A maximum entropy approach to natural language processing
Computational Linguistics
New Methods in Automatic Extracting
Journal of the ACM (JACM)
Advances in Automatic Text Summarization
Advances in Automatic Text Summarization
Automatic summarization of open-domain multiparty dialogues in diverse genres
Computational Linguistics - Summarization
Conditional Random Fields: Probabilistic Models for Segmenting and Labeling Sequence Data
ICML '01 Proceedings of the Eighteenth International Conference on Machine Learning
Maximum Entropy Markov Models for Information Extraction and Segmentation
ICML '00 Proceedings of the Seventeenth International Conference on Machine Learning
Multi-paragraph segmentation of expository text
ACL '94 Proceedings of the 32nd annual meeting on Association for Computational Linguistics
Shallow parsing with conditional random fields
NAACL '03 Proceedings of the 2003 Conference of the North American Chapter of the Association for Computational Linguistics on Human Language Technology - Volume 1
ACL '04 Proceedings of the 42nd Annual Meeting on Association for Computational Linguistics
Digesting virtual "geek" culture: the summarization of technical internet relay chats
ACL '05 Proceedings of the 43rd Annual Meeting on Association for Computational Linguistics
Incorporating non-local information into information extraction systems by Gibbs sampling
ACL '05 Proceedings of the 43rd Annual Meeting on Association for Computational Linguistics
Detection of question-answer pairs in email conversations
COLING '04 Proceedings of the 20th international conference on Computational Linguistics
HLT-NAACL-Short '04 Proceedings of HLT-NAACL 2004: Short Papers
Extractive spoken document summarization for information retrieval
Pattern Recognition Letters
Detecting Action Items in Meetings
MLMI '08 Proceedings of the 5th international workshop on Machine Learning for Multimodal Interaction
Meta Comments for Summarizing Meeting Speech
MLMI '08 Proceedings of the 5th international workshop on Machine Learning for Multimodal Interaction
Fusion of Gene Regulatory and Protein Interaction Networks Using Skip-Chain Models
PRIB '08 Proceedings of the Third IAPR International Conference on Pattern Recognition in Bioinformatics
Correlation between ROUGE and human evaluation of extractive meeting summaries
HLT-Short '08 Proceedings of the 46th Annual Meeting of the Association for Computational Linguistics on Human Language Technologies: Short Papers
Extrinsic summarization evaluation: A decision audit task
ACM Transactions on Speech and Language Processing (TSLP)
Summarizing spoken and written conversations
EMNLP '08 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Automatic segmentation and summarization of meeting speech
NAACL-Demonstrations '07 Proceedings of Human Language Technologies: The Annual Conference of the North American Chapter of the Association for Computational Linguistics: Demonstrations
What are meeting summaries?: an analysis of human extractive summaries in meeting corpus
SIGdial '08 Proceedings of the 9th SIGdial Workshop on Discourse and Dialogue
From extractive to abstractive meeting summaries: can it be done by sentence compression?
ACLShort '09 Proceedings of the ACL-IJCNLP 2009 Conference Short Papers
EMNLP '09 Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 2 - Volume 2
Detecting the noteworthiness of utterances in human meetings
SIGDIAL '09 Proceedings of the SIGDIAL 2009 Conference: The 10th Annual Meeting of the Special Interest Group on Discourse and Dialogue
Improving supervised learning for meeting summarization using sampling and regression
Computer Speech and Language
Exploring correlation between ROUGE and human evaluation on meeting summaries
IEEE Transactions on Audio, Speech, and Language Processing
Building gene networks with time-delayed regulations
Pattern Recognition Letters
Interpretation and transformation for abstracting conversations
HLT '10 Human Language Technologies: The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics
A risk minimization framework for extractive speech summarization
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
CSLDAMT '10 Proceedings of the NAACL HLT 2010 Workshop on Creating Speech and Language Data with Amazon's Mechanical Turk
Recognizing biomedical named entities using skip-chain conditional random fields
BioNLP '10 Proceedings of the 2010 Workshop on Biomedical Natural Language Processing
Domain adaptation to summarize human conversations
DANLP 2010 Proceedings of the 2010 Workshop on Domain Adaptation for Natural Language Processing
Visual structured summaries of human conversations
Proceedings of the first international workshop on Intelligent visual interfaces for text analysis
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Tutorial Abstracts of ACL 2011
Summarizing decisions in spoken meetings
WASDGML '11 Proceedings of the Workshop on Automatic Summarization for Different Genres, Media, and Languages
Faster Algorithms for Max-Product Message-Passing
The Journal of Machine Learning Research
Why is "SXSW" trending?: exploring multiple text sources for Twitter topic summarization
LSM '11 Proceedings of the Workshop on Languages in Social Media
Joint inference of named entity recognition and normalization for tweets
ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers - Volume 1
Community answer summarization for multi-sentence question with group L1 regularization
ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers - Volume 1
An assessment of the accuracy of automatic evaluation in summarization
Proceedings of Workshop on Evaluation Metrics and System Comparison for Automatic Summarization
Unsupervised topic modeling approaches to decision summarization in spoken meetings
SIGDIAL '12 Proceedings of the 13th Annual Meeting of the Special Interest Group on Discourse and Dialogue
Focused meeting summarization via unsupervised relation extraction
SIGDIAL '12 Proceedings of the 13th Annual Meeting of the Special Interest Group on Discourse and Dialogue
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We describe a probabilistic approach to content selection for meeting summarization. We use skipchain Conditional Random Fields (CRF) to model non-local pragmatic dependencies between paired utterances such as Question-Answer that typically appear together in summaries, and show that these models outperform linear-chain CRFs and Bayesian models in the task. We also discuss different approaches for ranking all utterances in a sequence using CRFs. Our best performing system achieves 91.3% of human performance when evaluated with the Pyramid evaluation metric, which represents a 3.9% absolute increase compared to our most competitive non-sequential classifier.