abstractive summarization

Not all Hallucinations are Good to Throw Away When it Comes to Legal Abstractive Summarization NAACL 2025 Not Lost After All: How Cross-Encoder Attribution Challenges Position Bias Assumptions in LLM Summarization EMNLP 2025 Pick and Summarize: Integrating Extractive and Abstractive Speech Summarization Interspeech 2025 Plutus: Benchmarking Large Language Models in Low-Resource Greek Finance EMNLP 2025 QUARTZ: QA-based Unsupervised Abstractive Refinement for Task-oriented Dialogue Summarization EMNLP 2025 RainCityNLP at BioLaySumm2025: Extract then Summarize at Home ACL 2025 SARA: Salience-Aware Reinforced Adaptive Decoding for Large Language Models in Abstractive Summarization ACL 2025 Spot the BlindSpots: Systematic Identification and Quantification of Fine-Grained LLM Biases in Contact Center Call Summarization EMNLP 2025 Structure-Aware Chunking for Abstractive Summarization of Long Legal Documents AACL 2025 TLPIQ at BioLaySumm: Hide and Seq, a FLAN-T5 Model for Biomedical Summarization ACL 2025 Towards compact and efficient Slovak summarization models ACL 2025 uMedSum: A Unified Framework for Clinical Abstractive Summarization ACL 2025 When Neutral Summaries Are Not That Neutral: Quantifying Political Neutrality in LLM-Generated News Summaries (Student Abstract) AAAI 2025 Abstractive Multi-Video Captioning: Benchmark Dataset Construction and Extensive Evaluation COLING 2024 ACLSum: A New Dataset for Aspect-based Summarization of Scientific Publications NAACL 2024 Active Learning for Abstractive Text Summarization via LLM-Determined Curriculum and Certainty Gain Maximization EMNLP 2024 ACUEval: Fine-grained Hallucination Evaluation and Correction for Abstractive Summarization ACL 2024 Adding Argumentation into Human Evaluation of Long Document Abstractive Summarization: A Case Study on Legal Opinions COLING 2024 A Fairness Analysis of Human and AI-Generated Student Reflection Summaries ACL 2024 Alleviating Exposure Bias in Abstractive Summarization via Sequentially Generating and Revising COLING 2024 AMRFact: Enhancing Summarization Factuality Evaluation with AMR-Driven Negative Samples Generation NAACL 2024 Attacks against Abstractive Text Summarization Models through Lead Bias and Influence Functions EMNLP 2024 Bias in Opinion Summarisation from Pre-training to Adaptation: A Case Study in Political Bias EACL 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 Bridging Numerical Reasoning and Headline Generation for Enhanced Language Models SemEval 2024