Knowledge-Intensive QA

QA: Question Answering

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8 papers in the last four weeks, against 2 the four weeks before. 0.1% of all new papers.

Jul 13Week of Sep 28
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Latest papers 48

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  1. RAGA: Reading-And-Graph-building-Agent for Autonomous Knowledge Graph Construction and Retrieval-Augmented Generation

    May 16, 2026Chengrui Han, Zesheng ChengKG ConstructionGraph Retrieval-Augmented Generation

    Qingdao University

  2. Enhancing Metacognitive AI: Knowledge-Graph Population with Graph-Theoretic LLM Enrichment

    May 15, 2026Deniz Askin, Gal Hadar, Brendan Conway-SmithKG ConstructionKnowledge Representation

    Department of Cognitive Science, Carleton University · Faculty of Computer and Information Science, Ben-Gurion University of the Negev

  3. IndustryBench: Probing the Industrial Knowledge Boundaries of LLMs

    May 11, 2026Songlin Bai, Xintong Wang, Linlin Yu +12LLM EvaluationQuestion Answering

    Multimodal and Industrial AI Team† Taobao&Tmall, Alibaba Group

  4. SearchSkill: Teaching LLMs to Use Search Tools with Evolving Skill Banks

    May 9, 2026Jinchao Hu, Meizhi Zhong, Kehai Chen +1Tool-Augmented Language Model AgentsAgentic Search

    School of Computer Science and Technology, Harbin Institute of Technology, Shenzhen · Independent Researcher Shenzhen / Beijing, China

  5. GRACE-RAG: Governed Retrieval Architecture for Canonical Evidence Synthesis, Enabling Lightweight Deployment in Closed-Domain Institutional Settings

    May 8, 2026Asit Desai, Aman Kumar, Prashant DevadigaRetrieval-Augmented GenerationGraph Retrieval-Augmented Generation

    National Payments Corporation of India

  6. AgenticRAG: Agentic Retrieval for Enterprise Knowledge Bases

    May 7, 2026Susheel Suresh, Hazel Mak, Shangpo Chou +2Tool-Augmented Language Model AgentsAgentic Search

    Microsoft Corporation

  7. FT-RAG: A Fine-grained Retrieval-Augmented Generation Framework for Complex Table Reasoning

    May 2, 2026Zebin Guo, Weidong Geng, Ruichen MaoMultimodal RAGTable QA

    Georgia Institute of Technology Atlanta, Georgia, USA · Zhejiang University Hangzhou, Zhejiang, China · Zhejiang Lab Hangzhou, Zhejiang, China

  8. TADI: Tool-Augmented Drilling Intelligence via Agentic LLM Orchestration over Heterogeneous Wellsite Data

    Apr 30, 2026Rong LuLLM Agent OrchestrationTool-Using Agents

  9. Evolve: A Persistent Knowledge Lifecycle for Small Language Models

    Apr 25, 2026Dikran HovagimianRetrieval-Augmented GenerationMemory-Augmented Language Models

    Independent Researcher

  10. Structure Guided Retrieval-Augmented Generation for Factual Queries

    Apr 21, 2026Miao Xie, Xiao Zhang, Yi Li +1Graph Retrieval-Augmented GenerationFactual Knowledge in Language Models

    College of Information and Electrical Engineering, China Agricultural University, China · College of Computing and Data Science, Nanyang Technological University, Singapore · Key Laboratory of Agricultural Informatization Standardization, Ministry of Agriculture and Rural Affairs, China

  11. ReCoQA: A Benchmark for Tool-Augmented and Multi-Step Reasoning in Real Estate Question and Answering

    Apr 20, 2026Yindong Zhang, Wenmian Yang, Yiquan Zhang +1LLM Agent OrchestrationAI Agent Benchmarks

    Hong Kong Baptist University · Beijing Normal-Hong Kong Baptist University · Beijing Normal University

  12. Retrieval Augmented Generation Framework for the Nepali Legal Domain Question Answering

    Apr 20, 2026Samir Wagle, Abiral Adhikari, Reewaj Khanal +4Retrieval-Augmented GenerationLegal NLP

    Information and Language Processing Research Lab Kathmandu University , Dhulikhel, Kavre, Nepal · School of Law Kathmandu Universit; Dhulikhel, Kavre, Nepal · Dublin City University Dublin, Ireland

  13. KnowledgeBerg: Evaluating Systematic Knowledge Coverage and Compositional Reasoning in Large Language Models

    Apr 19, 2026Xiao Zhang, Qianru Meng, Yongjian Chen +2LLM EvaluationCompositional Reasoning

    University of Groningen · LIACS, Leiden University

  14. Knows: Agent-Native Structured Research Representations

    Apr 19, 2026Guangsheng Yu, Xu WangDocument UnderstandingKnowledge-Intensive QA

    Independent Researcher

  15. Don't Retrieve, Navigate: Distilling Enterprise Knowledge into Navigable Agent Skills for QA and RAG

    Apr 16, 2026Yiqun Sun, Pengfei Wei, Lawrence B. HsiehRetrieval-Augmented GenerationLLM Agent Skill Learning

    Magellan Technology Research Institute (MTRI)

  16. EnComp: Lightweight Encoder-Only Context Compression for Retrieval-Augmented Question Answering

    Mar 10, 2026Thao Do, Dinh Phu Tran, An Vo +2Efficient Language Model InferenceKnowledge-Intensive QA

    Korea Advanced Institute of Science and Technology (KAIST), Daejeon 34141, South Korea

  17. MAPLE: Metadata Conditioned LLM Pretraining for Locale-Aware Question Answering

    Jan 21, 2026Anjishnu Mukherjee, Ziwei Zhu, Antonios AnastasopoulosLanguage Model PretrainingLLM Evaluation

    George Mason University

  18. Instruction Retrieval at Inference Time for Small Language Models

    Oct 15, 2025Kenan Alkiek, David Jurgens, Vinod VydiswaranKnowledge Augmentation for Language ModelsSmall Language Models

    School of Information University of Michigan Ann Arbor, MI 48109, USA