Summarization

Summarizing Long Regulatory Documents with a Multi-Step Pipeline EMNLP 2024 SummEQuAL: Summarization Evaluation via Question Answering using Large Language Models ACL 2024 SumSurvey: An Abstractive Dataset of Scientific Survey Papers for Long Document Summarization ACL 2024 SumTra: A Differentiable Pipeline for Few-Shot Cross-Lingual Summarization NAACL 2024 SuRe: Summarizing Retrievals using Answer Candidates for Open-domain QA of LLMs ICLR 2024 Susu Box or Piggy Bank: Assessing Cultural Commonsense Knowledge between Ghana and the US EMNLP 2024 SYNFAC-EDIT: Synthetic Imitation Edit Feedback for Factual Alignment in Clinical Summarization EMNLP 2024 Systematic Task Exploration with LLMs: A Study in Citation Text Generation ACL 2024 Teaching Language Models to Hallucinate Less with Synthetic Tasks ICLR 2024 Team YXZ at BioLaySumm: Adapting Large Language Models for Biomedical Lay Summarization ACL 2024 Tell Me Again! a Large-Scale Dataset of Multiple Summaries for the Same Story COLING 2024 Tell me what I need to know: Exploring LLM-based (Personalized) Abstractive Multi-Source Meeting Summarization EMNLP 2024 Text Simplification via Adaptive Teaching ACL 2024 Text-Tuple-Table: Towards Information Integration in Text-to-Table Generation via Global Tuple Extraction EMNLP 2024 Themis: A Reference-free NLG Evaluation Language Model with Flexibility and Interpretability EMNLP 2024 The Power of Summary-Source Alignments ACL 2024 Tiny Titans: Can Smaller Large Language Models Punch Above Their Weight in the Real World for Meeting Summarization? NAACL 2024 Title-based Extractive Summarization via MRC Framework COLING 2024 TL;DR Progress: Multi-faceted Literature Exploration in Text Summarization EACL 2024 TofuEval: Evaluating Hallucinations of LLMs on Topic-Focused Dialogue Summarization NAACL 2024 Topic Classification and Headline Generation for Maltese Using a Public News Corpus COLING 2024 Towards an Automated Pointwise Evaluation Metric for Generated Long-Form Legal Summaries EMNLP 2024 Towards Enhancing Coherence in Extractive Summarization: Dataset and Experiments with LLMs EMNLP 2024 Toward Structured Related Work Generation with Novelty Statements ACL 2024 Towards Unified Uni- and Multi-modal News Headline Generation EACL 2024