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<title>UTCS nl-acq paper history</title><center><h2>Natural Language Acquisition Group</h2><h3>at the University of Texas at Austin</h3><h1>Previously Discussed Papers</h1></center><p><left><!WA0><!WA0><img src=http://www.cs.utexas.edu/users/nl-acq/gifs/hline.gif></left><p><PRE>Papers discussed (incl. some additional papers):<A NAME="1992">[discussed on April 17, 1992]Learning Words from Context, Hastings, Lytinen, & Lindsay,ML-91 Workshop[discussed on April 17, 1992]Sumita, Eiichiro and Iida, Hitoshi,  "Experiments and Prospectsof Example-Based Machine Translation" Proc 29th Mtng of ACL, 1991,pp 185-192.[discussed on May 1, 1992]W. A. Gale and K. W. Church, "A Program for Aligning sentencesin  bilingual corpora." ACL-91, pp 177-184.[additional reading]P. Brown, J.c.Lai, & R. Mercer, "Aligning sentences in parallelcorpora"  ACL-91, pp 169-176[discussed on May 1, 1992]P. Brown, J. Cocke, S. Della Pietra, F. Jelinek, R. Mercer and P. Rossin,"A Statistical Approach to Machine Translation"COLING-88, pp. 71-76where they basically treat French as a garbled version of English anduse statistical techniques to de-cryptify it. [discussed on May 22, 1992]Steven Pinker, "Language Acquisition", from "Foundations of Cognitive Science",ed. by Michael Posner, MIT Press, 1989, Chapter 9[distibuted as further reading for May 22, 1992 discussion]Chapter 4 from Slobin, "Psycholinguistics", which "gives some cogent ideasabout NL acquisition from the psycholinguistic point of view".[discussed on June 19, 1992]Miniature Language Acquisition: A touchstone for Cognitive Science,Feldman, Lakoff, Stolke, & Weber, COGSCI-90[discussed on June 19, 1992]"Learning Spatial Concepts Using a Partially-Structured ConnectionistArchitecture", Terry Regier, Berkeley TR-91-050, Oct. 1991[further readings on topic discussed on June 19, 1992][available by ftp from icsi-ftp.berkeley.edu pub/techreports]  Andreas Stolcke: Syntactic Category Formation with Vector Space Grammars     COGSCI-91, pp.908--912 publ. 1989  Andreas Stolcke: Learning Feature-Based Semantics with Simple Recurrent Networks     TR-90-015 Berkeley, CA publ. 1990  Terry Regier: Learning Perceptually Grounded Semantics in the ${L}_0$ Project     Proc. 29th Annual Meeting ACL, pp. 138--145 publ. 1991  Terry Regier: Learning Object-Relative Spatial Concepts in the ${L}_0$ Project     COGSCI-91, pp.191--196 publ. 1991[discussed July 7, 1992]Distributed Representations, Simple Recurrent Networks, and GrammaticalStructure;  Elman; Machine Learning 7, 195-225 (Sept. 1991) [discussed July 31, 1992]Induction of Augmented Transition Networks; Anderson, Cognitive Science 1977or Readings on Machine Learning, pp. 774-790[discussed August 21, 1992]Learning Structural Descriptions of grammar rules from examples;Berwick, IJCAI-79[discussed on Sept. 4, 1992]An architecture combining two RAAMs for translating Spanish<->English.Some surprising results; extreme distributed point of view. Myfavorite RAAM paper.  Lonnie Chrisman: "Learning Recursive Distributed Representations for  Holistic Computation", Connection Science, vol. 3, 1992, pages 345--366[discussed on Sept. 4, 1992]Parsing into RAAM representations.  George Berg: "A Connectionist Parser with Recursive Sentence Structure  and Lexical Disambiguation", AAAI-92, pages 32--37 (MIT Press)[discussed on Sept. 18, 1992]Lehnert, "Learning to Integrate Syntax and Semantics",ML workshop, 1988.[discussed on Sept. 18, 1992]Zernik, "How Do Machine-Learning Paradigms Fare in LanguageAcquisition?", ML workshop, 1988.[discussed on Oct. 2, 1992]St. John, Mark F.: "The Story Gestalt: {A} Model of Knowledge-IntensiveProcesses in Text Comprehension", Cog. Sc. 1992, vol. 16, pp 271-276[discussed on Oct. 2, 1992]St. John, Mark F.: "Learning Language in the Service of a Task",Cog. Sc. 1992, pp 271-276[discussed on Oct. 16, 1992]Hobbs, Jerry,  "Resolving Pronoun References"from Lingua 1978, reprinted in Grosz et. al.,Readings in Natural Language Processing.[discussed on Oct. 16, 1992]Pan, Haihua  "Interpreting Intrasentential Anaphora"mss. 1992.[discussed on Oct. 30, 1992]Wolff, J. G. "Language Acquisition, data compression, and Generalization",Language and Communication, 2, 1982.[discussed on Nov. 13, 1992]Anderson, "A Theory of Language Acquisition based on GeneralLEarning Principles", IJCAI, 1981.[discussed on Dec. 11, 1992]Ling, Cherwenka and Marinov, "A General Symbolic Pattern Associator", <hardcopy><A NAME="1993">[discussed on Jan. 15, 1993]Ezra Black, John Lafferty, Salim Roukos, "Development and Evaluation of a Broad-Coverage Probabilistic Grammar of English-Language Computer Manuals"30th ACL Conf. 1992, pp.185-192[discussed on Jan. 29, 1993]J. Zelle, R. Mooney: "Learning Semantic Grammars withConstructive Inductive Logic Programming" [Submitted toAAAI '93][discussed on Feb. 12, 1993]P. Langley and J. Carbonell, "Language Acquisition and Machine Learning"   from the book, "Mechanisms of Language Acquisition", 1985[discussed on Feb. 26, 1993]Berwick, "Parsability and learnability"from the book, "Mechanisms of Language Acquisition", 1985[discussed on March 12, 1993]Schuetze, Hinrich, "Word Space", from book "Advances in Neural Information Processing Systems 5", ed. C. L. Giles, S. J. Hanson and J. D. Cowan, San Mateo CA: Morgan Kaufmann, 1993[discussed on March 26, 1993]Claire Cardie, "Learning to Disambiguate Relative Pronouns" AAAI-92[the following paper is virtually identical:]Claire Cardie, "Corpus-based Acquisition of Relative Pronoun Disambiguationheuristics" ACL-92[discussed on April 9, 1993]Gregers Koch, "Computational Logico-Semantic Induction", Natural Language Understandingand Logic Programming, II, 1988, pp. 107-133[discussed on May 21, 1993]Ulf Hermjakob, "Example Based Acquisition of Relevant Features and Grammar Learningfor Parsing and Machine Translation." (draft)[discussed on June 4, 1993]From the book, "Mechanisms of Language Acquisition", 1985 -   Bates B. and MacWhinney B., "Competition, Variation and Language Learning." (Note:        This is more lingusitic/cog sci, not a concrete model)[discussed on June 18, 1993]Donald Hindle and Mats Rooth, "Structural Ambiguity and Lexical Relations",Comp. Ling. March 1993[discussed on July 2, 1993]Kenneth. W. Church and Robert L. Mercer, "Introduction to the Special Issueon Computational Linguistics Using Large Corpora", Comp. Ling. March 1993[discussed on July 30, 1993]Rey-Long Liu, Von-Wun Soo, "An Empirical Study on Thematic Knowledge Acquisition Based on Syntactic Clues and Heuristics", ACL Proc. June '93, pp. 243 - 250[discussed on Aug. 13, 1993]Ted Briscoe and John Carroll, "Generalized Probabilistic LR Parsing of NaturalLanguage (Corpora) with Unification-Based Grammars", Comp. Ling. March 1993[discussed on Aug. 27, 1993]R. Weischedel, R. Schwarz, J. Palmucci, M. Meteer, L. Ramshaw: "Coping with Ambiguityand Unknown Words through Probabilistic Models", Computational Linguistics June 1993, pp. 359-382[discussed on Sept. 10, 1993]Shannon D. Moeser and Albert S. Bregman, "Imagery and Language Acquisition",Journal of Verbal Learning and Verbal Behaviour (JVLVB), 1973, vol. 12, pp. 91-98[related paper (but not discussed):]Shannon D. Moeser and Albert S. Bregman, "The Role of Reference in the Acquisition of a Miniature Artificial Language", Journal of Verbal Learning and Verbal Behaviour (JVLVB),1972, vol. 11, pp. 759-769[discussed on Sept. 24, 1993]Risto Miikkulainen: "Subsymbolic Case-role Analysis of Sentences with embeddedclauses", TR AI93-202, July 1993[discussed on Oct. 8, 1993]McMillan, Mozer and Smolensky, "Dynamic Conflict Resolution in a ConnectionistRule-Based System", IJCAI 93, pp1366-1371.[discussed on Oct. 8, 1993]Michael C. Mozer, Sreruupa Das, "A Connectionist Symbol Manipulator ThatDiscovers the Structure of Context-Free Languages", NIPS5, 1993, pp. 863-870[related paper (but not discussed):]Learning to recognize regular strings from positive and negative examples.@InProceedings{WatrousKuhn:NIPS4,  author =      "Watrous, Raymond L. and Kuhn, Gary M.",  title =       "Induction of Finite-State Automata Using                 Second-Order Recurrent Networks",  booktitle =   "Advances in Neural Information Processing Systems 4",  year =        1992,  editor =      "Moody, J. E. and Hanson, S. J. and Lippman, R. P.",  pages =       "309--316",  publisher =   "Morgan Kaufmann Publishers",  address =     "San Mateo, California",}[related paper (but not discussed):]Similar to the above, but now they also extract the grammar from thenetwork.@InProceedings{Giles:NIPS4,  author =      "Giles, C. L. and Miller, C. B. and Chen, D. and Sun,                 G. Z. and Chen, H. H. and Lee, Y. C.",  title =       "Extracting and Learning an Unknown Grammar with                 Recurrent Neural Networks",  booktitle =   "Advances in Neural Information Processing Systems 4",  year =        1992,  editor =      "Moody, J. E. and Hanson, S. J. and Lippman, R. P.",  pages =       "317--324",  publisher =   "Morgan Kaufmann Publishers",  address =     "San Mateo, California",}[related paper (but not discussed):]This one looks like a pretty complete (35 pages) presentation oftheir external stack idea. Maybe be more interesting as a NN techniquethan language learning. We'll read it in my NN meeting this Friday; ifit turns out interesting language-acquisition-wise, I'll let you know.@TechReport{sun:pushdown,  author =      "G.Z. Sun and C.L. Giles and H.H. Chen and Y.C. Lee",  title =       "The Neural Network Pushdown Automaton: {M}odel, Stack                 and Learning Simulations",  institution = "Department of Computer Science, University of                 Maryland",  year =        "1993",  number =      "UMIACS-TR-93-77",  address =     "College Park, MD"}[related paper (but not discussed):]Looks like a shorter version of the above. Perhaps more appropriate tothis crowd.@InProceedings{das:contextfree,  author =      "Sreerupa Das and C. Lee Giles and Guo-Zheng Sun",  title =       "Learning Context-free Grammars: {C}apabilities and                 Limitations of a Recurrent Neural Network with an                 External Stack Memory",  booktitle =   COGSCI-92,  year =        "1992",  publisher =   LEA,  address =     LEA-ADDR}[discussed on Oct. 22, 1993]Brill, E. "Automatic Grammar Induction and Parsing Free Text: ATransformation-Based Approach", ACL 93, pp. 259-265[discussed on Oct. 22, 1993]Black, Jelinek, et al. "Towards History-Based Grammars: Using Richer Modelsfor Probability-based Parsing", ACL 93, pp. 31-37.[discussed on Nov. 5, 1993]@InCollection{jain:generalization,  author =      "Ajay N. Jain",  title =       "Generalization Performance in {PARSEC}---{A} Structured                 Connectionist Parsing Architecture",  booktitle =   NIPS4,  publisher =   KAUF,  editor =      "John E. Moody and Stephen J. Hanson and Richard P.                 Lippmann",  year =        "1992",  pages =       "209--216",  address =     KAUF-ADDR}[discussed on Nov. 19, 1993]Pereira, F. and Schabes, Y. "Inside-Outside reestimation from partiallybracketed corpora.  ACL 1992, 128-135.[discussed on Dec. 3, 1993]Langley, "Language acquisition through error recovery", Cognition andBrain Theory, 5, 1982.<A NAME="1994">[discussed on Jan. 14, 1994]Building a Large Annotated Corpus of English: The Penn Treebank,Marcus, Marcinkiewicz, and Santorini, Comp Ling, 19,2.[discussed on Jan. 28, 1994]Nancy Chindor, Lynette Hirschman, David D. Lewis:"Evaluating Message Understanding Systems: An analysis of the ThirdMessage Understanding Conference (MUC-3)", Comp. Ling. Sept 1993[discussed on Feb. 11, 1994]Eve V. Clark: "Meanings and Concepts", chapter 12 of book "Cognitive Development",vol. 3 of series "Handbook of Child Psychology", pp. 787-840, Wiley 1983[discussed on Feb. 25, 1994]Derek Bickerton: "The Language Bioprogram Hypothesis", BBS (journal) 1984,vol.7, pp. 173-221[Risto: He makes a strong case for the innateness of certain linguistic        principles, based on studies on pidgin and creole languages][discussed on Mar. 11, 1994]Lin and Soo, "Augmenting and Efficiently utilizing Domain Theoryin Explanation-Based Natural Language Acquisition", ML92.

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