Summarization

Adaptive Planning for Multi-Attribute Controllable Summarization with Monte Carlo Tree Search ACL 2026 Agent Newsroom: Efficient Chronological Report Generation via Dynamic Multi-Agent Collaboration ACL 2026 Anchoring the Cache: Mitigating Contextual Hallucination in KV-Compressed Long-Context Summarization ACL 2026 APPSI-139: A Parallel Corpus of English Application Privacy Policy Summarization and Interpretation ACL 2026 ARC: Argument Representation and Coverage Analysis for Zero-Shot Long Document Summarization with Instruction Following LLMs EACL 2026 Arg-LLaDA: Argument Summarization via Large Language Diffusion Models and Sufficiency-Aware Refinement ACL 2026 ARQUSUMM: Argument-aware Quantitative Summarization of Online Conversations AAAI 2026 A Theoretically Grounded Approach to Summarizing Conversation Dynamics for Forecasting the Derailment of Online Conversations ACL 2026 Auto-PRE: An Automatic and Cost-Efficient Peer-Review Framework for Language Generation Evaluation AAAI 2026 BanglaSummEval: Reference-Free Factual Consistency Evaluation for Bangla Summarization EACL 2026 Beyond Multiple Choice: Evaluating Steering Vectors for Summarization EACL 2026 Beyond Perplexity: Let the Reader Select Retrieval Summaries via Spectrum Projection Score AAAI 2026 Compact Language Models with Iterative Text Refinement for Health Dialogue Summarization EACL 2026 ConRAS: Contrastive In-context Learning Framework for Retrieval-Augmented Summarization EACL 2026 Constructing a Dataset for Hallucination Detection in Japanese Summarization with Fine-grained Faithfulness Labels EACL 2026 Cut to the Chase: Training-free Multimodal Summarization via Chain-of-Events CVPR 2026 Disco-RAG: Discourse-Aware Retrieval-Augmented Generation ACL 2026 DRIFT: Difference-Aware Reinforcement Through Iterative Fine-Tuning for Language Model AAAI 2026 EduPulse: A Practical LLM-Enhanced Opinion Mining System for Vietnamese Student Feedback in Educational Platforms EACL 2026 Exploring Iterative Controllable Summarization with Large Language Models EACL 2026 Harmful Factuality: LLMs Correcting What They Shouldn’t EACL 2026 HiGoE: Hierarchical Graph of Evidence to Enhance Retrieval-Augmented Generation for Long-context Summarization ACL 2026 ImageSet2Text: Describing Sets of Images Through Text AAAI 2026 Improving Long-Context Summarization with Multi-Granularity Retrieval Optimization AAAI 2026 In-depth Research Impact Summarization through Fine-Grained Temporal Citation Analysis ACL 2026