English Verbs in Syntactic Structures
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Will Distributional Semantics Ever Become Semantic?
Will Distributional Semantics Ever Become Semantic? Alessandro Lenci University of Pisa 7th International Global WordNet Conference January 28, 2014 - Tartu Alessandro Lenci GWC 2014 @ Tartu - January 28, 2014 1 Distributional semantics Theoretical roots What is Distributional Semantics? Distributional semantics is predicated on the assumption that linguistic units with certain semantic similarities also share certain similarities in the relevant environments. If therefore relevant environments can be previously specified, it may be possible to group automatically all those linguistic units which occur in similarly definable environments, and it is assumed that these automatically produced groupings will be of semantic interest. Paul Garvin, (1962), “Computer participation in linguistic research”, Language, 38(4): 385-389 Alessandro Lenci GWC 2014 @ Tartu - January 28, 2014 2 Distributional semantics Theoretical roots What is Distributional Semantics? Distributional semantics is predicated on the assumption that linguistic units with certain semantic similarities also share certain similarities in the relevant environments. If therefore relevant environments can be previously specified, it may be possible to group automatically all those linguistic units which occur in similarly definable environments, and it is assumed that these automatically produced groupings will be of semantic interest. Paul Garvin, (1962), “Computer participation in linguistic research”, Language, 38(4): 385-389 Alessandro Lenci GWC 2014 @ Tartu - January 28, 2014 3 Distributional semantics Theoretical roots The Pioneers of Distributional Semantics Distributionalism in linguistics Zellig S. Harris To be relevant [linguistic] elements must be set up on a distributional basis: x and y are included in the same element A if the distribution of x relative to the other elements B, C, etc. -
Notes on the Development of the Linguistic Society of America 1924 To
NOTES ON THE DEVELOPMENT OF THE LINGUISTIC SOCIETY OF AMERICA 1924 TO 1950 MARTIN JOOS for JENNIE MAE JOOS FORE\\ORO It is important for the reader of this document to know how it came to be written and what function it is intended to serve. In the early 1970s, when the Executive Committee and the Committee on Pub1ications of the linguistic Society of America v.ere planning for the observance of its Golden Anniversary, they decided to sponsor the preparation of a history of the Society's first fifty years, to be published as part of the celebration. The task was entrusted to the three living Secretaries, J M. Cowan{who had served from 1940 to 1950), Archibald A. Hill {1951-1969), and Thomas A. Sebeok {1970-1973). Each was asked to survey the period of his tenure; in addition, Cowan,who had learned the craft of the office from the Society's first Secretary, Roland G. Kent {deceased 1952),was to cover Kent's period of service. At the time, CO'flal'\was just embarking on a new career. He therefore asked his close friend Martin Joos to take on his share of the task, and to that end gave Joos all his files. Joos then did the bulk of the research and writing, but the~ conferred repeatedly, Cowansupplying information to which Joos v.t>uldnot otherwise have had access. Joos and HiU completed their assignments in time for the planned publication, but Sebeok, burdened with other responsibilities, was unable to do so. Since the Society did not wish to bring out an incomplete history, the project was suspended. -
Scaffolding Learning of Language Structures with Visual‐Syntactic Text
UC Irvine UC Irvine Previously Published Works Title Scaffolding learning of language structures with visual-syntactic text formatting Permalink https://escholarship.org/uc/item/6235t25b Journal British Journal of Educational Technology, 50(4) ISSN 0007-1013 Authors Park, Y Xu, Y Collins, P et al. Publication Date 2018 DOI 10.1111/bjet.12689 Peer reviewed eScholarship.org Powered by the California Digital Library University of California British Journal of Educational Technology Vol 0 No 0 2018 1–17 doi:10.1111/bjet.12689 Scaffolding learning of language structures with visual-syntactic text formatting Youngmin Park, Ying Xu , Penelope Collins, George Farkas and Mark Warschauer Youngmin Park is a Lecturer at Pusan National University, Korea. She received her Ph.D. degree from the University of California, Irvine, specializing in Language, Literacy and Technology. Ying Xu is a Ph.D. student at the University of California, Irvine, with a specialization in specializing in Language, Literacy and Technology. Penelope Collins is an associate professor at the University of California, Irvine. Her research examines the development of language and literacy skills for children from linguistically diverse backgrounds. George Farkas is a professor at the University of California, Irvine. He has employed a range of statistical approaches and databases to examine the causes and consequences of reading achievement gap across varying age groups and educational settings. Mark Warschauer is a professor at the University of California, Irvine. He works on a range of research projects related to digital media in education. Address for correspondence: Ying Xu, University of California Irvine, 3200 Education Bldg, Irvine, CA 92697, USA. -
1. Introduction
A fox knows many things but a hedgehog one big thing Mark Aronoff Stony Brook University 1. Introduction Isaiah Berlin’s little book, The Hedgehog and the Fox (1953), takes its title from a line by the Greek poet Archilochus: πόλλ᾽ οἶδ᾽ ἀλωπηξ ἀλλ᾽ ἐχῖνος ἓν μέγα ‘many [things] knows [a] fox but [a] hedgehog one big [thing]’. Since it is impossible to do justice in a paraphrase to Berlin’s prose, I will quote the relevant passage in full: [T]aken figuratively, the words can be made to yield a sense in which they mark one of the deepest differences which divide writers and thinkers, and, it may be, human beings in general. For there exists a great chasm between those, on one side, who relate everything to a single central vision, one system less or more coherent or articulate, in terms of which they understand, think, and feel—a single, universal, organizing principle in terms of which alone all that they are and say has significance—and, on the other side, those who pursue many ends, often unrelated and even contradictory, connected, if at all, only in some de facto way, for some psychological or physiological cause, related by no moral or aesthetic principle; these last lead lives, perform acts, and entertain ideas that are centrifugal rather than centripetal, their thought is scattered or diffused, moving on many levels, seizing upon the essence of a vast variety of experiences and objects for what they are in themselves, without, consciously or unconsciously, seeking to fit them into, or exclude them from, any one unchanging, all-embracing, sometimes self-contradictory and incomplete, at times fanatical, unitary vision. -
Powered by TCPDF (
Powered by TCPDF (www.tcpdf.org) MAGIC AND LANGUAGE Or why Bernard Bloch, Noam Chomsky, Allen G-insberg, Zellig Harris, Norman Mailer, Henry Miller, Bell Telephone, IBM and the us Military Thought it was Sexy / Useful / Exciting to Study Linguist!cs in the 19505. By Robert F. Barsky n 1934 Henry Miller is in search of the magic of exaltation, crying out to they who would listen only after bartles of censorship for his Trapic cf I CapricoYrl : " 'Show me a man who over-elaborates and! will show you a great man!' What is called their 'over-elaboration' is my meat ; it is the sign of struggle, it is struggle itself with ail the fibers clinging to it, the very aura and ambience of the discordant spirit. And when you show me a man who expresses himself perfectly ! will not say that he is not great, but 1 will say that 1 am unattracted." !t's the deformity Miller seeks out both in his own writings, and in those ofhis "old idols," the "chaos and confusion they wallowed in," the "obstacles they heaped up about them," their "confllSion," their "stuttering," their "staggering effort." ! seek not to be human, says he, but to be "inhuman," to "join my slime, my excrement, my madness, my ecstasy to the great circuit which flows through the subterranean faults ofthe flesh." Miller, the Bakhtinian carnival king, "the man who raises the holy bottle to his !ips, the criminal who kneels in the marketplace, the innocent one who discovers that ail corpses stink, the madman who dances with !ightning in his hands, the friar who lifts his skirts to pee over -
Chapter 7 Linguistics As a Science of Structure Ryan M
Chapter 7 Linguistics as a science of structure Ryan M. Nefdt University of the Western Cape Generative linguistics has rapidly changed during the course of a relatively short period. This has caused many to question its scientific status as a realist scientific theory (Stokhof & van Lambalgen 2011; Lappin et al. 2000). In this chapter, I argue against this conclusion. Specifically, I claim that the mathematical foundations of the science present a different story below the surface. I agree with critics that due to the major shifts in theory over the past 80 years, linguistics is indeed opened up to the problem of pessimistic meta-induction or radical theory change. However, I further argue that a structural realist approach (Ladyman 1998; French 2006) can save the field from this problem and at the same time capture its structural nature. I discuss particular historical instances of theory change in generative grammar as evidence for this interpretation and finally attempt to extend it beyond the gener- ative tradition to encompass previous frameworks in linguistics. 1 Introduction The generativist revolution in linguistics started in the mid-1950s, inspired in large part by insights from mathematical logic and in particular proof theory. Since then, generative linguistics has become a dominant paradigm, with many connections to both the formal and natural sciences. At the centre of the newly established discipline was the syntactic or formal engine, the structures of which were revealed through modelling grammatical form. The generativist paradigm in linguistics initially relied heavily upon the proof-theoretic techniques intro- duced by Emil Post and other formal logicians to model the form language takes (Tomalin 2006; Pullum 2011; 2013).1 Yet despite these aforementioned formal be- ginnings, the generative theory of linguistics has changed its commitments quite 1Here my focus will largely be on the formal history of generative syntax but I will make some comments on other aspects of linguistics along the way. -
The Twilight of Structuralism in Linguistics?*
Ewa Jędrzejko Univesity of Silesia in Katowice nr 3, 2016 The Twilight of Structuralism in Linguistics?* Key words: structuralism, linguistics, methodological principles, evolution of studies on language I would like to start with some general remarks in order to avoid misunderstandings due to the title of this paper. “The question that our title / has cast in deathless bronze”1 is just a mere trigger, and a signal of reference to animated discussions held in many disci- plines of modern liberal arts: philosophy, literary studies, social sciences, aesthetics, cultural studies (just to mention areas closest to linguistics), concerning their current methodologi- cal state and future perspectives regarding theoretical research. What I mean by that is, among others, the dispute around deconstructionism being in opposition to neo-positivistic stance, as well as some views on the current situation in art expressed in the volume called Zmierzch estetyki – rzekomy czy autentyczny? [The twilight of aesthetics – alleged or true?] (Morawski, 1987),2 or problems signalled by the literary scholars in the tellingly entitled Po strukturalizmie [After structuralism] (Nycz, 1992).3 The statements included in this article are for me one out of many voices in the discus- sion on the changes observed in linguistics in the context of questions about the future of structuralism. Since in a way the situation in contemporary linguistics (including Polish linguistics) is similar. The shift in the scope of interest of linguistics and the way it is presented may -
Syntactic Structures and Their Symbiotic Guests. Notes on Analepsis from the Perspective of On- Line Syntax*
Pragmatics 24:3.533-560 (2014) International Pragmatics Association DOI: 10.1075/prag.24.3.05aue SYNTACTIC STRUCTURES AND THEIR SYMBIOTIC GUESTS. NOTES ON ANALEPSIS FROM THE PERSPECTIVE OF ON- LINE SYNTAX* Peter Auer Abstract The empirical focus of this paper is on utterances that re-use syntactic structures from a preceding syntactic unit. Next utterances of this type are usually treated as (coordination) ellipsis. It is argued that from an on-line perspective on spoken syntax, they are better described as structural latency: A grammatical structure already established remains available and can therefore be made use of with one or more of its slots being filled by new material. A variety of cases of this particular kind of conversational symbiosis are discussed. It is argued that they should receive a common treatment. A number of features of the general host/guest relationship are discussed. Keywords: Analepsis; On-line syntax; Structural latency. "Ein Blick in die erste beste Erzählung und eine einfache Ueberlegung muss beweisen, dass jede frühere Aeusserung des Erzählenden die Exposition aller nachfolgenden Prädikate bildet." (Wegener 1885: 46)1 1. Introduction The notion of 'ellipsis' is often regarded with some skepticism by Interactional Linguists - the orientation to 'full' sentences is all too obvious (cf. Selting 1997), and the idea that speakers produce complete sentences just in order to delete some parts of them afterwards surely fails to account for the processual dynamics of sentence production and understanding (cf. Kindt 1985) in time. On the other hand, there can be little doubt that speakers often produce utterance units that could not be understood * I wish to thank Elizabeth Couper-Kuhlen and Susanne Günthner for their helpful comments on a previous version of this paper. -
LING83600: Context-Free Grammars
LING83600: Context-free grammars Kyle Gorman 1 Introduction Context-free grammars (or CFGs) are a formalization of what linguists call “phrase structure gram- mars”. The formalism is originally due to Chomsky (1956) though it has been independently discovered several times. The insight underlying CFGs is the notion of constituency. Most linguists believe that human languages cannot be even weakly described by CFGs (e.g., Schieber 1985). And in formal work, context-free grammars have long been superseded by “trans- formational” approaches which introduce movement operations (in some camps), or by “general- ized phrase structure” approaches which add more complex phrase-building operations (in other camps). However, unlike more expressive formalisms, there exist relatively-efficient cubic-time parsing algorithms for CFGs. Nearly all programming languages are described by—and parsed using—a CFG,1 and CFG grammars of human languages are widely used as a model of syntactic structure in natural language processing and understanding tasks. Bibliographic note This handout covers the formal definition of context-free grammars; the Cocke-Younger-Kasami (CYK) parsing algorithm will be covered in a separate assignment. The definitions here are loosely based on chapter 11 of Jurafsky & Martin, who in turn draw from Hopcroft and Ullman 1979. 2 Definitions 2.1 Context-free grammars A context-free grammar G is a four-tuple N; Σ; R; S such that: • N is a set of non-terminal symbols, corresponding to phrase markers in a syntactic tree. • Σ is a set of terminal symbols, corresponding to words (i.e., X0s) in a syntactic tree. • R is a set of production rules. -
Generative Linguistics and Neural Networks at 60: Foundation, Friction, and Fusion*
Generative linguistics and neural networks at 60: foundation, friction, and fusion* Joe Pater, University of Massachusetts Amherst October 3, 2018. Abstract. The birthdate of both generative linguistics and neural networks can be taken as 1957, the year of the publication of foundational work by both Noam Chomsky and Frank Rosenblatt. This paper traces the development of these two approaches to cognitive science, from their largely autonomous early development in their first thirty years, through their collision in the 1980s around the past tense debate (Rumelhart and McClelland 1986, Pinker and Prince 1988), and their integration in much subsequent work up to the present. Although this integration has produced a considerable body of results, the continued general gulf between these two lines of research is likely impeding progress in both: on learning in generative linguistics, and on the representation of language in neural modeling. The paper concludes with a brief argument that generative linguistics is unlikely to fulfill its promise of accounting for language learning if it continues to maintain its distance from neural and statistical approaches to learning. 1. Introduction At the beginning of 1957, two men nearing their 29th birthdays published work that laid the foundation for two radically different approaches to cognitive science. One of these men, Noam Chomsky, continues to contribute sixty years later to the field that he founded, generative linguistics. The book he published in 1957, Syntactic Structures, has been ranked as the most influential work in cognitive science from the 20th century.1 The other one, Frank Rosenblatt, had by the late 1960s largely moved on from his research on perceptrons – now called neural networks – and died tragically young in 1971. -
The Distributional Hypothesis∗
The distributional hypothesis∗ Magnus Sahlgren SICS, Box 1263, SE-16429 Kista, Sweden [email protected] 1 Introduction Distributional approaches to meaning acquisition utilize distributional proper- ties of linguistic entities as the building blocks of semantics. In doing so, they rely fundamentally on a set of assumptions about the nature of language and meaning referred to as the distributional hypothesis. This hypothesis is often stated in terms like “words which are similar in meaning occur in similar con- texts” (Rubenstein & Goodenough, 1965); “words with similar meanings will occur with similar neighbors if enough text material is available” (Sch¨utze& Pedersen, 1995); “a representation that captures much of how words are used in natural context will capture much of what we mean by meaning” (Landauer & Dumais, 1997); and “words that occur in the same contexts tend to have similar meanings” (Pantel, 2005), just to quote a few representative examples. The general idea behind the distributional hypothesis seems clear enough: there is a correlation between distributional similarity and meaning similarity, which allows us to utilize the former in order to estimate the latter. However, one can pose two very basic questions concerning the distributional hypothesis. The first is what kind of distributional properties we should look for, and what — if any — the differences are between different kinds of distribu- tional properties. Looking at algorithms for distributional meaning acquisition we can discern two distinct approaches. The first is to build distributional pro- files for words based on which other words surround them, as exemplified by Sch¨utze (1992) and the Hyperspace Analogue to Language (HAL) model (Lund, Burgess, & Atchley, 1995). -
An Approach for Teaching American English to Chinese Speakers
DOCUMENT RESUME ED 038 625 AL 002 355 AUTHOR Tiee, Henry Hung-Yeh TTL7 An Approach for Teaching American English to Chinese F4eakers Rased on a Contrastive Syllabic ana Prosodic Analysis. PUB DATE Aug 67 NOT'? 232p.; Ph.D. Dissertation, University of Texas, August 1967 EDPS PRICE EDPS Price MF-$1.00 HC -1'11 .70 DESCPTPTOPS American English, *Contrastive Linguistics, *English (Second Language) , Interference (Language Learning), *Intonation, Language Programs, *Mandarin Chinese, Phonetic Transcription, Phonology, Structural Analysis, *Suprasegmentals, Syllables, Teaching Methods, Tone Lanauages ABSTRACT Pxperiments in language teaching have indicated +hat, especially in the case of teaching Pnglish as a foreign language, no pronunciation of English sounds natural unless the intonation (prosodic features) is fairly acceptable. Pven with satisfactory consonants and vowels, a phrase with incorrect melody still sounds foreign. On the other hand, when brief phrases are given proper pitch pattern, large errors in consonants and vowels seem much less important. English is spoken with a stress-time rhythm; the everyday speech of Chinese tends to he a polysyllabic language which often combines two or more syllables. The rate of utterance of a succession of syllables, unlike that of English is syllable-timed, the length of each syllable remaining approximately the same. Therefore, in teaching Chinese speakers to learn Pnglish, the shift from their tendency toward a syllable-timing rhythm to a stress-timing rhythm is very necessary. Consauently, syllable analysis in both languages must become a basic step in the learning process. This contrastive study of American English and mandarin Chinese examines the syllable structure and prosodic features of both languages and relates this analysis to language teaching.