Words are sensitive to syntactic context. Argument realization is the study of the relation between argument-taking words, the syntactic contexts they appear in and the interpretive properties that constrain the relation between them.
Malka Rappaport Hovav
Computational models of human sentence comprehension help researchers reason about how grammar might actually be used in the understanding process. Taking a cognitivist approach, this article relates computational psycholinguistics to neighboring fields (such as linguistics), surveys important precedents, and catalogs open problems.
Yu-Ying Chuang and R. Harald Baayen
Naive discriminative learning (NDL) and linear discriminative learning (LDL) are simple computational algorithms for lexical learning and lexical processing. Both NDL and LDL assume that learning is discriminative, driven by prediction error, and that it is this error that calibrates the association strength between input and output representations. Both words’ forms and their meanings are represented by numeric vectors, and mappings between forms and meanings are set up. For comprehension, form vectors predict meaning vectors. For production, meaning vectors map onto form vectors. These mappings can be learned incrementally, approximating how children learn the words of their language. Alternatively, optimal mappings representing the end state of learning can be estimated. The NDL and LDL algorithms are incorporated in a computational theory of the mental lexicon, the ‘discriminative lexicon’. The model shows good performance both with respect to production and comprehension accuracy, and for predicting aspects of lexical processing, including morphological processing, across a wide range of experiments. Since, mathematically, NDL and LDL implement multivariate multiple regression, the ‘discriminative lexicon’ provides a cognitively motivated statistical modeling approach to lexical processing.
Gerrit Jan Dimmendaal
Nilo-Saharan, a phylum spread mainly across an area south of the Afro-Asiatic and north of the Niger-Congo phylum, was established as a genetic grouping by Greenberg. In his earlier, continent-wide classification of African languages in articles published between 1949 and 1954, Greenberg had proposed a Macro-Sudanic family (renamed Chari-Nile in subsequent studies), consisting of a Central Sudanic and an Eastern Sudanic branch plus two isolated members, Berta and Kunama. This family formed the core of the Nilo-Saharan phylum as postulated by Greenberg in his The Languages of Africa, where a number of groups were added which had been treated as isolated units in his earlier classificatory work: Songhay, Eastern Saharan (now called Saharan), Maban and Mimi, Nyangian (now called Kuliak or Rub), Temainian (Temeinian), Coman (Koman), and Gumuz. Presenting an “encyclopaedic survey” of morphological structures for the more than 140 languages belonging to this phylum is impossible in such a brief study, also given the tremendous genetic distance between some of the major subgroups. Instead, typological variation in the morphological structure of these genetically-related languages will be central. In concrete terms this involves synchronic and diachronic observations on their formal properties (section 2), followed by an introduction to the nature of derivation, inflection, and compounding properties in Nilo-Saharan (section 3). This traditional compartmentalization has its limits because it misses out on the interaction with lexical structures and morphosyntactic properties in its extant members, as argued in section 4. As pointed out in section 5, language contact also must have played an important role in the geographical spreading of several of these typological properties.