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Research

Papers for “question answering”

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

TitleAuthorsYearSource
RPDR: A Round-trip Prediction-Based Data Augmentation Framework for Long-Tail Question AnsweringYiming Zhang, Siyue Zhang, Junbo Zhao2026arxiv 2602.17366
MetaRA: Metamorphic Robustness Assessment for Multimodal Large Language Model-based Visual Question Answering SystemsQuanxing Xu, Yuhao Tian, Ling Zhou2026arxiv 2605.19307
REAL: Resolving Knowledge Conflicts in Knowledge-Intensive Visual Question Answering via Reasoning-Pivot AlignmentKai Ye, Xianwei Mao, Sheng Zhou2026arxiv 2602.14065
Query Symbolically or Retrieve Semantically? A Dataset and Method for Semi-Structured Question AnsweringMateusz Czy\.znikiewicz, Ryszard Tuora, Adam Kozakiewicz2026arxiv 2605.27164
PlantExpertVQA: A Visual Question Answering Dataset for Benchmarking Vision-Language Models in Plant ScienceSyed Nazmus Sakib, Nafiul Haque, Mohammad Zabed Hossain2025arxiv 2508.17117
CounterRefine: Answer-Conditioned Counterevidence Retrieval for Inference-Time Knowledge Repair in Factual Question AnsweringTianyi Huang, Ying Kai Deng2026arxiv 2603.16091
Hybrid-IR: Dual-Path Hybrid Retrieval with Iterative Reasoning for Complex Medical Question AnsweringSheng Wan, Jiahui Zhang, Zicheng Zhao2026arxiv 2606.25338
CAGE: Cognitive Attribution Graphs for Faithful Inline Citation Generation in Long-Form Question AnsweringZhichao Yan, Shizhao Li, Jiapu Wang2026arxiv 2607.24236
Will this Question be Answered? Question Filtering via Answer Model Distillation for Efficient Question AnsweringSiddhant Garg, Alessandro Moschitti2021arxiv 2109.07009
Can Question Generation Debias Question Answering Models? A Case Study on Question-Context Lexical OverlapKazutoshi Shinoda, Saku Sugawara, Akiko Aizawa2021arxiv 2109.11256
Developing a Llama-Based Chatbot for CI/CD Question Answering: A Case Study at EricssonDaksh Chaudhary, Sri Lakshmi Vadlamani, Dimple Thomas2024arxiv 2408.09277
L3Cube-IndicQuest: A Benchmark Question Answering Dataset for Evaluating Knowledge of LLMs in Indic ContextPritika Rohera, Chaitrali Ginimav, Akanksha Salunke2024arxiv 2409.08706
WorldCuisines: A Massive-Scale Benchmark for Multilingual and Multicultural Visual Question Answering on Global CuisinesGenta Indra Winata, Frederikus Hudi, Patrick Amadeus Irawan2024arxiv 2410.12705
QAMPARI: An Open-domain Question Answering Benchmark for Questions with Many Answers from Multiple ParagraphsSamuel Joseph Amouyal, Tomer Wolfson, Ohad Rubin2022arxiv 2205.12665
CORE-GPT: Combining Open Access research and large language models for credible, trustworthy question answeringDavid Pride, Matteo Cancellieri, Petr Knoth2023arxiv 2307.04683
Retrieve-Rewrite-Answer: A KG-to-Text Enhanced LLMs Framework for Knowledge Graph Question AnsweringYike Wu, Nan Hu, Sheng Bi2023arxiv 2309.11206
MuRAR: A Simple and Effective Multimodal Retrieval and Answer Refinement Framework for Multimodal Question AnsweringZhengyuan Zhu, Daniel Lee, Hong Zhang2024arxiv 2408.08521
An Analysis of Decoding Methods for LLM-based Agents for Faithful Multi-Hop Question AnsweringAlexander Murphy, Mohd Sanad Zaki Rizvi, Aden Haussmann2025arxiv 2503.23415
Do Multi-Hop Question Answering Systems Know How to Answer the Single-Hop Sub-Questions?Yixuan Tang, Hwee Tou Ng, Anthony K.H. Tung2020arxiv 2002.09919
BioMol-MQA: A Multi-Modal Question Answering Dataset For LLM Reasoning Over Bio-Molecular InteractionsSaptarshi Sengupta, Shuhua Yang, Paul Kwong Yu2025arxiv 2506.05766