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Information Fusion in the Context of Multi-Document Summarization

Information Fusion in the Context of Multi-Document Summarization,Regina Barzilay,Kathleen R. Mckeown,Michael Elhadad

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Information Fusion in the Context of Multi-Document Summarization (Citations: 150)


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We present a method to automatically generate a concise summary by identifying and synthe- sizing similar elements across related text from a set of multiple documents. Our approach is unique in its usage of language generation to reformulate the wording of the summary.

Conference: Meeting of the Association for Computational Linguistics - ACL , 1999

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- ...Dutch. The starting point was the sentence fusion model proposed by Barzilay et al (1999); Barzilay (2003), and further extended by Barzilay and McKeown (2005), in which dependency analyses of pairs of sentences are first aligned, after which the aligned parts (representing the common information) are fused...
Wauter Bosma, et al. Text-to-Text Generation for Question Answering
- ...The authors of [12] propose to identify shared phrases in a set of similar sentences...
Leonhard Hennig, et al. Identifying Sentence-Level Semantic Content Units with Topic Models
- ...As a text-to-text approach, our application of statistical generation is more similar to work on sentence fusion [5], a sub-problem in multi-document summarisation (see also [4] (this volume), [17], and [23] (this volume))...
Stephen Wan, et al. Spanning Tree Approaches for Statistical Sentence Generation
- ...These include statistical [10], analytical [11], information retrieval [12] and information fusion [13] approaches...
Antonella Carbonaro, et al. Improving Web Search and Navigation Using Summarization Process
- ...These include statistical [8], analytical [9], information retrieval [10] and information fusion [11] approaches...
Antonella Carbonaro. Towards an Automatic Forum Summarization to Support Tutoring

References (17)

Expansion of Multi-Word Terms for Indexing and Retrieval Using Morphology and Syntax (Citations: 47)

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Conference: Meeting of the Association for Computational Linguistics - ACL , pp. 24-31, 1997

Towards Multidocument Summarization by Reformulation: Progress and Prospects (Citations: 109)

, , , ,

Conference: National Conference on Artificial Intelligence - AAAI , pp. 453-460, 1999

Generating Natural Language Summaries from Multiple On-Line Sources (Citations: 215)

Journal: Computational Linguistics - COLI , vol. 24, no. 3, pp. 469-500, 1998

Reluctant Paraphrase: Textual Restructuring under an Optimisation Model (Citations: 4)

Journal: Computing Research Repository - CORR , vol. cmp-lg/970, 1997

Using Argumentation to Control Lexical Choice: A Functional Unification Implementation (Citations: 100)

Published in 1993.

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Citations (150)

Text-to-Text Generation for Question Answering (Citations: 1)

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Published in 2011.

Summarizing text by ranking text units according to shallow linguistic features

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Published in 2011.

Semantic Analysis and Organization of Spoken Documents Based on Parameters Derived From Latent Topics

Journal: IEEE Transactions on Audio, Speech & Language Processing - TASLP , vol. 19, no. 7, pp. 1875-1889, 2011

Using topic themes for multi-document summarization (Citations: 1)

Journal: ACM Transactions on Information Systems - TOIS , vol. 28, no. 3, pp. 1-47, 2010

Identifying Sentence-Level Semantic Content Units with Topic Models