from the medical domain (PubMed) and from economics (EconBiz). In these datasets, the titles and annotations of millions of publications are available, and they outnumber the available full-texts by a factor of 20 and 15, respectively. To exploit these large amounts of data to their full potential, we develop three strong deep learning classifiers and evaluate their performance on the two datasets. The results are promising. On the EconBiz dataset, all three classifiers outperform their full-text counterparts by a large margin. The best title-based classifier outperforms the best full-text method by 9.4%. On the PubMed dataset, the best title-based method almost reaches the performance of the best full-text classifier, with a difference of only 2.9%.
  • Majid, A. (2018). Cultural factors shape olfactory language [Reprint]. In D. Howes (Ed.), Senses and Sensation: Critical and Primary Sources. Volume 3 (pp. 307-310). London: Bloomsbury Publishing.

Share this page