The discourse-level structure of empirical abstracts: an exploratory study
Information Processing and Management: an International Journal
A trainable document summarizer
SIGIR '95 Proceedings of the 18th annual international ACM SIGIR conference on Research and development in information retrieval
New Methods in Automatic Extracting
Journal of the ACM (JACM)
Data mining: practical machine learning tools and techniques with Java implementations
Data mining: practical machine learning tools and techniques with Java implementations
SimSum: an empirically founded simulation of summarizing
Information Processing and Management: an International Journal
Summarizing scientific articles: experiments with relevance and rhetorical status
Computational Linguistics - Summarization
Generating indicative-informative summaries with sumUM
Computational Linguistics - Summarization
Text Categorization with Suport Vector Machines: Learning with Many Relevant Features
ECML '98 Proceedings of the 10th European Conference on Machine Learning
Statistics-Based Summarization - Step One: Sentence Compression
Proceedings of the Seventeenth National Conference on Artificial Intelligence and Twelfth Conference on Innovative Applications of Artificial Intelligence
The rhetorical parsing, summarization, and generation of natural language texts
The rhetorical parsing, summarization, and generation of natural language texts
The rhetorical parsing, summarization, and generation of natural language texts
The rhetorical parsing, summarization, and generation of natural language texts
Cut and paste based text summarization
NAACL 2000 Proceedings of the 1st North American chapter of the Association for Computational Linguistics conference
Identifying topics by position
ANLC '97 Proceedings of the fifth conference on Applied natural language processing
Probabilistic text structuring: experiments with sentence ordering
ACL '03 Proceedings of the 41st Annual Meeting on Association for Computational Linguistics - Volume 1
Headline generation based on statistical translation
ACL '00 Proceedings of the 38th Annual Meeting on Association for Computational Linguistics
Abstractive headline generation using WIDL-expressions
Information Processing and Management: an International Journal
Sentence compression beyond word deletion
COLING '08 Proceedings of the 22nd International Conference on Computational Linguistics - Volume 1
Automatic evaluation of linguistic quality in multi-document summarization
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
Inserting rhetorical predicates for quasi-abstractive summarization
RIAO '10 Adaptivity, Personalization and Fusion of Heterogeneous Information
Learning predicate insertion rules for document abstracting
CICLing'11 Proceedings of the 12th international conference on Computational linguistics and intelligent text processing - Volume Part II
COMPENDIUM: a text summarization system for generating abstracts of research papers
NLDB'11 Proceedings of the 16th international conference on Natural language processing and information systems
Text summarisation in progress: a literature review
Artificial Intelligence Review
Editorial: COMPENDIUM: A text summarization system for generating abstracts of research papers
Data & Knowledge Engineering
| Hi-index | 0.00 |
We investigate the problem of generating the structure of short domain independent abstracts. We apply a supervised machine learning approach trained over a set of abstracts collected from abstracting services and automatically annotated with a text analysis tool. We design a set of features for learning inspired from past research in content selection, information ordering, and rhetorical analysis for training an algorithm which then predicts the discourse structure of unseen abstracts. The proposed approach to the problem which combines local and contextual features is able to predict the local structure of the abstracts in just over 60% of the cases.