Summarization

OpenDebateEvidence: A Massive-Scale Argument Mining and Summarization Dataset NeurIPS 2024 Opinions Are Not Always Positive: Debiasing Opinion Summarization with Model-Specific and Model-Agnostic Methods COLING 2024 Optimizing the role of human evaluation in LLM-based spoken document summarization systems Interspeech 2024 Overview of the BioLaySumm 2024 Shared Task on the Lay Summarization of Biomedical Research Articles ACL 2024 P3Sum: Preserving Author’s Perspective in News Summarization with Diffusion Language Models NAACL 2024 Parameter Efficient Instruction Tuning of LLMs for Financial Applications IJCAI 2024 PELMS: Pre-training for Effective Low-Shot Multi-Document Summarization NAACL 2024 Personalized Abstractive Summarization by Tri-agent Generation Pipeline EACL 2024 PersonalSum: A User-Subjective Guided Personalized Summarization Dataset for Large Language Models NeurIPS 2024 PinNet: Pinpoint Instructive Information for Retrieval Augmented Code-to-Text Generation ICML 2024 Plain Language Summarization of Clinical Trials COLING 2024 PrExMe! Large Scale Prompt Exploration of Open Source LLMs for Machine Translation and Summarization Evaluation EMNLP 2024 ProConSuL: Project Context for Code Summarization with LLMs EMNLP 2024 PROM: A Phrase-level Copying Mechanism with Pre-training for Abstractive Summarization COLING 2024 Prompted Aspect Key Point Analysis for Quantitative Review Summarization ACL 2024 ProxyQA: An Alternative Framework for Evaluating Long-Form Text Generation with Large Language Models ACL 2024 Query-OPT: Optimizing Inference of Large Language Models via Multi-Query Instructions in Meeting Summarization EMNLP 2024 QuerySum: A Multi-Document Query-Focused Summarization Dataset Augmented with Similar Query Clusters AAAI 2024 Rationale-based Opinion Summarization NAACL 2024 R-BASS : Relevance-aided Block-wise Adaptation for Speech Summarization NAACL 2024 Reassess Summary Factual Inconsistency Detection with Large Language Model ACL 2024 ReCAP: Semantic Role Enhanced Caption Generation COLING 2024 RECOMP: Improving Retrieval-Augmented LMs with Context Compression and Selective Augmentation ICLR 2024 Reduce Redundancy Then Rerank: Enhancing Code Summarization with a Novel Pipeline Framework COLING 2024 Re-Evaluating Evaluation for Multilingual Summarization EMNLP 2024