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Summarization

1599 directly classified papers

Papers per year

Papers

Reduce Redundancy Then Rerank: Enhancing Code Summarization with a Novel Pipeline Framework COLING 2024
APPLS: Evaluating Evaluation Metrics for Plain Language Summarization EMNLP 2024
Evaluating Character Understanding of Large Language Models via Character Profiling from Fictional Works EMNLP 2024
FIZZ: Factual Inconsistency Detection by Zoom-in Summary and Zoom-out Document EMNLP 2024
Low-Resource Cross-Lingual Summarization through Few-Shot Learning with Large Language Models ACL 2024
SummEQuAL: Summarization Evaluation via Question Answering using Large Language Models ACL 2024
Unveiling the Power of Integration: Block Diagram Summarization through Local-Global Fusion ACL 2024
Alleviating Exposure Bias in Abstractive Summarization via Sequentially Generating and Revising COLING 2024
Reassess Summary Factual Inconsistency Detection with Large Language Model ACL 2024
Toward Structured Related Work Generation with Novelty Statements ACL 2024
BioLay_AK_SS at BioLaySumm: Domain Adaptation by Two-Stage Fine-Tuning of Large Language Models used for Biomedical Lay Summary Generation ACL 2024
Towards Enhancing Coherence in Extractive Summarization: Dataset and Experiments with LLMs EMNLP 2024
WisPerMed at BioLaySumm: Adapting Autoregressive Large Language Models for Lay Summarization of Scientific Articles ACL 2024
On Learning to Summarize with Large Language Models as References NAACL 2024
Roux-lette at “Discharge Me!”: Reducing EHR Chart Burden with a Simple, Scalable, Clinician-Driven AI Approach ACL 2024
IgnitionInnovators at “Discharge Me!”: Chain-of-Thought Instruction Finetuning Large Language Models for Discharge Summaries ACL 2024
SINAI at BioLaySumm: Self-Play Fine-Tuning of Large Language Models for Biomedical Lay Summarisation ACL 2024
Improving Factuality in Clinical Abstractive Multi-Document Summarization by Guided Continued Pre-training NAACL 2024
Overview of the BioLaySumm 2024 Shared Task on the Lay Summarization of Biomedical Research Articles ACL 2024
Tiny Titans: Can Smaller Large Language Models Punch Above Their Weight in the Real World for Meeting Summarization? NAACL 2024
Rethinking Efficient Multilingual Text Summarization Meta-Evaluation ACL 2024
Low-Rank Adaptation for Multilingual Summarization: An Empirical Study NAACL 2024
UIUC_BioNLP at BioLaySumm: An Extract-then-Summarize Approach Augmented with Wikipedia Knowledge for Biomedical Lay Summarization ACL 2024
Understanding Position Bias Effects on Fairness in Social Multi-Document Summarization NAACL 2024
GUMsley: Evaluating Entity Salience in Summarization for 12 English Genres EACL 2024