Anaphora Resolution: Algorithms, Resources, and Applications by Massimo Poesio, Roland Stuckardt, Yannick Versley

By Massimo Poesio, Roland Stuckardt, Yannick Versley

This booklet lays out a direction major from the linguistic and cognitive fundamentals, to classical rule-based and computing device studying algorithms, to today’s state of the art methods, which use complex empirically grounded thoughts, computerized wisdom acquisition, and subtle linguistic modeling to make a true distinction in real-world functions. Anaphora and coreference answer either discuss with the method of linking textual words (and, hence, the knowledge hooked up to them) inside of in addition to throughout sentence limitations, and to a similar discourse referent.

The e-book bargains an outline of modern learn advances, concentrating on sensible, operational ways and their functions. partly I (Background), it presents a common creation, which succinctly summarizes the linguistic, cognitive, and computational foundations of anaphora processing and the foremost classical rule- and machine-learning-based anaphora solution algorithms. Acknowledging the critical significance of shared assets, half II (Resources) covers annotated corpora, formal assessment, preprocessing know-how, and off-the-shelf anaphora answer structures. half III (Algorithms) offers an intensive description of state of the art anaphora answer algorithms, masking improved laptop studying equipment in addition to options for achieving vital subtasks reminiscent of point out detection and acquisition of correct wisdom. half IV (Applications) offers with a variety of vital anaphora and coreference solution purposes, discussing specific situations in different domain names and distilling a best-practice version for systematically imminent new program instances. within the concluding half V (Outlook), in accordance with a survey carried out one of the contributing authors, the clients of the study box of anaphora processing are mentioned, and promising new components of interdisciplinary cooperation and rising program eventualities are identified.

Given the book’s layout, it may be used either as an accompanying textual content for complicated lectures in computational linguistics, ordinary language engineering, and computing device technological know-how, and as a reference paintings for examine and autonomous examine. It addresses an viewers that incorporates educational researchers, collage academics, postgraduate scholars, complex undergraduate scholars, business researchers, and software program engineers.

Show description

Read Online or Download Anaphora Resolution: Algorithms, Resources, and Applications PDF

Similar ai & machine learning books

The mathematics of generalization : the proceedings of the SFI/CNLS Workshop on Formal Approaches to Supervised Learning

This quantity grew out of a workshop designed to assemble researchers from assorted fields and contains contributions from employees in Bayesian research, desktop studying, neural nets, PAC and VC conception, classical sampling thought data and the statistical physics of studying. The contributions current a bird's-eye view of the topic.

The acquisition of syntactic knowledge

This landmark paintings in computational linguistics is of significant significance either theoretically and virtually since it exhibits that a lot of English grammar will be discovered by way of an easy software. the purchase of Syntactic wisdom investigates the valuable questions of human and computing device cognition: How do humans study language?

Biomedical Natural Language Processing

Biomedical normal Language Processing is a entire travel throughout the vintage and present paintings within the box. It discusses all topics from either a rule-based and a laptop studying method, and likewise describes each one topic from the point of view of either organic technological know-how and scientific drugs. The meant viewers is readers who have already got a heritage in typical language processing, yet a transparent advent makes it available to readers from the fields of bioinformatics and computational biology, besides.

Extra info for Anaphora Resolution: Algorithms, Resources, and Applications

Example text

X3 ; x4 /; x3 D K1  Little or no work has been done within statistical approaches to anaphora resolution on creating plural objects out of singular mentions as antecedents of plural anaphors. Some research on reference to events has been carried out after the creation of the OntoNotes corpus. , Garnham, and Sanford and Garrod, among others [11, 37, 121]. Such models are assumed to encode the results of rich inference and to be more distant from language than the models usually assumed in computational and theoretical linguistics.

As we said, in this book we will primarily be concerned with these expressions and this characterization of the interpretation problem. However, quite a lot of other terms are used in the literature and there is a great degree of confusion about their use, so a few remarks on these issues are in order. First of all, note that this use of the term ‘anaphoric’—although, we would argue, the most common in linguistics—is not the only use of the term. , between expressions rather than with respect to discourse entities)—indeed, this seems to be the use of the term in the well-known [29].

Understanding Natural Language. Academic, New York/Edinburgh University Press, Edinburgh (1972) 39. : The lunar sciences natural language information system: final report. Bolt Beranek and Newman, Cambridge (1972) Part I Background Linguistic and Cognitive Evidence About Anaphora Massimo Poesio Abstract Linguistics and psychology provide us with a theoretical analysis of what anaphoric expressions mean, and evidence about how their interpretation is recovered in context—in particular, which information is used.

Download PDF sample

Rated 4.75 of 5 – based on 46 votes