| FG-RAG: Enhancing Query-Focused Summarization with Context-Aware Fine-Grained Graph RAG | Mar 13, 2025 | DiversityQuery-focused Summarization | CodeCode Available | 0 |
| DETQUS: Decomposition-Enhanced Transformers for QUery-focused Summarization | Mar 7, 2025 | DecoderLanguage Modeling | —Unverified | 0 |
| Unstructured Evidence Attribution for Long Context Query Focused Summarization | Feb 20, 2025 | Query-focused Summarization | CodeCode Available | 1 |
| Reasoning-Aware Query-Focused Summarization over Multi-Table Data | Dec 12, 2024 | Logical ReasoningQuery-focused Summarization | —Unverified | 0 |
| Does This Summary Answer My Question? Modeling Query-Focused Summary Readers with Rational Speech Acts | Nov 10, 2024 | Query-focused SummarizationText Generation | CodeCode Available | 0 |
| Learning to Rank Salient Content for Query-focused Summarization | Nov 1, 2024 | DecoderLearning-To-Rank | —Unverified | 0 |
| Beyond Relevant Documents: A Knowledge-Intensive Approach for Query-Focused Summarization using Large Language Models | Aug 19, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 |
| IDEAL: Leveraging Infinite and Dynamic Characterizations of Large Language Models for Query-focused Summarization | Jul 15, 2024 | Document SummarizationQuery-focused Summarization | CodeCode Available | 0 |
| From Local to Global: A Graph RAG Approach to Query-Focused Summarization | Apr 24, 2024 | Query-focused SummarizationQuestion Answering | CodeCode Available | 13 |
| WebCiteS: Attributed Query-Focused Summarization on Chinese Web Search Results with Citations | Mar 4, 2024 | Query-focused Summarization | CodeCode Available | 1 |
| Context-aware Decoding Reduces Hallucination in Query-focused Summarization | Dec 21, 2023 | HallucinationLanguage Modelling | CodeCode Available | 1 |
| Reinforcement Replaces Supervision: Query focused Summarization using Deep Reinforcement Learning | Nov 29, 2023 | Deep Reinforcement LearningLong Form Question Answering | CodeCode Available | 0 |
| QontSum: On Contrasting Salient Content for Query-focused Summarization | Jul 14, 2023 | Answer GenerationContrastive Learning | —Unverified | 0 |
| QuOTeS: Query-Oriented Technical Summarization | Jun 20, 2023 | Extractive SummarizationInformation Retrieval | CodeCode Available | 0 |
| Peek Across: Improving Multi-Document Modeling via Cross-Document Question-Answering | May 24, 2023 | Query-focused SummarizationQuestion Answering | CodeCode Available | 0 |
| QTSumm: Query-Focused Summarization over Tabular Data | May 23, 2023 | Query-focused SummarizationTable-to-Text Generation | CodeCode Available | 1 |
| LMGQS: A Large-scale Dataset for Query-focused Summarization | May 22, 2023 | DiversityLanguage Modeling | —Unverified | 0 |
| Text-Blueprint: An Interactive Platform for Plan-based Conditional Generation | Apr 28, 2023 | Query-focused SummarizationText Generation | —Unverified | 0 |
| A Lightweight Constrained Generation Alternative for Query-focused Summarization | Apr 23, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 0 |
| Combining Deep Neural Reranking and Unsupervised Extraction for Multi-Query Focused Summarization | Feb 2, 2023 | DiversityExtractive Summarization | —Unverified | 0 |
| SumREN: Summarizing Reported Speech about Events in News | Dec 2, 2022 | ArticlesDocument Summarization | CodeCode Available | 0 |
| Few-shot Query-Focused Summarization with Prefix-Merging | Nov 29, 2022 | Few-Shot LearningQuery-focused Summarization | —Unverified | 0 |
| Exploring Neural Models for Query-Focused Summarization | Jan 16, 2022 | Query-focused Summarization | —Unverified | 0 |
| Tackling Query-Focused Summarization as A Knowledge-Intensive Task: A Pilot Study | Dec 14, 2021 | Open-Domain Question AnsweringPassage Retrieval | —Unverified | 0 |
| Exploring Neural Models for Query-Focused Summarization | Dec 14, 2021 | Query-focused SummarizationTransfer Learning | CodeCode Available | 1 |
