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Merlo, P. and Stevenson, S., ed. (2002). The Lexical Basis of Sentence Processing: Formal, Computational and Experimental Issues. John Benjamins, hardback ISBN 1588111563 (US) 9027249873 (EUR), viii + 363pp, USD 100.00 / EUR 110.00, Natural Language Processing Volume 4. Book Announcement on Linguist: http://linguistlist.org/get-book.html?BookID=4191 Carrie Ankerstein, Department of Human Communication Sciences, University of Sheffield, England. OVERVIEW This book contains a selection of the papers given by participants of the 11th Annual CUNY Conference on Human Sentence Processing, March 1998 entitled ''The Lexical Basis of Sentence Processing: Formal and Computational Issues''. The primary motivation of the conference was to gain a deeper understanding of the lexicon and its impact on processing by elaborating on the structure and probabilistic content of lexical representations, which together have an influence on sentence processing. The multi-disciplinary nature of the conference is reflected in the resulting collection of papers, including perspectives from psycholinguistics, computational and theoretical linguistics. SYNOPSIS The body of the book is divided into 15 chapters, which are organized into three parts. Part I outlines the fundamental issues surrounding the lexicon and sentence processing, the relationship between syntax and the lexicon are discussed in Part II and in Part III the details of lexical entries are explored. The introductory chapter by editors Suzanne Stevenson and Paola Merlo entitled ''Words, numbers and all that: the lexicon in sentence understanding'' is intended to assimilate the various viewpoints of the disciplines contributing to the volume. They give an introduction to the research that has been done in various fields on sentence processing. They also outline and draw similarities between the following chapters and discuss a lot of the issues that pervade this area of research. Part I: Fundamental Issues Chapter 2: ''The lexicon in Optimality Theory'' by Joan Bresnan. In Optimality Theory (OT) the lexicon is the result of syntactic variation. She discusses the dependency of the content of the lexicon on syntax with the example of dialect variation in the inversion of the copula in negation, e.g. aren't I vs. *I aren't (Standard English) and Amn't I vs. *I amn't (Scots), arguing that this arises not out of a simple lexical preference, but derives from the grammatical properties of the dialect. Chapter 3: ''Optimality-theoretic Lexical Functional Grammar'' by Mark Johnson. This chapter discusses the impact of OT on the ''classical'' Lexical Functional Grammar and focuses on the relevance of Bresnan's proposal for sentence processing. The discussion of linguistic universals and markedness in terms of optimalisation fits well with the probabilistic language models of computational linguistics. Chapter 4: ''The lexicon and the laundromat'' by Jerry Fodor. Fodor discusses the content of the lexicon: ''nothing belongs to a lexical entry for a lexical item except what that item contributes to the grammatical representation of its hosts''. His discussion of the lexicon is guided by two principles: compositionality and reverse compositionality. Fodor discusses the impact of compositionality on frequency: frequency information, for example, cannot be a property of a lexical entry because that would violate reverse compositionality which states: the grammar of the constituents is exhausted by what they contribute to the context. Chapter 5: ''Semantics in the spin cycle: competence and performance criteria for the creation of lexical entries'' by Amy Weinberg. Weinberg's chapter reflects on Fodor's reverse compositionality criterion and the apparent conflict with probabilistic models of language processing, which by nature are based on frequency. Chapter 6: ''Connectionist and symbolist sentence processing'' by Mark Steedman. Connectionist models have been built to successfully simulate syntactic parsing. Steedman argues that the relevance of connectionist models in language processing lies in their predictive approach to processing, thus putting emphasis again on frequency of associations in the lexicon. Part II: Division of labour between syntax and the lexicon Chapter 7: ''A computational model of the grammatical aspects of word recognition as supertagging'' by Albert E. Kim, Bangalore Srinivas and John C. Trueswell. In their chapter, Kim et al. discuss a model for disambiguation based on a constraint-based theory of sentence processing and argue that much of the syntactic ambiguity of language can be understood as lexical ambiguity, which is resolved during word recognition. Chapter 8: ''Incrementality and the lexicon'' by Vincenzo Lombardo and Patrick Sturt. Lombardo and Sturt's chapter discusses some of the consequences of strong incremental parsing. If parsing is incremental, the parser needs to be able to integrate a new word into the structure via a connection path, thus syntactic structure is created through the links between the individual lexical items. Since the nodes of these links may not be fully analyzed, the projections may be headless projections. Lombardo and Sturt discuss two potential problems of headless projections in connection paths: what knowledge is needed beyond traditional lexical projection and what is the extent of headless projections in the connection paths. Chapter 9: ''Modular architectures and statistical mechanisms: the case from lexical category disambiguation'' by Matthew W. Crocker and Steffan Corley. In their paper, Crocker and Corley review a modular, statistical model of human lexical category disambiguation (Corley and Crocker 2000). Lexical frequency is an important factor in their model, but unlike Kim et al. they argue that lexical and syntactic processing are separate processes. They present empirical evidence to support this. Chapter 10: ''Encoding and storage in working memory during sentence comprehension'' by Laurie A. Stowe, Rienk G. Withaar, Albertus A. Wijers, Cees A.J. Broere and Anne M.J. Paans. Stowe et al. present brain imaging studies that show the importance of three different areas in sentence processing. More specifically, there are different areas of activation for the encoding of lexical information, storage of lexical and phrasal information in memory, and the processing of the syntactic structures, thus suggesting different areas for storage and processing. They discuss the complex relation between the lexicon and syntax in this regard and the impact of these findings on models of sentence processing. Chapter 11: ''The time course of information integration in sentence processing'' by Michael J. Spivey, Stanka A. Fitneva, Whitney Tabor and Sameer Ajmani. Spivey et al. challenge previous papers in Part II and argue for an interactive non-modular constraint-based model of sentence processing. Part III: Details of lexical entries Chapter 12: ''The lexical source of unexpressed participants and their role in sentence and discourse understanding'' by Gail Mauner, Jean-Pierre Koenig, Alissa Melinger and Breton Bienvenue. Mauner et al. discuss the role of syntax in the lexicon regarding the content of lexical entries. Supported with evidence from experiments involving the processing of agentless passives, they explore the idea that unexpressed arguments are used in sentence processing immediately at the verb as part of the argument structure of the verb. Chapter 13: ''Reduced relatives judged hard require constraint-based analyses'' by Hana Filip, Michael K. Tanenhaus, Gregory N. Carlson, Paul D. Allopenna and Joshua Blatt. Filip et al. further explore the idea that the processing difficulty that arises in reduced relative clauses is a result of the inherent lexical semantic class of the verbs used as passive participles in reduced relatives. They claim that the semantic variables play a much greater role in the differences than syntactic complexity. Chapter 14: ''Predicting thematic role assignments in context'' by Gerry T.M. Altmann. Similar to the previous chapter, Altmann also develops a proposal that involves finer-grained semantic information to define thematic roles with an emphasis on probabilistic use of this information. Altmann presents experimental data in support of this and discusses the implications within a connectionist framework. Chapter 15: ''Lexical semantics as a basis for argument structure frequency biases'' by Vered Argaman and Neal J. Pearlmutter. Argaman and Pearlmutter extend the lexical semantic theories of argument structure of Pinker (1989) and Levin (1993) and propose that differences in argument structure biases are a function of semantics. They present survey and corpus data in support of this. They conclude with some further directions for the study of frequency effects in language processing. Chapter 16: ''Verb sense and verb subcategorization probabilities'' by Douglas Roland and Daniel Jurafsky. Roland and Jurafsky argue for the ''Lemma Argument Probability hypothesis; a proposal that a separate set of subcategorization probabilities found are associated with each sense of a word in the mental lexicon''. They provide corpus data to support this proposal for verbs, but argue that this is also the case for adjectives and nouns. Their findings converge with those of Argaman and Pearlmutter. CONCLUSIONS This volume provides a well-rounded and fair discussion of the issues at hand - i.e. there is no bias for one side or the other, e.g. regarding the relationship between syntax and the lexicon or the structure and content of the lexicon. There are good links between chapters - the chapters in each section generally acknowledge each other and integrate the issues surrounding the lexicon discussed into the larger framework of processing, though this is more prevalent in Part I. This volume is probably not intended for beginners - some papers require a more advanced knowledge of linguistics, computational linguistics and psychology. Some of the papers may seem overwhelming in that they discuss similar issues, e.g. frequency in the lexicon, from different perspectives and with very different views, however, the introductory chapter by the editors should serve as a good tool to integrate the issues and the views presented in this volume. In general this is a fantastic discussion of issues in sentence processing such as: what is the relationship between the lexicon and syntax: does one constitute part of the other; are they separate processes; and what information does the lexicon contain. REFERENCES Corely, S. & Crocker, M. W. (2000). The Modular Statistical Hypothesis: Exploring Lexical Category Ambiguity. In: Crocker, Pickering & Clifton (Eds.) Architectures and Mechanisms for Language Processing, pp. 135-160. Cambridge University Press: Cambridge. Levin, B. (1993). English verb classes and alternations: a preliminary investigation. Chicago, IL: University of Chicago Press. Pinker, S. (1989). Learnability and Cognition: the acquisition of argument structure. Cambridge, MA: MIT Press. ABOUT THE REVIEWER Carrie Ankerstein is a PhD student in the department of Human Communication Sciences at the University of Sheffield, England. She has a Masters in Applied Linguistics from the University of Cambridge, England and a Bachelor's degree in German Linguistics from the University of Wisconsin-Madison, USA / University of Freiburg, Germany. Her research interests include the organization and representation of concepts in semantic memory and the relation of semantics and the lexicon in language processing.Mail to author|Respond to list|Read more issues|LINGUIST home page|Top of issue