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Extractive is not Faithful: An Investigation of Broad Unfaithfulness
  Problems in Extractive Summarization
v1v2 (latest)

Extractive is not Faithful: An Investigation of Broad Unfaithfulness Problems in Extractive Summarization

Annual Meeting of the Association for Computational Linguistics (ACL), 2022
8 September 2022
Shiyue Zhang
David Wan
Joey Tianyi Zhou
    HILM
ArXiv (abs)PDFHTMLGithub (17★)

Papers citing "Extractive is not Faithful: An Investigation of Broad Unfaithfulness Problems in Extractive Summarization"

29 / 29 papers shown
Improving Zero-shot Sentence Decontextualisation with Content Selection and Planning
Improving Zero-shot Sentence Decontextualisation with Content Selection and Planning
Zhenyun Deng
Yulong Chen
Andreas Vlachos
162
0
0
22 Sep 2025
StrucSum: Graph-Structured Reasoning for Long Document Extractive Summarization with LLMs
StrucSum: Graph-Structured Reasoning for Long Document Extractive Summarization with LLMs
Haohan Yuan
Sukhwa Hong
Haopeng Zhang
RALMReLMLRM
314
3
0
29 May 2025
Principled Content Selection to Generate Diverse and Personalized Multi-Document Summaries
Principled Content Selection to Generate Diverse and Personalized Multi-Document SummariesAnnual Meeting of the Association for Computational Linguistics (ACL), 2025
Vishakh Padmakumar
Zichao Wang
David Arbour
Jennifer Healey
248
1
0
28 May 2025
Context-Aware Hierarchical Merging for Long Document Summarization
Context-Aware Hierarchical Merging for Long Document SummarizationAnnual Meeting of the Association for Computational Linguistics (ACL), 2025
Litu Ou
Mirella Lapata
MoMe
1.1K
7
0
03 Feb 2025
CoPERLex: Content Planning with Event-based Representations for Legal Case Summarization
CoPERLex: Content Planning with Event-based Representations for Legal Case SummarizationNorth American Chapter of the Association for Computational Linguistics (NAACL), 2025
T. Y. S. S. Santosh
Youssef Farag
Matthias Grabmair
AILawELM
357
4
0
23 Jan 2025
SKETCH: Structured Knowledge Enhanced Text Comprehension for Holistic
  Retrieval
SKETCH: Structured Knowledge Enhanced Text Comprehension for Holistic Retrieval
Aakash Mahalingam
Vinesh Kumar Gande
Vasu Sharma
Vinija Jain
Divya Chaudhary
298
1
0
19 Dec 2024
PECAN: LLM-Guided Dynamic Progress Control with Attention-Guided Hierarchical Weighted Graph for Long-Document QA
PECAN: LLM-Guided Dynamic Progress Control with Attention-Guided Hierarchical Weighted Graph for Long-Document QAAnnual Meeting of the Association for Computational Linguistics (ACL), 2024
Xinyu Wang
Yanzheng Xiang
Lin Gui
Yulan He
437
2
0
07 Oct 2024
Applicability of Large Language Models and Generative Models for Legal
  Case Judgement Summarization
Applicability of Large Language Models and Generative Models for Legal Case Judgement Summarization
Aniket Deroy
Kripabandhu Ghosh
Saptarshi Ghosh
ELMAILaw
440
51
0
06 Jul 2024
Leveraging Discourse Structure for Extractive Meeting Summarization
Leveraging Discourse Structure for Extractive Meeting Summarization
Virgile Rennard
Guokan Shang
Michalis Vazirgiannis
Julie Hunter
388
3
0
17 May 2024
Unsupervised Extractive Dialogue Summarization in Hyperdimensional Space
Unsupervised Extractive Dialogue Summarization in Hyperdimensional SpaceIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2024
Seongmin Park
Kyungho Kim
Jaejin Seo
Jihwa Lee
274
0
0
16 May 2024
A Survey of Automatic Hallucination Evaluation on Natural Language Generation
A Survey of Automatic Hallucination Evaluation on Natural Language Generation
Siya Qi
Petr Slovak
Yulan He
Zheng Yuan
LRMHILM
450
1
0
18 Apr 2024
Beyond Borders: Investigating Cross-Jurisdiction Transfer in Legal Case
  Summarization
Beyond Borders: Investigating Cross-Jurisdiction Transfer in Legal Case Summarization
Santosh T.Y.S.S
Vatsal Venkatkrishna
Saptarshi Ghosh
Matthias Grabmair
ELM
289
9
0
28 Mar 2024
Merging Facts, Crafting Fallacies: Evaluating the Contradictory Nature
  of Aggregated Factual Claims in Long-Form Generations
Merging Facts, Crafting Fallacies: Evaluating the Contradictory Nature of Aggregated Factual Claims in Long-Form Generations
Cheng-Han Chiang
Hung-yi Lee
HILM
409
14
0
08 Feb 2024
RAPTOR: Recursive Abstractive Processing for Tree-Organized Retrieval
RAPTOR: Recursive Abstractive Processing for Tree-Organized Retrieval
Parth Sarthi
Salman Abdullah
Aditi Tuli
Shubh Khanna
Anna Goldie
Christopher D. Manning
RALM
610
405
0
31 Jan 2024
Incremental Extractive Opinion Summarization Using Cover Trees
Incremental Extractive Opinion Summarization Using Cover Trees
Somnath Basu Roy Chowdhury
Nicholas Monath
Kumar Avinava Dubey
Manzil Zaheer
Andrew McCallum
Amr Ahmed
Snigdha Chaturvedi
368
5
0
16 Jan 2024
DocFinQA: A Long-Context Financial Reasoning Dataset
DocFinQA: A Long-Context Financial Reasoning DatasetAnnual Meeting of the Association for Computational Linguistics (ACL), 2024
Varshini Reddy
Rik Koncel-Kedziorski
Viet Dac Lai
Michael Krumdick
Charles Lovering
Chris Tanner
RALM
579
56
0
12 Jan 2024
FREDSum: A Dialogue Summarization Corpus for French Political Debates
FREDSum: A Dialogue Summarization Corpus for French Political DebatesConference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Virgile Rennard
Guokan Shang
Damien Grari
Julie Hunter
Michalis Vazirgiannis
244
4
0
08 Dec 2023
SEMQA: Semi-Extractive Multi-Source Question Answering
SEMQA: Semi-Extractive Multi-Source Question Answering
Tal Schuster
Á. Lelkes
Haitian Sun
Jai Gupta
Jonathan Berant
W. Cohen
Donald Metzler
345
25
0
08 Nov 2023
RECOMP: Improving Retrieval-Augmented LMs with Compression and Selective
  Augmentation
RECOMP: Improving Retrieval-Augmented LMs with Compression and Selective Augmentation
Fangyuan Xu
Weijia Shi
Eunsol Choi
RALM
458
251
0
06 Oct 2023
STRONG -- Structure Controllable Legal Opinion Summary Generation
STRONG -- Structure Controllable Legal Opinion Summary GenerationInternational Joint Conference on Natural Language Processing (IJCNLP), 2023
Yang Zhong
Diane Litman
ELMAILaw
227
4
0
29 Sep 2023
Concise Answers to Complex Questions: Summarization of Long-form Answers
Concise Answers to Complex Questions: Summarization of Long-form AnswersAnnual Meeting of the Association for Computational Linguistics (ACL), 2023
Abhilash Potluri
Fangyuan Xu
Eunsol Choi
ELM
245
12
0
30 May 2023
An Investigation of Evaluation Metrics for Automated Medical Note
  Generation
An Investigation of Evaluation Metrics for Automated Medical Note Generation
Asma Ben Abacha
Wen-wai Yim
George Michalopoulos
Thomas Lin
260
27
0
27 May 2023
A Question Answering Framework for Decontextualizing User-facing
  Snippets from Scientific Documents
A Question Answering Framework for Decontextualizing User-facing Snippets from Scientific DocumentsConference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Benjamin Newman
Luca Soldaini
Raymond Fok
Arman Cohan
Kyle Lo
RALM
263
19
0
24 May 2023
It Takes Two to Tango: Navigating Conceptualizations of NLP Tasks and
  Measurements of Performance
It Takes Two to Tango: Navigating Conceptualizations of NLP Tasks and Measurements of PerformanceAnnual Meeting of the Association for Computational Linguistics (ACL), 2023
Arjun Subramonian
Xingdi Yuan
Hal Daumé
Su Lin Blodgett
264
25
0
15 May 2023
What are the Desired Characteristics of Calibration Sets? Identifying
  Correlates on Long Form Scientific Summarization
What are the Desired Characteristics of Calibration Sets? Identifying Correlates on Long Form Scientific SummarizationAnnual Meeting of the Association for Computational Linguistics (ACL), 2023
Griffin Adams
Bichlien H. Nguyen
Jake A. Smith
Ziheng Lu
Shufang Xie
Anna Ostropolets
Budhaditya Deb
Yuan Chen
Tristan Naumann
Noémie Elhadad
336
12
0
12 May 2023
A Meta-Evaluation of Faithfulness Metrics for Long-Form Hospital-Course
  Summarization
A Meta-Evaluation of Faithfulness Metrics for Long-Form Hospital-Course SummarizationMachine Learning in Health Care (MLHC), 2023
Griffin Adams
Jason Zucker
Noémie Elhadad
257
26
0
07 Mar 2023
Evaluating the Factual Consistency of Large Language Models Through News
  Summarization
Evaluating the Factual Consistency of Large Language Models Through News SummarizationAnnual Meeting of the Association for Computational Linguistics (ACL), 2022
Derek Tam
Anisha Mascarenhas
Shiyue Zhang
Sarah Kwan
Joey Tianyi Zhou
Colin Raffel
HILM
312
141
0
15 Nov 2022
Masked Part-Of-Speech Model: Does Modeling Long Context Help
  Unsupervised POS-tagging?
Masked Part-Of-Speech Model: Does Modeling Long Context Help Unsupervised POS-tagging?North American Chapter of the Association for Computational Linguistics (NAACL), 2022
Xiang Zhou
Shiyue Zhang
Joey Tianyi Zhou
248
1
0
30 Jun 2022
Discourse-Aware Neural Extractive Text Summarization
Discourse-Aware Neural Extractive Text SummarizationAnnual Meeting of the Association for Computational Linguistics (ACL), 2019
Jiacheng Xu
Zhe Gan
Yu Cheng
Jingjing Liu
BDL
451
299
0
30 Oct 2019
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