(This list is no longer maintained)
| Extraction type | Generation type | Title | Authors | Date | Institution | Corpus | Evaluation Metric |
| Machine Learning features cue phrase location sentence length thematic word title |
null | Sentence extraction as a classification task | Teufel Moens |
1997 | Edinburgh | Self-collected computational linguistics papers |
precision recall |
| Sentence extraction and rhetorical classification for flexible abstracts | Teufel Moens |
1998 | Edinburgh | ||||
| Stats-TFLF with POS in aligning text spans | null | Generating Extraction-Based Summaries from Hand-Written Summaries by Aligning Text Spans | Banko Mittal Kantrowitz Goldstein |
1999 | Just Research CMU |
Self Collected news from Reuters and LA Times |
null |
| Summarizing Text Documents: Sentence Selection and Evaluation Metrics | Goldstein Kantrowitz Mittal Carbonell |
1999 | Just Research CMU |
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| Statistical Models | null | Ultra-Summarization: A Statistical Approach to Generating Highly Condensed Non-extractive Summaries | Witbrock Mittal |
1999 | Lycos Just Research |
Reuters news-wire articles and Associated Press (in LDC) | |
| Statistical Models noisy channel Probabilistic Context-free Grammar score Decision-based model (Shift-Reduce-drop) |
null | Statistics-Based Summarization -- Step One: Sentence Compression | Knight Marcu |
2000 | USC: ISI | Ziff-Davis corpus | T-test |
| Robust Automated Topic Identification, PhD Thesis | Lin | 1997 | USC: ISI | ||||
| Automated Text Summarization in SUMMARIST | Hovy Lin |
1997 | USC: ISI | ||||
| Identifying Topics by Position | Lin | 1997 | USC: ISI | ||||
| An Architecture for Aggregation in Text Generation | Shaw McKeown |
1997 | Columbia Univ. | ||||
| Hidden Markov Model Viterbi Algorithm |
The Decomposition of Human-Written Summary Sentences | Jing McKeown |
1999 | Columbia Univ. | Ziff-Davis | Precision-recall | |
| Identifying Themes: Features: Cohen's Machine Learning Alg for classifierdecision |
Content choosing: Collins parser on themes Dependency Grammar Representation Generation: |
Towards Multidocument Summarization by Reformulation: Progress and Prospects | McKeown Klavans Hatzivassiloglou Barzilay Eskin |
1999 | Columbia Univ Ben Gurion Univ |
Topic Detection and Tracking (TDT) | not available |
| Information Fusion in the Context of Multi-Document Summarization | Barzilay McKeown Elhadad |
1999 | Columbia Univ Ben Gurion Univ. |
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| Resources for the Evaluation of Summarization Techniques | Klavans McKeown Kan Lee |
1998 | Columbia Univ. | ||||
| Information Extraction and Summarization: Domain Independence through Focus Types | Kan McKeown |
???? | Columbia Univ. | ||||
| n/a | n/a | Summarization Evaluation Methods: Experiments and Analysis | Jing Barzilay Mckeown Elhadad |
1998 | Columbia Univ. Ben Gurion Univ. |
TREC collection computer terrorism hypnosis nuclear treaties |
precision-recall |
| Lexical Chains WordNet |
Using Lexical Chains for Text Summarization | Barzilay Elhadad | 1997 | Ben Hurion University, Israel | self-collected 30 random popular magazine aticles |
Cochrans test | |
| Summarization of Multiple Documents Clustering Sentence Extraction and Evaluation | Radev Jing Budzikowska |
2000 | Columbia Univ. | ||||
| Language Reuse and Regeneration: Generating Natural Language Summaries from Multiple On-Line Sources, PhD thesis | Radev | 1999 | Columbia Univ. | ||||
| Generating Summaries of Multiple News Articles | Radev McKeown |
1998 | Columbia Univ. | ||||
| MUC templates | Schemas | Generating Natural Language Summaries from Multiple On-Line Sources | Radev McKeown |
1998 | Columbia Univ. | DARPA MUC | SUMMONS |
| An Architecture for distributed Natural Language Summarization | Radev | 1996 | Columbia Univ. | ||||
| A Trainable Document Summarizer | Kupiec Pedersen Chen |
1995 | Xerox Parc | ||||
| Genetic Algorithms C4.5 |
null | Learning Algorithms | Turney | 2000 | Tetranet | ||
| n/a | n/a | SUMMAC TIPSTER final report | Inderjeet Mani David House Gary Klein Lynette Hirschman Leo Orbrst Therese Firmin Michael Chrzanowski Beth Sunheim |
1998 | NIST |