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Summarization

1599 directly classified papers

Papers per year

Papers

Faithful, Unfaithful or Ambiguous? Multi-Agent Debate with Initial Stance for Summary Evaluation NAACL 2025
LLMs Do Not See Age: Assessing Demographic Bias in Automated Systematic Review Synthesis AACL 2025
BookAsSumQA: An Evaluation Framework for Aspect-Based Book Summarization via Question Answering AACL 2025
Tutorial on Trustworthy Legal Text Processing with LLMs: Retrieval, Rhetorical Roles, Summarization, and Trustworthy Generation AACL 2025
Language Models of Code Are Few-Shot Planners and Reasoners for Multi-Document Summarization with Attribution AAAI 2025
TECHSSN at SemEval-2025 Task 10: A Comparative Analysis of Transformer Models for Dominant Narrative-Based News Summarization ACL 2025
E2LLM: Encoder Elongated Large Language Models for Long-Context Understanding and Reasoning EMNLP 2025
Factual Dialogue Summarization via Learning from Large Language Models COLING 2025
CriSPO: Multi-Aspect Critique-Suggestion-guided Automatic Prompt Optimization for Text Generation AAAI 2025
Towards Trustworthy Summarization of Cardiovascular Articles: A Factuality-and-Uncertainty-Aware Biomedical LLM Approach EMNLP 2025
MEDSAGE: Enhancing Robustness of Medical Dialogue Summarization to ASR Errors with LLM-generated Synthetic Dialogues AAAI 2025
FedSum: Data-Efficient Federated Learning Under Data Scarcity Scenario for Text Summarization AAAI 2025
Mixture of Knowledge Minigraph Agents for Literature Review Generation AAAI 2025
Just What You Desire: Constrained Timeline Summarization with Self-Reflection for Enhanced Relevance AAAI 2025
RLPF: Reinforcement Learning from Prediction Feedback for User Summarization with LLMs AAAI 2025
Distilling Structured Rationale from Large Language Models to Small Language Models for Abstractive Summarization AAAI 2025
Automatic Summarization of Long Documents (Student Abstract) AAAI 2025
EventSum: A Large-Scale Event-Centric Summarization Dataset for Chinese Multi-News Documents AAAI 2025
SummPilot: Bridging Efficiency and Customization for Interactive Summarization System AAAI 2025
Intelligent Clinical Assistant for Personalized Responses and Clinical Summaries AAAI 2025
Enhancing Large Language Models for Scientific Multimodal Summarization with Multimodal Output COLING 2025
Enhancing Criminal Investigation Analysis with Summarization and Memory-based Retrieval-Augmented Generation: A Comprehensive Evaluation of Real Case Data COLING 2025
MAMM-Refine: A Recipe for Improving Faithfulness in Generation with Multi-Agent Collaboration NAACL 2025
FaithBench: A Diverse Hallucination Benchmark for Summarization by Modern LLMs NAACL 2025
Contextors at L-SUMM: Retriever-Driven Multi-Generator Summarization AACL 2025