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Papers
Discourse-Driven Evaluation: Unveiling Factual Inconsistency in Long Document Summarization
NAACL 2025
Event-based evaluation of abstractive news summarization
ACL 2025
Faithful, Unfaithful or Ambiguous? Multi-Agent Debate with Initial Stance for Summary Evaluation
NAACL 2025
Fine-Grained Natural Language Inference Based Faithfulness Evaluation for Diverse Summarisation Tasks
EACL 2024
Less is More for Long Document Summary Evaluation by LLMs
EACL 2024
Are Large Language Models Reliable Judges? A Study on the Factuality Evaluation Capabilities of LLMs
EMNLP 2023
A Study on Annotation Interfaces for Summary Comparison
ACL 2023
Multi-View Source Ablation for Faithful Summarization
EACL 2023
Play the Shannon Game with Language Models: A Human-Free Approach to Summary Evaluation
AAAI 2022
Revisiting text decomposition methods for NLI-based factuality scoring of summaries
EMNLP 2022
What Makes a Good and Useful Summary? Incorporating Users in Automatic Summarization Research
NAACL 2022
ESTIME: Estimation of Summary-to-Text Inconsistency by Mismatched Embeddings
EMNLP 2021
Finding a Balanced Degree of Automation for Summary Evaluation
EMNLP 2021
Facet-Aware Evaluation for Extractive Summarization
ACL 2020
Fact-based Content Weighting for Evaluating Abstractive Summarisation
ACL 2020
FEQA: A Question Answering Evaluation Framework for Faithfulness Assessment in Abstractive Summarization
ACL 2020
Analysing Rhetorical Structure as a Key Feature of Summary Coherence
ACL 2019
Crowdsourcing Lightweight Pyramids for Manual Summary Evaluation
NAACL 2019
Estimating Summary Quality with Pairwise Preferences
NAACL 2018
Pruning Basic Elements for Better Automatic Evaluation of Summaries
NAACL 2018