Natural Language Processing › Generation ›

Summarization

1599 directly classified papers

Papers per year

Papers

SummEQuAL: Summarization Evaluation via Question Answering using Large Language Models ACL 2024

On the Role of Summary Content Units in Text Summarization Evaluation NAACL 2024

SLIDE: Reference-free Evaluation for Machine Translation using a Sliding Document Window NAACL 2024

IgnitionInnovators at “Discharge Me!”: Chain-of-Thought Instruction Finetuning Large Language Models for Discharge Summaries 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

XrayGPT: Chest Radiographs Summarization using Large Medical Vision-Language Models ACL 2024

Roux-lette at “Discharge Me!”: Reducing EHR Chart Burden with a Simple, Scalable, Clinician-Driven AI Approach ACL 2024

WisPerMed at BioLaySumm: Adapting Autoregressive Large Language Models for Lay Summarization of Scientific Articles ACL 2024

Toward Structured Related Work Generation with Novelty Statements ACL 2024

MMSum: A Dataset for Multimodal Summarization and Thumbnail Generation of Videos CVPR 2024

One Prompt To Rule Them All: LLMs for Opinion Summary Evaluation ACL 2024

Analyzing LLM Behavior in Dialogue Summarization: Unveiling Circumstantial Hallucination Trends ACL 2024

ReCAP: Semantic Role Enhanced Caption Generation COLING 2024

Reduce Redundancy Then Rerank: Enhancing Code Summarization with a Novel Pipeline Framework COLING 2024

Improving Faithfulness of Large Language Models in Summarization via Sliding Generation and Self-Consistency COLING 2024

HeSum: a Novel Dataset for Abstractive Text Summarization in Hebrew ACL 2024

GlobeSumm: A Challenging Benchmark Towards Unifying Multi-lingual, Cross-lingual and Multi-document News Summarization EMNLP 2024

SCaLAR NITK at SemEval-2024 Task 5: Towards Unsupervised Question Answering system with Multi-level Summarization for Legal Text SEMEVAL 2024

Meta-Evaluation of Sentence Simplification Metrics COLING 2024

Multilingual Generation in Abstractive Summarization: A Comparative Study COLING 2024

Multi-Objective Forward Reasoning and Multi-Reward Backward Refinement for Product Review Summarization COLING 2024

NumHG: A Dataset for Number-Focused Headline Generation COLING 2024

On the Adaptation of Unlimiformer for Decoder-Only Transformers COLING 2024

Two-Pronged Human Evaluation of ChatGPT Self-Correction in Radiology Report Simplification ACL 2024

Bias in News Summarization: Measures, Pitfalls and Corpora ACL 2024