query-focused summarization

DETQUS: Decomposition-Enhanced Transformers for QUery-focused Summarization NAACL 2025 MoDS: Moderating a Mixture of Document Speakers to Summarize Debatable Queries in Document Collections NAACL 2025 QQSUM: A Novel Task and Model of Quantitative Query-Focused Summarization for Review-based Product Question Answering ACL 2025 ROUGE-SciQFS: A ROUGE-based Method to Automatically Create Datasets for Scientific Query-Focused Summarization COLING 2025 Towards a Holistic and Automated Evaluation Framework for Multi-Level Comprehension of LLMs in Book-Length Contexts EMNLP 2025 TreeRAG: Unleashing the Power of Hierarchical Storage for Enhanced Knowledge Retrieval in Long Documents ACL 2025 Unstructured Evidence Attribution for Long Context Query Focused Summarization EMNLP 2025 Learning to Rank Salient Content for Query-focused Summarization EMNLP 2024 QuerySum: A Multi-Document Query-Focused Summarization Dataset Augmented with Similar Query Clusters AAAI 2024 WebCiteS: Attributed Query-Focused Summarization on Chinese Web Search Results with Citations ACL 2024 Can Large Language Models Fix Data Annotation Errors? An Empirical Study Using Debatepedia for Query-Focused Text Summarization EMNLP 2023 Diffusion Language Model with Query-Document Relevance for Query-Focused Summarization EMNLP 2023 Learning to Rank Utterances for Query-Focused Meeting Summarization ACL 2023 LMGQS: A Large-scale Dataset for Query-focused Summarization EMNLP 2023 Peek Across: Improving Multi-Document Modeling via Cross-Document Question-Answering ACL 2023 QTSumm: Query-Focused Summarization over Tabular Data EMNLP 2023 Reinforcement Replaces Supervision: Query focused Summarization using Deep Reinforcement Learning EMNLP 2023 Text-Blueprint: An Interactive Platform for Plan-based Conditional Generation EACL 2023 ASPECTNEWS: Aspect-Oriented Summarization of News Documents ACL 2022 Constrained Regeneration for Cross-Lingual Query-Focused Extractive Summarization COLING 2022 Exploring Neural Models for Query-Focused Summarization NAACL 2022 Few-shot Query-Focused Summarization with Prefix-Merging EMNLP 2022 CLIP-It! Language-Guided Video Summarization NeurIPS 2021 Data Augmentation for Abstractive Query-Focused Multi-Document Summarization AAAI 2021 Generating Query Focused Summaries from Query-Free Resources ACL 2021