Research

Papers for “question answering”

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

Title	Authors	Year	Source
FanOutQA: A Multi-Hop, Multi-Document Question Answering Benchmark for Large Language Models	Andrew Zhu, Alyssa Hwang, Liam Dugan	2024	arxiv 2402.14116
MARAGS: A Multi-Adapter System for Multi-Task Retrieval Augmented Generation Question Answering	Mitchell DeHaven	2024	arxiv 2409.03171
Answer-checking in Context: A Multi-modal FullyAttention Network for Visual Question Answering	Hantao Huang, Tao Han, Wei Han	2020	arxiv 2010.08708
Towards More Equitable Question Answering Systems: How Much More Data Do You Need?	Arnab Debnath, Navid Rajabi, Fardina Fathmiul Alam	2021	arxiv 2105.14115
Towards a Unified Model for Generating Answers and Explanations in Visual Question Answering	Chenxi Whitehouse, Tillman Weyde, Pranava Madhyastha	2023	arxiv 2301.10799
Learn to Resolve Conversational Dependency: A Consistency Training Framework for Conversational Question Answering	Gangwoo Kim, Hyunjae Kim, Jungsoo Park	2021	arxiv 2106.11575
MAGIC-VQA: Multimodal And Grounded Inference with Commonsense Knowledge for Visual Question Answering	Shuo Yang, Siwen Luo, Soyeon Caren Han	2025	arxiv 2503.18491
Memory-Augmented Knowledge Fusion with Safety-Aware Decoding for Domain-Adaptive Question Answering	Lei Fu, Xiang Chen, Kaige Gao Xinyue Huang	2025	arxiv 2512.02363
PathFinder: MCTS and LLM Feedback-based Path Selection for Multi-Hop Question Answering	Durga Prasad Maram, Kalpa Gunaratna, Vijay Srinivasan	2025	arxiv 2512.05336
ObfusQAte: A Proposed Framework to Evaluate LLM Robustness on Obfuscated Factual Question Answering	Shubhra Ghosh, Abhilekh Borah, Aditya Kumar Guru	2025	arxiv 2508.07321
Temporal-Aware Heterogeneous Graph Reasoning with Multi-View Fusion for Temporal Question Answering	Wuzhenghong Wen, Bowen Zhou, Jinwen Huang	2026	arxiv 2602.19569
ViDscribe: Multimodal AI for Customizing Audio Description and Question Answering in Online Videos	Maryam Cheema, Sina Elahimanesh, Pooyan Fazli	2026	arxiv 2603.14662
Co-Evolving Graph and Text Memory for Training-Free Multi-Hop Question Answering	Hieu Man, Thien Huu Nguyen	2026	arxiv 2607.23278
P $\approx$ NP, at least in Visual Question Answering	Shailza Jolly, Sebastian Palacio, Joachim Folz	2020	arxiv 2003.11844
Improved and Efficient Conversational Slot Labeling through Question Answering	Gabor Fuisz, Ivan Vulić, Samuel Gibbons	2022	arxiv 2204.02123
Structured Two-stream Attention Network for Video Question Answering	Lianli Gao, Pengpeng Zeng, Jingkuan Song	2022	arxiv 2206.01017
Improving Unsupervised Question Answering via Summarization-Informed Question Generation	Chenyang Lyu, Lifeng Shang, Yvette Graham	2021	arxiv 2109.07954
Recent Advances in Automated Question Answering In Biomedical Domain	Krishanu Das Baksi	2021	arxiv 2111.05937
Improving Video Question Answering through query-based frame selection	Himanshu Patil, Geo Jolly, Ramana Raja Buddala	2026	arxiv 2601.07459
TemporalDoRA: Temporal PEFT for Robust Surgical Video Question Answering	Luca Carlini, Chiara Lena, Cesare Hassan	2026	arxiv 2603.09696

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