Summarization

LCFO: Long Context and Long Form Output Dataset and Benchmarking ACL 2025 LEANCODE: Understanding Models Better for Code Simplification of Pre-trained Large Language Models ACL 2025 Learning to Summarize from LLM-generated Feedback NAACL 2025 Learning to Verify Summary Facts with Fine-Grained LLM Feedback COLING 2025 LearnLens: LLM-Enabled Personalised, Curriculum-Grounded Feedback with Educators in the Loop EMNLP 2025 Legal Document Summarization: A Zero-shot Modular Agentic Workflow Approach AACL 2025 Leveraging Language Models for Summarizing Mental State Examinations: A Comprehensive Evaluation and Dataset Release COLING 2025 LexGenie: Automated Generation of Structured Reports for European Court of Human Rights Case Law ACL 2025 LexTime: A Benchmark for Temporal Ordering of Legal Events EMNLP 2025 Lightweight LLM Adaptation for Medical Summarisation: Roux-lette at PerAnsSumm Shared Task NAACL 2025 LingConv: An Interactive Toolkit for Controlled Paraphrase Generation with Linguistic Attribute Control EMNLP 2025 LiTransProQA: An LLM-based Literary Translation Evaluation Metric with Professional Question Answering EMNLP 2025 LLM Based Efficient CSR Summarization using Structured Fact Extraction and Feedback NAACL 2025 LLM Dependency Parsing with In-Context Rules ACL 2025 LLM×MapReduce-V3: Enabling Interactive In-Depth Survey Generation through a MCP-Driven Hierarchically Modular Agent System EMNLP 2025 LLMs as Architects and Critics for Multi-Source Opinion Summarization IJCNLP 2025 LLMs as Meta-Reviewers’ Assistants: A Case Study NAACL 2025 LMU at PerAnsSumm 2025: LlaMA-in-the-loop at Perspective-Aware Healthcare Answer Summarization Task 2.2 Factuality NAACL 2025 Look & Mark: Leveraging Radiologist Eye Fixations and Bounding boxes in Multimodal Large Language Models for Chest X-ray Report Generation ACL 2025 LTRC-IIITH at PerAnsSumm 2025: SpanSense - Perspective-specific span identification and Summarization NAACL 2025 MAMM-Refine: A Recipe for Improving Faithfulness in Generation with Multi-Agent Collaboration NAACL 2025 Map&Make: Schema Guided Text to Table Generation ACL 2025 MASSW: A New Dataset and Benchmark Tasks for AI-Assisted Scientific Workflows NAACL 2025 MDSEval: A Meta-Evaluation Benchmark for Multimodal Dialogue Summarization EMNLP 2025 Measuring and Mitigating Media Outlet Name Bias in Large Language Models EMNLP 2025