Summarization

R2A-TLS: Reflective Retrieval-Augmented Timeline Summarization with Causal-Semantic Integration EMNLP 2025 RADAR: Enhancing Radiology Report Generation with Supplementary Knowledge Injection ACL 2025 RainCityNLP at BioLaySumm2025: Extract then Summarize at Home ACL 2025 Rationale Behind Essay Scores: Enhancing S-LLM’s Multi-Trait Essay Scoring with Rationale Generated by LLMs NAACL 2025 Real-World Summarization: When Evaluation Reaches Its Limits EMNLP 2025 ReEvalMed: Rethinking Medical Report Evaluation by Aligning Metrics with Real-World Clinical Judgment EMNLP 2025 REFER: Mitigating Bias in Opinion Summarisation via Frequency Framed Prompting EMNLP 2025 Re-FRAME the Meeting Summarization SCOPE: Fact-Based Summarization and Personalization via Questions EMNLP 2025 Rehearse With User: Personalized Opinion Summarization via Role-Playing based on Large Language Models ACL 2025 ReproHum #0031-01: Reproducing the Human Evaluation of Readability from “It is AI’s Turn to Ask Humans a Question” ACL 2025 ReproHum #0067-01: A Reproduction of the Evaluation of Cross-Lingual Summarization ACL 2025 ReproHum #0729-04: Human Evaluation Reproduction Report for “MemSum: Extractive Summarization of Long Documents Using Multi-Step Episodic Markov Decision Processes” ACL 2025 ReproHum #0729-04: Partial reproduction of the human evaluation of the MemSum and NeuSum summarisation systems ACL 2025 ReproHum #0744-02: A Reproduction of the Human Evaluation of Meaning Preservation in “Factorising Meaning and Form for Intent-Preserving Paraphrasing” ACL 2025 Reranking-based Generation for Unbiased Perspective Summarization ACL 2025 REVerSum: A Multi-staged Retrieval-Augmented Generation Method to Enhance Wikipedia Tail Biographies through Personal Narratives COLING 2025 RevieWeaver: Weaving Together Review Insights by Leveraging LLMs and Semantic Similarity NAACL 2025 Richer Output for Richer Countries: Uncovering Geographical Disparities in Generated Stories and Travel Recommendations NAACL 2025 RLPF: Reinforcement Learning from Prediction Feedback for User Summarization with LLMs AAAI 2025 RoLargeSum: A Large Dialect-Aware Romanian News Dataset for Summary, Headline, and Keyword Generation COLING 2025 ROUGE-SciQFS: A ROUGE-based Method to Automatically Create Datasets for Scientific Query-Focused Summarization COLING 2025 SAFE: Structured Argumentation for Fact-checking with Explanations IJCAI 2025 SAHA: Samvad AI for Healthcare Assistance AACL 2025 Same evaluation, more tokens: On the effect of input length for machine translation evaluation using Large Language Models EMNLP 2025 SCaLAR_NITK @ JUSTNLP Legal Summarization (L-SUMM) Shared Task AACL 2025