Distributionalism
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Distributionalism was a general
theory of language Theory of language is a topic from philosophy of language and theoretical linguistics. It has the goal of answering the questions "What is language?"; "Why do languages have the properties they have?"; or "What is the origin of language?". Even t ...
and a discovery procedure for establishing elements and structures of language based on observed usage. It can be seen as an elaboration of structuralism but takes a more computational approach. Originally mostly applied to understanding
phonological processes Phonology is the branch of linguistics that studies how languages or dialects systematically organize their sounds or, for sign languages, their constituent parts of signs. The term can also refer specifically to the sound or sign system of a ...
and
phonotactics Phonotactics (from Ancient Greek "voice, sound" and "having to do with arranging") is a branch of phonology that deals with restrictions in a language on the permissible combinations of phonemes. Phonotactics defines permissible syllable struc ...
, distributional methods were also applied to work on lexical semantics and provide the basis for the distributional hypothesis for meaning. Current computational approaches to learn the semantics of words from text in the form of
word embedding In natural language processing (NLP), word embedding is a term used for the representation of words for text analysis, typically in the form of a real-valued vector that encodes the meaning of the word such that the words that are closer in the v ...
s using
machine learning Machine learning (ML) is a field of inquiry devoted to understanding and building methods that 'learn', that is, methods that leverage data to improve performance on some set of tasks. It is seen as a part of artificial intelligence. Machine ...
are based on distributional theory.


Origins

Distributionalism can be said to have originated in the work of structuralist linguist
Leonard Bloomfield Leonard Bloomfield (April 1, 1887 – April 18, 1949) was an American linguist who led the development of structural linguistics in the United States during the 1930s and the 1940s. He is considered to be the father of American distributionalis ...
and was more clearly formalised by Zellig S. Harris. This theory emerged in the
United States The United States of America (U.S.A. or USA), commonly known as the United States (U.S. or US) or America, is a country primarily located in North America. It consists of 50 states, a federal district, five major unincorporated territori ...
in the 1950s, as a variant of structuralism, which was the mainstream linguistic theory at the time, and dominated American linguistics for some time. Using "distribution" as a technical term for a component of discovery procedure is likely first to have been done by Morris Swadesh in 1934 and then applied to principles of phonematics, to establish which observable various sounds of a language constitute the
allophone In phonology, an allophone (; from the Greek , , 'other' and , , 'voice, sound') is a set of multiple possible spoken soundsor '' phones''or signs used to pronounce a single phoneme in a particular language. For example, in English, (as in '' ...
s of a phoneme and which should be kept as separate phonemes. According to Turenne and Pomerol, distributionalism was in fact a second phase in the history of linguistics, following that of structuralism, as distributionalism was mainly dominant since 1935 to 1960. It is considered one of the scientific grounds of
Noam Chomsky Avram Noam Chomsky (born December 7, 1928) is an American public intellectual: a linguist, philosopher, cognitive scientist, historian, social critic, and political activist. Sometimes called "the father of modern linguistics", Chomsky i ...
's
generative grammar Generative grammar, or generativism , is a linguistic theory that regards linguistics as the study of a hypothesised innate grammatical structure. It is a biological or biologistic modification of earlier structuralist theories of linguisti ...
and had considerable influence on language teaching. Distributionalism has much in common with structuralism. However, both appear in the
United States The United States of America (U.S.A. or USA), commonly known as the United States (U.S. or US) or America, is a country primarily located in North America. It consists of 50 states, a federal district, five major unincorporated territori ...
while the theses of Ferdinand de Saussure are only just beginning to be known in Europe: distributionism must be considered as an original theory in relation to Saussurianism.
Behaviorist Behaviorism is a systematic approach to understanding the behavior of humans and animals. It assumes that behavior is either a reflex evoked by the pairing of certain antecedent stimuli in the environment, or a consequence of that individual ...
psychological theories which allowed the birth of distributionalism are reminiscent of Pavlov's work on animals. According to these theories, human behaviour would be totally explainable, and its mechanics could be studied. The study of reflexes, for example, should have made it possible to predict certain attitudes. Leonard Bloomfield argues that language, like behaviour, could be analysed as a predictable mechanism, explicable by the external conditions of its appearance. The notions of "mechanism", "inductive method" and "corpus" are key terms of distributionalism.


Mechanism vs Mentalism

Bloomfield calls his thesis ''mechanism'', and he opposes it to
mentalism Mentalism is a performing art in which its practitioners, known as mentalists, appear to demonstrate highly developed mental or intuitive abilities. Performances may appear to include hypnosis, telepathy, clairvoyance, divination, precognitio ...
: for him, in fact, speech cannot be explained as an effect of thoughts (intentions, beliefs, feelings). Thus, one must be able to account for linguistic behaviour and the hierarchical structure of the messages conveyed without any assumptions about the speakers' intentions and mental states. From the behaviourist perspective, a given stimulus corresponds to a given response. However, meaning is an unstable thing for distributionists, depending on the situation, and is not observable. It must therefore be eliminated as an element of language analysis. The only regularity is of a morphosyntactic nature: it is the structural invariants of the morphosyntax that allow us to reconstruct the language system from an analysis of its observable elements, the words of a given corpus.


Salient features

The main idea of distributionalism is that linguistic units "are what they do", which means that the identity of linguistic units are ''defined by their distribution''. Zellig Harris used to consider meaning as too intuitive to be a reliable ground for linguistic research. Language use has to be observed directly while looking at all the environments in which a unit can occur. Harris advocated for a distributional approach, since "difference of meaning correlates with difference of distribution.".Harris, Zellig. 1954. "Distributional Structure". Word 10:2/3. p. 156)
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References


Sources


Matthews, P. H.. 1993. Grammatical Theory in the United States from Bloomfield to Chomsky
Cambridge Studies in Linguistics: 67,
John G. FOUGHT, Diamond BAR, "Distributionalism and Immediate Constituent Analysis in American Linguistics"
in Auroux, Sylvain / Koerner, E.F.K. / Niederehe, Hans-Josef / Versteegh, Kees, Eds. 2001, History of the Language Sciences, vol. 2, coll. Handbücher zur Sprach- und Kommunikationswissenschaft / Handbooks of Linguistics and Communication Science (HSK) 18/2, DE GRUYTER MOUTON, 1986–97. * Geeraerts, Dirk. 2017. "Distributionalism, old and new", in Makarova, Anastasia, Dickey, Stephen M., Divjak, Dagmar Eds., Each Venture a New Beginning. Studies in Honor of Laura A. Janda, Slavica Publisher; Bloomington, IN, {{ISBN, 978-0-89357-478-9, pp. 29 – 38 Theories of language Computational linguistics