Speech and language processing: an introduction to natural language processing, computational linguistics, and speech recognition, 2nd Edition

is one of the most recognizablecharacters in 20th century cinema. HAL is an artificial agent capable of such advancedlanguage behavior as speaking and understanding English, and at a crucial moment inthe plot, even reading lips. It is now clear that HAL’s creator, Arthur C. Clarke, wasa little optimistic in predicting when an artificial agent such as HAL would be avail-able. But just how far off was he? What would it take to create at least the language-relatedpartsofHAL?WecallprogramslikeHALthatconversewithhumansinnatural

[1]  R. Darnell.  Translation , 1873, The Indian medical gazette.

[2]  W. Wundt.  Völkerpsychologie : eine Untersuchung der Entwicklungsgesetze von Sprache, Mythus und Sitte , 1909 .

[3]  P. Jaccard.  THE DISTRIBUTION OF THE FLORA IN THE ALPINE ZONE.1 , 1912 .

[4]  L. M. M.-T..  Theory of Probability , 1929, Nature.

[5]  Z. Harris.  From Morpheme to Utterance , 1946 .

[6]  G. A. Miller,et al.  Verbal context and the recall of meaningful material. , 1950, The American journal of psychology.

[7]  M. Joos.  Description of Language Design , 1950 .

[8]  Claude E. Shannon,et al.  Prediction and Entropy of Printed English , 1951 .

[9]  Y. Bar-Hillel.  A Quasi-Arithmetical Notation for Syntactic Description , 1953 .

[10]  Hans Peter Luhn,et al.  A Statistical Approach to Mechanized Encoding and Searching of Literary Information , 1957, IBM J. Res. Dev..

[11]  J. R. Firth,et al.  A Synopsis of Linguistic Theory, 1930-1955 , 1957 .

[12]  Margaret Masterman,et al.  The thesaurus in syntax and semantics , 1957, Mech. Transl. Comput. Linguistics.

[13]  J. M. Kittross.  The measurement of meaning , 1959 .

[14]  John W. Backus,et al.  The syntax and semantics of the proposed international algebraic language of the Zurich ACM-GAMM Conference , 1959, IFIP Congress.

[15]  A E Glennie.  ON THE SYNTAX MACHINE AND THE CONSTRUCTION OF A UNIVERSAL COMPILER , 1960 .

[16]  Friedrich L. Bauer,et al.  Report on the algorithmic language ALGOL 60 , 1960, Commun. ACM.

[17]  A. V. Phillips,et al.  A Question-Answering Routine , 1960 .

[18]  G. A. Barnard,et al.  Transmission of Information: A Statistical Theory of Communications. , 1961 .

[19]  Bert F. Green,et al.  Baseball: an automatic question-answerer , 1899, IRE-AIEE-ACM '61 (Western).

[20]  Marvin Minsky,et al.  Steps toward Artificial Intelligence , 1995, Proceedings of the IRE.

[21]  M. E. Maron,et al.  Automatic Indexing: An Experimental Inquiry , 1961, JACM.

[22]  Edgar T. Irons,et al.  A syntax directed compiler for ALGOL 60 , 1961, CACM.

[23]  G. A. Miller,et al.  Finitary models of language users , 1963 .

[24]  J. Fodor,et al.  The structure of a semantic theory , 1963 .

[25]  Robert F. Simmons,et al.  Indexing and dependency logic for answering english questions , 1964 .

[26]  R. Plutchik.  The emotions: Facts, theories and a new model. , 1964 .

[27]  Dean W. Lytle,et al.  A figure of merit technique for the resolution of non-grammatical ambiguity , 1965, Mech. Transl. Comput. Linguistics.

[28]  Robert F. Simmons,et al.  Answering English questions by computer: a survey , 1965, CACM.

[29]  Jeffrey Gruber.  Studies in lexical relations , 1965 .

[30]  John B. Goodenough,et al.  Contextual correlates of synonymy , 1965, CACM.

[31]  Tadao Kasami,et al.  An Efficient Recognition and Syntax-Analysis Algorithm for Context-Free Languages , 1965 .

[32]  Susumu Kuno,et al.  The predictive analyzer and a path elimination technique , 1965, CACM.

[33]  George Lakoff,et al.  On The Nature Of Syntactic Irregularity , 1965 .

[34]  L. Baum,et al.  Statistical Inference for Probabilistic Functions of Finite State Markov Chains , 1966 .

[35]  Joseph Weizenbaum,et al.  ELIZA—a computer program for the study of natural language communication between man and machine , 1966, CACM.

[36]  F. Mosteller,et al.  Inference and Disputed Authorship: The Federalist , 1966 .

[37]  Andrew J. Viterbi,et al.  Error bounds for convolutional codes and an asymptotically optimum decoding algorithm , 1967, IEEE Trans. Inf. Theory.

[38]  Daniel H. Younger,et al.  Recognition and Parsing of Context-Free Languages in Time n^3 , 1967, Inf. Control..

[39]  Martin Kay,et al.  Experiments With a Powerful Parser , 1967, COLING.

[40]  L. Baum,et al.  An inequality with applications to statistical estimation for probabilistic functions of Markov processes and to a model for ecology , 1967 .

[41]  Marshall S. Smith,et al.  The general inquirer: A computer approach to content analysis. , 1967 .

[42]  Zellig S. Harris,et al.  Mathematical structures of language , 1968, Interscience tracts in pure and applied mathematics.

[43]  T. K. Vintsyuk.  Speech discrimination by dynamic programming , 1968 .

[44]  M. Ross Quillian,et al.  The teachable language comprehender: a simulation program and theory of language , 1969, CACM.

[45]  Martin Kay,et al.  The MIND System , 1970 .

[46]  Hiroaki Sakoe,et al.  A Dynamic Programming Approach to Continuous Speech Recognition , 1971 .

[47]  Gerard Salton,et al.  The SMART Retrieval System—Experiments in Automatic Document Processing , 1971 .

[48]  Kenneth Mark Colby,et al.  Artificial Paranoia , 1975, Artif. Intell..

[49]  L. Baum,et al.  An inequality and associated maximization technique in statistical estimation of probabilistic functions of a Markov process , 1972 .

[50]  D Sankoff,et al.  Matching sequences under deletion-insertion constraints. , 1972, Proceedings of the National Academy of Sciences of the United States of America.

[51]  Yorick Wilks,et al.  An artificial intelligence approach to machine translation. , 1972 .

[52]  Kenneth Mark Colby,et al.  Turing-like Indistinguishability Tests for the Calidation of a Computer Simulation of Paranoid Processes , 1972, Artif. Intell..

[53]  T. Reichert,et al.  An application of information theory to genetic mutations and the matching of polypeptide sequences. , 1973, Journal of theoretical biology.

[54]  Richard O. Duda,et al.  Pattern classification and scene analysis , 1974, A Wiley-Interscience publication.

[55]  Gary G. Hendrix,et al.  Language Processing Via Canonical Verbs and Semantic Models , 1973, IJCAI.

[56]  Marvin Minsky,et al.  A framework for representing knowledge , 1974 .

[57]  Nils J. Nilsson,et al.  Artificial Intelligence , 1974, IFIP Congress.

[58]  E. Goffman.  Frame analysis: An essay on the organization of experience , 1974 .

[59]  Bonnie Nash-Webber,et al.  THE ROLE OF SEMANTICS IN AUTOMATIC SPEECH UNDERSTANDING , 1975 .

[60]  Noam Chomsky,et al.  The Logical Structure of Linguistic Theory , 1975 .

[61]  R. Schank,et al.  Scripts, plans, and knowledge , 1975, IJCAI 1975.

[62]  Edward F. Kelly,et al.  Computer recognition of English word senses , 1975 .

[63]  Yorick Wilks,et al.  An intelligent analyzer and understander of English , 1975, Commun. ACM.

[64]  J. Baker,et al.  The DRAGON system--An overview , 1975 .

[65]  Daniel G. Bobrow,et al.  SOME PRINCIPLES OF MEMORY SCHEMATA , 1975 .

[66]  Yorick Wilks,et al.  A Preferential, Pattern-Seeking, Semantics for Natural Language Inference , 1975, Artif. Intell..

[67]  F. Jelinek,et al.  Continuous speech recognition by statistical methods , 1976, Proceedings of the IEEE.

[68]  W. Keith Percival,et al.  On the Historical Source of Immediate Constituent Analysis , 1976 .

[69]  Beth Levin,et al.  Mapping Sentences to Case Frames , 1977 .

[70]  Daniel G. Bobrow,et al.  GUS, A Frame-Driven Dialog System , 1986, Artif. Intell..

[71]  D. Rubin,et al.  Maximum likelihood from incomplete data via the EM - algorithm plus discussions on the paper , 1977 .

[72]  William A. Woods,et al.  Semantics and Quantification in Natural Language Question Answering , 1986, Adv. Comput..

[73]  Jean E. Sammet.  Transcript of question and answer session , 1978, HOPL.

[74]  Mitchell P. Marcus,et al.  A theory of syntactic recognition for natural language , 1979 .

[75]  Jeffrey D. Ullman,et al.  Introduction to Automata Theory, Languages and Computation , 1979 .

[76]  Eugene Albert Nida,et al.  A Componential Analysis of Meaning: An Introduction to Semantic Structures , 1979 .

[77]  Martin Kay,et al.  Syntactic Process , 1979, ACL.

[78]  Frederick Jelinek,et al.  Interpolated estimation of Markov source parameters from sparse data , 1980 .

[79]  J. Russell.  A circumplex model of affect. , 1980 .

[80]  R. Plutchik.  A GENERAL PSYCHOEVOLUTIONARY THEORY OF EMOTION , 1980 .

[81]  J. Nocedal.  Updating Quasi-Newton Matrices With Limited Storage , 1980 .

[82]  Robert A. Amsler,et al.  A Taxonomy for English Nouns and Verbs , 1981, ACL.

[83]  Zellig S. Harris,et al.  Distributional Structure , 1954 .

[84]  Bryan J. Hubbell,et al.  On memory limitations in natural language processing , 1982 .

[85]  Jan Svartvik,et al.  A __ comprehensive grammar of the English language , 1988 .

[86]  Graeme Hirst,et al.  Word Sense and Case Slot Disambiguation , 1982, AAAI.

[87]  Chuck Rieger,et al.  Parsing and comprehending with word experts (a theory and its realization) , 1982 .

[88]  J. D. Gould,et al.  Composing Letters with a Simulated Listening Typewriter , 1981, CACM.

[89]  Jay Earley,et al.  An efficient context-free parsing algorithm , 1970, Commun. ACM.

[90]  Clayton Lewis,et al.  Designing for usability—key principles and what designers think , 1983, CHI '83.

[91]  Lalit R. Bahl,et al.  A Maximum Likelihood Approach to Continuous Speech Recognition , 1983, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[92]  Mark A. Boyer.  The American heritage dictionary , 1984 .

[93]  A. Nadas,et al.  Estimation of probabilities in the language model of the IBM speech recognition system , 1984 .

[94]  Charles J. Fillmore,et al.  Frames and the semantics of understanding , 1985 .

[95]  Aravind K. Joshi,et al.  Natural language parsing: Tree adjoining grammars: How much context-sensitivity is required to provide reasonable structural descriptions? , 1985 .

[96]  M. Baltin,et al.  The Mental representation of grammatical relations , 1985 .

[97]  Michael E. Lesk,et al.  Automatic sense disambiguation using machine readable dictionaries: how to tell a pine cone from an ice cream cone , 1986, SIGDOC '86.

[98]  S Kuno,et al.  Multiple-path syntactic analyzer , 1986 .

[99]  Robert E. Tarjan,et al.  Efficient algorithms for finding minimum spanning trees in undirected and directed graphs , 1986, Comb..

[100]  Martin Kay,et al.  Algorithm schemata and data structures in syntactic processing , 1986 .

[101]  Alfred V. Aho,et al.  Compilers: Principles, Techniques, and Tools , 1986, Addison-Wesley series in computer science / World student series edition.

[102]  Karen Sparck Jones.  Synonymy and semantic classification , 1986 .

[103]  James H. Martin.  The Acquisition of Polysemy , 1987 .

[104]  Garrison W. Cottrell,et al.  Lexical ambiguity resolution , 1987 .

[105]  Graeme Hirst,et al.  Resolving Lexical Ambiguity Computationally with Spreading Activation and Polaroid Words , 1988 .

[106]  A. H. Kawamoto.  Distributed Representations of Ambiguous Words and Their Resolution in a Connectionist Network , 1988 .

[107]  Andrew Radford,et al.  Transformational Grammar: A First Course , 1988 .

[108]  Ezra Black,et al.  An Experiment in Computational Discrimination of English Word Senses , 1988, IBM J. Res. Dev..

[109]  Roger C. Schank,et al.  SCRIPTS, PLANS, GOALS, AND UNDERSTANDING , 1988 .

[110]  James D. McCawley,et al.  The syntactic phenomena of English , 1988 .

[111]  T. Cover,et al.  A sandwich proof of the Shannon-McMillan-Breiman theorem , 1988 .

[112]  Eva I. Ejerhed,et al.  Finding Clauses in Unrestricted Text by Finitary and Stochastic Methods , 1988, ANLP.

[113]  S. T. Buckland,et al.  Computer-Intensive Methods for Testing Hypotheses. , 1990 .

[114]  Lawrence R. Rabiner,et al.  A tutorial on hidden Markov models and selected applications in speech recognition , 1989, Proc. IEEE.

[115]  Kenneth Ward Church,et al.  Word Association Norms, Mutual Information, and Lexicography , 1989, ACL.

[116]  George R. Doddington,et al.  The ATIS Spoken Language Systems Pilot Corpus , 1990, HLT.

[117]  Marilyn A. Walker,et al.  Mixed Initiative in Dialogue: An Investigation into Discourse Segmentation , 1990, ACL.

[118]  James K. Baker,et al.  Stochastic modeling for automatic speech understanding , 1990 .

[119]  J. M. Digman.  PERSONALITY STRUCTURE: EMERGENCE OF THE FIVE-FACTOR MODEL , 1990 .

[120]  Ian H. Witten,et al.  The zero-frequency problem: Estimating the probabilities of novel events in adaptive text compression , 1991, IEEE Trans. Inf. Theory.

[121]  Chin-Hui Lee,et al.  Stochastic Representation of Conceptual Structure in the ATIS Task , 1991, HLT.

[122]  Nigel Gilbert,et al.  Simulating speech systems , 1991 .

[123]  Steven Abney,et al.  Parsing By Chunks , 1991 .

[124]  Thomas M. Cover,et al.  Elements of Information Theory , 2005 .

[125]  Peter Norvig,et al.  Techniques for Automatic Memoization with Applications to Context-Free Parsing , 1991, CL.

[126]  T. Bayes.  An essay towards solving a problem in the doctrine of chances , 2003 .

[127]  James Pustejovsky,et al.  The Generative Lexicon , 1995, CL.

[128]  Slava M. Katz,et al.  Co-Occurrences of Antonymous Adjectives and Their Contexts , 1991, Comput. Linguistics.

[129]  Kenneth Ward Church,et al.  A comparison of the enhanced Good-Turing and deleted estimation methods for estimating probabilities of English bigrams , 1991 .

[130]  Anna Wierzbicka,et al.  Semantics, Culture, and Cognition: Universal Human Concepts in Culture-Specific Configurations , 1992 .

[131]  David Yarowsky,et al.  One Sense Per Discourse , 1992, HLT.

[132]  Jakob Nielsen,et al.  The usability engineering life cycle , 1992, Computer.

[133]  Robert L. Mercer,et al.  Class-Based n-gram Models of Natural Language , 1992, CL.

[134]  Kenneth Ward Church,et al.  Work on Statistical Methods for Word Sense Disambiguation , 1992 .

[135]  David Yarowsky,et al.  Estimating Upper and Lower Bounds on the Performance of Word-Sense Disambiguation Programs , 1992, ACL.

[136]  Victor Zue,et al.  Experiments in Evaluating Interactive Spoken Language Systems , 1992, HLT.

[137]  Graeme Hirst,et al.  Semantic Interpretation and the Resolution of Ambiguity , 1987, Studies in natural language processing.

[138]  H. Schütze,et al.  Dimensions of meaning , 1992, Supercomputing '92.

[139]  Beatrice Santorini,et al.  Building a Large Annotated Corpus of English: The Penn Treebank , 1993, CL.

[140]  Barry Arons,et al.  VoiceNotes: a speech interface for a hand-held voice notetaker , 1993, INTERCHI.

[141]  H. H. Clark,et al.  On the Course of Answering Questions , 1993 .

[142]  Daniel Dominic Sleator,et al.  Parsing English with a Link Grammar , 1995, IWPT.

[143]  Naftali Tishby,et al.  Distributional Clustering of English Words , 1993, ACL.

[144]  Beth Levin,et al.  English Verb Classes and Alternations: A Preliminary Investigation , 1993 .

[145]  Lynette Hirschman,et al.  The cost of errors in a spoken language system , 1993, EUROSPEECH.

[146]  Ellen M. Voorhees,et al.  Corpus-Based Statistical Sense Resolution , 1993, HLT.

[147]  Philip Resnik,et al.  Semantic Classes and Syntactic Ambiguity , 1993, HLT.

[148]  Hinrich Schütze,et al.  A Vector Model for Syntagmatic and Paradigmatic Relatedness , 1993 .

[149]  George A. Miller,et al.  A Semantic Concordance , 1993, HLT.

[150]  Lynette Hirschman,et al.  Evaluating Message Understanding Systems: An Analysis of the Third Message Understanding Conference (MUC-3) , 1993, CL.

[151]  Martha Palmer,et al.  Verb Semantics and Lexical Selection , 1994, ACL.

[152]  Ido Dagan,et al.  Similarity-Based Estimation of Word Cooccurrence Probabilities , 1994, ACL.

[153]  Ivan A. Sag,et al.  Book Reviews: Head-driven Phrase Structure Grammar and German in Head-driven Phrase-structure Grammar , 1996, CL.

[154]  Gregory Grefenstette,et al.  Explorations in automatic thesaurus discovery , 1994 .

[155]  Ann Bies,et al.  The Penn Treebank: Annotating Predicate Argument Structure , 1994, HLT.

[156]  Andreas Stolcke,et al.  The berkeley restaurant project , 1994, ICSLP.

[157]  Janyce Wiebe,et al.  Tracking Point of View in Narrative , 1994, Comput. Linguistics.

[158]  Janyce Wiebe,et al.  Word-Sense Disambiguation Using Decomposable Models , 1994, ACL.

[159]  David M. Magerman.  Natural Language Parsing as Statistical Pattern Recognition , 1994, ArXiv.

[160]  William B. Dolan,et al.  Word Sense Ambiguation: Clustering Related Senses , 1994, COLING.

[161]  Yoshihiko Nitta,et al.  Co-Occurrence Vectors From Corpora vs. Distance Vectors From Dictionaries , 1994, COLING.

[162]  Philip Resnik,et al.  Using Information Content to Evaluate Semantic Similarity in a Taxonomy , 1995, IJCAI.

[163]  Peter Norvig,et al.  Artificial Intelligence: A Modern Approach , 1995 .

[164]  Jorge Nocedal,et al.  A Limited Memory Algorithm for Bound Constrained Optimization , 1995, SIAM J. Sci. Comput..

[165]  Ido Dagan,et al.  Contextual word similarity and estimation from sparse data , 1995, Comput. Speech Lang..

[166]  Ted Briscoe,et al.  Semi-productive Polysemy and Sense Extension , 1995, J. Semant..

[167]  David Yarowsky,et al.  Unsupervised Word Sense Disambiguation Rivaling Supervised Methods , 1995, ACL.

[168]  Hermann Ney,et al.  Improved backing-off for M-gram language modeling , 1995, 1995 International Conference on Acoustics, Speech, and Signal Processing.

[169]  Ann Bies,et al.  Bracketing Guidelines For Treebank II Style Penn Treebank Project , 1995 .

[170]  Mitchell P. Marcus,et al.  Text Chunking using Transformation-Based Learning , 1995, VLC@ACL.

[171]  David M. Magerman.  Statistical Decision-Tree Models for Parsing , 1995, ACL.

[172]  Gina-Anne Levow,et al.  Designing SpeechActs: issues in speech user interfaces , 1995, CHI '95.

[173]  P. Resnik.  Selectional constraints: an information-theoretic model and its computational realization , 1996, Cognition.

[174]  András Kornai.  Extended finite state models of language , 1996, Nat. Lang. Eng..

[175]  Morena Danieli,et al.  Metrics for Evaluating Dialogue Strategies in a Spoken Language System , 1996, ArXiv.

[176]  Jason Eisner,et al.  Three New Probabilistic Models for Dependency Parsing: An Exploration , 1996, COLING.

[177]  R. Tibshirani.  Regression Shrinkage and Selection via the Lasso , 1996 .

[178]  Raymond J. Mooney,et al.  Learning to Parse Database Queries Using Inductive Logic Programming , 1996, AAAI/IAAI, Vol. 2.

[179]  A. Wierzbicka.  Semantics: Primes and Universals , 1996 .

[180]  Aravind K. Joshi,et al.  A parser from antiquity , 1996, Nat. Lang. Eng..

[181]  Adam L. Berger,et al.  A Maximum Entropy Approach to Natural Language Processing , 1996, CL.

[182]  Andrew Radford,et al.  Syntactic Theory and the Structure of English: A Minimalist Approach , 1997 .

[183]  James H. Martin,et al.  Contextual Spelling Correction Using Latent Semantic Analysis , 1997, ANLP.

[184]  Ronald A. Cole,et al.  Experiments with a spoken dialogue system for taking the US census , 1997, Speech Commun..

[185]  Randy J. LaPolla,et al.  Syntax: Structure, Meaning, and Function , 1999 .

[186]  Jerome R. Bellegarda,et al.  A latent semantic analysis framework for large-Span language modeling , 1997, EUROSPEECH.

[187]  Eugene Charniak,et al.  Statistical Parsing with a Context-Free Grammar and Word Statistics , 1997, AAAI/IAAI.

[188]  James Pustejovsky,et al.  Lexical Semantics: The Problem of Polysemy , 1997 .

[189]  Hinrich Schütze,et al.  Ambiguity resolution in language learning - computational and cognitive models , 1997, CSLI lecture notes series.

[190]  Adwait Ratnaparkhi,et al.  A Linear Observed Time Statistical Parser Based on Maximum Entropy Models , 1997, EMNLP.

[191]  T. Landauer,et al.  A Solution to Plato's Problem: The Latent Semantic Analysis Theory of Acquisition, Induction, and Representation of Knowledge. , 1997 .

[192]  David W. Conrath,et al.  Semantic Similarity Based on Corpus Statistics and Lexical Taxonomy , 1997, ROCLING/IJCLCLP.

[193]  Huaiyu Zhu.  On Information and Sufficiency , 1997 .

[194]  Vasileios Hatzivassiloglou,et al.  Predicting the Semantic Orientation of Adjectives , 1997, ACL.

[195]  John D. Lafferty,et al.  Inducing Features of Random Fields , 1995, IEEE Trans. Pattern Anal. Mach. Intell..

[196]  Yiming Yang,et al.  A Comparative Study on Feature Selection in Text Categorization , 1997, ICML.

[197]  J. Cleary,et al.  \self-organized Language Modeling for Speech Recognition". In , 2022 .

[198]  Mark Steedman,et al.  Surface structure and interpretation , 1996, Linguistic inquiry.

[199]  Ted Pedersen,et al.  Distinguishing Word Senses in Untagged Text , 1997, EMNLP.

[200]  Andrew McCallum,et al.  A comparison of event models for naive bayes text classification , 1998, AAAI 1998.

[201]  Hinrich Schütze,et al.  Automatic Word Sense Discrimination , 1998, Comput. Linguistics.

[202]  John B. Lowe,et al.  The Berkeley FrameNet Project , 1998, ACL.

[203]  Martin Chodorow,et al.  Combining local context and wordnet similarity for word sense identification , 1998 .

[204]  Christiane Fellbaum,et al.  Building Semantic Concordances , 1998 .

[205]  Shlomo Argamon,et al.  A Memory-Based Approach to Learning Shallow Natural Language Patterns , 1998, ACL.

[206]  Susan T. Dumais,et al.  A Bayesian Approach to Filtering Junk E-Mail , 1998, AAAI 1998.

[207]  Bob Rehder,et al.  Using latent semantic analysis to assess knowledge: Some technical considerations , 1998 .

[208]  Robert Krovetz,et al.  More than One Sense Per Discourse , 1998 .

[209]  Daniel Jurafsky,et al.  Towards better integration of semantic predictors in statistical language modeling , 1998, ICSLP.

[210]  Dekang Lin,et al.  An Information-Theoretic Definition of Similarity , 1998, ICML.

[211]  Alan F. Newell,et al.  The rôle of natural language processing in alternative and augmentative communication , 1998, Natural Language Engineering.

[212]  Dekang Lin,et al.  Automatic Retrieval and Clustering of Similar Words , 1998, ACL.

[213]  Jason S. Chang,et al.  Topical Clustering of MRD Senses Based on Information Retrieval Techniques , 1998, CL.

[214]  Erik F. Tjong Kim Sang,et al.  Representing Text Chunks , 1999, EACL.

[215]  C. Fillmore,et al.  Grammatical constructions and linguistic generalizations: The What's X doing Y? construction , 1999 .

[216]  飯島 周.  「会話の文法」に関する一考察 : Longman Grammar of Spoken and Written Englishの場合 , 1999 .

[217]  H. Sebastian Seung,et al.  Learning the parts of objects by non-negative matrix factorization , 1999, Nature.

[218]  J. Pennebaker,et al.  Linguistic styles: language use as an individual difference. , 1999, Journal of personality and social psychology.

[219]  Andrew McCallum,et al.  Using Maximum Entropy for Text Classification , 1999 .

[220]  Lillian Lee,et al.  Measures of Distributional Similarity , 1999, ACL.

[221]  Mats Rooth,et al.  Inducing a Semantically Annotated Lexicon via EM-Based Clustering , 1999, ACL.

[222]  Dan Roth,et al.  A Learning Approach to Shallow Parsing , 1999, EMNLP.

[223]  Janyce Wiebe,et al.  Development and Use of a Gold-Standard Data Set for Subjectivity Classifications , 1999, ACL.

[224]  F ChenStanley,et al.  An Empirical Study of Smoothing Techniques for Language Modeling , 1996, ACL.

[225]  Martha Palmer,et al.  Class-Based Construction of a Verb Lexicon , 2000, AAAI/IAAI.

[226]  Christopher D. Manning,et al.  Enriching the Knowledge Sources Used in a Maximum Entropy Part-of-Speech Tagger , 2000, EMNLP.

[227]  Peter Stone,et al.  Cobot in LambdaMOO: A Social Statistics Agent , 2000, AAAI/IAAI.

[228]  Andreas Stolcke,et al.  Entropy-based Pruning of Backoff Language Models , 2000, ArXiv.

[229]  Janyce Wiebe,et al.  Effects of Adjective Orientation and Gradability on Sentence Subjectivity , 2000, COLING.

[230]  Sanda M. Harabagiu,et al.  Experiments with Open-Domain Textual Question Answering , 2000, COLING.

[231]  Janyce Wiebe,et al.  Learning Subjective Adjectives from Corpora , 2000, AAAI/IAAI.

[232]  Marilyn A. Walker,et al.  Towards developing general models of usability with PARADISE , 2000, Natural Language Engineering.

[233]  Adam Kilgarriff,et al.  Framework and Results for English SENSEVAL , 2000, Comput. Humanit..

[234]  Yoshua Bengio,et al.  A Neural Probabilistic Language Model , 2003, J. Mach. Learn. Res..

[235]  K. Scherer.  Psychological models of emotion. , 2000 .

[236]  Ronald Rosenfeld,et al.  A survey of smoothing techniques for ME models , 2000, IEEE Trans. Speech Audio Process..

[237]  J.R. Bellegarda,et al.  Exploiting latent semantic information in statistical language modeling , 2000, Proceedings of the IEEE.

[238]  Ivan A. Sag,et al.  Syntactic Theory: A Formal Introduction , 1999, Computational Linguistics.

[239]  Daniel Gildea,et al.  Automatic Labeling of Semantic Roles , 2000, ACL.

[240]  Christiane Fellbaum,et al.  Book Reviews: WordNet: An Electronic Lexical Database , 1999, CL.

[241]  Joshua Goodman,et al.  A bit of progress in language modeling , 2001, Comput. Speech Lang..

[242]  Adam Kilgarriff,et al.  English Lexical Sample Task Description , 2001, *SEMEVAL.

[243]  Daniel Jurafsky,et al.  Knowledge-Free Induction of Inflectional Morphologies , 2001, NAACL.

[244]  Lillian Lee,et al.  On the effectiveness of the skew divergence for statistical language analysis , 2001, AISTATS.

[245]  Hinrich Schfitze.  Context Space , 2001 .

[246]  Mike Y. Chen,et al.  Yahoo! For Amazon: Sentiment Parsing from Small Talk on the Web , 2001 .

[247]  Christiane Fellbaum,et al.  English Tasks: All-Words and Verb Lexical Sample , 2001, *SEMEVAL.

[248]  Michael I. Jordan,et al.  On Discriminative vs. Generative Classifiers: A comparison of logistic regression and naive Bayes , 2001, NIPS.

[249]  Rada Mihalcea,et al.  Automatic generation of a coarse grained WordNet , 2001, HTL 2001.

[250]  E. Vesterinen,et al.  Affective Computing , 2009, Encyclopedia of Biometrics.

[251]  Eneko Agirre,et al.  Learning class-to-class selectional preferences , 2001, CoNLL.

[252]  Fei Xia,et al.  Converting Dependency Structures to Phrase Structures , 2001, HLT.

[253]  Dekang Lin,et al.  DIRT – Discovery of Inference Rules from Text , 2001 .

[254]  Carolyn Penstein Rosé,et al.  The Architecture of Why2-Atlas: A Coach for Qualitative Physics Essay Writing , 2002, Intelligent Tutoring Systems.

[255]  Hinrich Schütze,et al.  Book Reviews: Foundations of Statistical Natural Language Processing , 1999, CL.

[256]  Bo Pang,et al.  Thumbs up? Sentiment Classification using Machine Learning Techniques , 2002, EMNLP.

[257]  Dan Roth,et al.  Learning Question Classifiers , 2002, COLING.

[258]  Andreas Stolcke,et al.  SRILM - an extensible language modeling toolkit , 2002, INTERSPEECH.

[259]  Philip Resnik,et al.  An Unsupervised Method for Word Sense Tagging using Parallel Corpora , 2002, ACL.

[260]  Eduard Hovy,et al.  A question/answer typology with surface text patterns , 2002 .

[261]  H. Chertkow,et al.  Semantic memory , 2002, Current neurology and neuroscience reports.

[262]  Susan T. Dumais,et al.  An Analysis of the AskMSR Question-Answering System , 2002, EMNLP.

[263]  Peter D. Turney.  Thumbs Up or Thumbs Down? Semantic Orientation Applied to Unsupervised Classification of Reviews , 2002, ACL.

[264]  Jason M. Eisner,et al.  An Interactive Spreadsheet for Teaching the Forward-Backward Algorithm , 2002, ACL 2002.

[265]  Ehud Rivlin,et al.  Placing search in context: the concept revisited , 2002, TOIS.

[266]  Yuji Matsumoto,et al.  Japanese Dependency Analysis using Cascaded Chunking , 2002, CoNLL.

[267]  Christus,et al.  A General Method Applicable to the Search for Similarities in the Amino Acid Sequence of Two Proteins , 2022 .

[268]  F. R..  Two Semantic Networks : Their Computation and Use for Understanding English Sentences , 2022 .