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Research

Papers for “question answering”

Find papers, implementations, and the benchmark evidence behind state-of-the-art AI systems.

TitleAuthorsYearSource
Local Hybrid Retrieval-Augmented Document QAPaolo Astrino2025arxiv 2511.10297
Vintern-1B: An Efficient Multimodal Large Language Model for VietnameseKhang T. Doan, Bao G. Huynh, Dung T. Hoang2024arxiv 2408.12480
The CLEF-2026 FinMMEval Lab: Multilingual and Multimodal Evaluation of Financial AI SystemsZhuohan Xie, Rania Elbadry, Fan Zhang2026arxiv 2602.10886
Revise: A Framework for Revising OCRed text in Practical Information Systems with Data Contamination StrategyGyuho Shim, Seongtae Hong, Heuiseok Lim2026arxiv 2604.08115
Stateful Evidence-Driven Retrieval-Augmented Generation with Iterative ReasoningQi Dong, Ziheng Lin, Ning Ding2026arxiv 2604.14170
Clarification Is Not Enough: Post-Clarification Answering Remains the Bottleneck in Multi-Turn QAJinyan Su, Jennifer Healey2026arxiv 2605.25204
Is Summary Useful or Not? An Extrinsic Human Evaluation of Text Summaries on Downstream TasksXiao Pu, Mingqi Gao, Xiaojun Wan2023arxiv 2305.15044
On scalable oversight with weak LLMs judging strong LLMsZachary Kenton, Noah Y. Siegel, János Kramár2024arxiv 2407.04622
Multi-LLM QA with Embodied ExplorationBhrij Patel, Vishnu Sashank Dorbala, Amrit Singh Bedi2024arxiv 2406.10918
A Large Language Model for Chemistry and Retrosynthesis PredictionsYueqing Zhang, Wentao Liu, Yan Zhang2025arxiv 2507.01444
Masking in Multi-hop QA: An Analysis of How Language Models Perform with Context PermutationWenyu Huang, Pavlos Vougiouklis, Mirella Lapata2025arxiv 2505.11754
PaveBench: A Versatile Benchmark for Pavement Distress Perception and Interactive Vision-Language AnalysisDexiang Li, Zhenning Che, Haijun Zhang2026arxiv 2604.02804
OmicsLM: A Multimodal Large Language Model for Multi-Sample Omics ReasoningMaciej Sypetkowski, Joanna Krawczyk, \Lukasz Smoliński2026arxiv 2605.06728
Brain-IT-VQA: From Brain Signals to AnswersRoman Beliy, Matias Cosarinsky, Oliver Heinimann2026arxiv 2605.29588
AfriEconQA: A Benchmark for Quantitative and Temporal Reasoning over World Bank Economic ReportsEdward Ajayi, Mustapha Alaba, David Stephen2026arxiv 2601.15297
AI-Assisted Knowledge Access for Legacy Enterprise Asset Management in Energy Operations: A Practical Retrieval SystemDave Mercier, Mishca de Costa, Muhammad Anwar2026arxiv 2607.24792
CHaystack: Benchmarking Chinese Document Retrieval and VQAHanxi Li2026arxiv 2607.24760
MetaGen Blended RAG: Unlocking Zero-Shot Precision for Specialized Domain Question-AnsweringKunal Sawarkar, Shivam R. Solanki, Abhilasha Mangal2025arxiv 2505.18247
Explainable Semantic Text Relations: A Question-Answering Framework for Comparing Document ContentYehudit Aperstein, Alon Gottlib, Gal Benita2025arxiv 2509.08304
Rational Synthesizers or Heuristic Followers? Analyzing LLMs in RAG-based Question-AnsweringAtharv Naphade2026arxiv 2601.06189