Applying NLP to IR: Why and How

This paper examines some limitations of traditional information retrieval (IR) systems which set out the motivations for applying natural language processing (NLP) techniques to IR. The focus here is on applying NLP to morphological issues. Criticisms, suggestions, and new ideas are presented.

[1]  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.

[2]  Christopher J. Fox,et al.  A stop list for general text , 1989, SIGF.

[3]  Hang Li,et al.  Document Classification Using a Finite Mixture Model , 1997, ACL.

[4]  J. Aitchison Words in the Mind: An Introduction to the Mental Lexicon , 1987 .

[5]  W. Bruce Croft,et al.  Query expansion using local and global document analysis , 1996, SIGIR '96.

[6]  Robert Krovetz Viewing morphology as an inference process , 2000, Artif. Intell..

[7]  James J. Jenkins,et al.  THE 1952 MINNESOTA WORD ASSOCIATION NORMS , 1970 .

[8]  Alan F. Smeaton,et al.  Progress in the Application of Natural Language Processing to Information Retrieval Tasks , 1992, Comput. J..

[9]  Brian C. O'Connor,et al.  Language and representation in information retrieval , 1993 .

[10]  Lisa F. Rau,et al.  NL ∩ IR: Natural language for information retrieval , 1989, Int. J. Intell. Syst..

[11]  Chris D. Paice,et al.  Constructing literature abstracts by computer: Techniques and prospects , 1990, Inf. Process. Manag..

[12]  Mark Sanderson,et al.  Word sense disambiguation and information retrieval , 1994, SIGIR '94.

[13]  Tomek Strzalkowski,et al.  Natural Language Information Retrieval: TREC-8 Report , 1994, TREC.

[14]  L. R. Rasmussen,et al.  In information retrieval: data structures and algorithms , 1992 .

[15]  M. Sanderson,et al.  Sense resolution properties of logical imaging , 1995 .

[16]  Tomek Strzalkowski Natural Language Information Retrieval , 1995, Inf. Process. Manag..

[17]  W. Bruce Croft,et al.  Lexical ambiguity and information retrieval , 1992, TOIS.

[18]  Alexander Dekhtyar,et al.  Information Retrieval , 2018, Lecture Notes in Computer Science.

[19]  Karla Jennings,et al.  The Devouring Fungus: Tales of the Computer Age , 1990 .

[20]  Gerard Salton,et al.  Improving retrieval performance by relevance feedback , 1997, J. Am. Soc. Inf. Sci..

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