Research

Papers for “question answering”

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

Title	Authors	Year	Source
PRCA: Fitting Black-Box Large Language Models for Retrieval Question Answering via Pluggable Reward-Driven Contextual Adapter	Haoyan Yang, Zhitao Li, Yong Zhang	2023	arxiv 2310.18347
Enhancing Large Vision-Language Models with Layout Modality for Table Question Answering on Japanese Annual Securities Reports	Hayato Aida, Kosuke Takahashi, Takahiro Omi	2025	arxiv 2505.17625
Overview of BioASQ 2020: The eighth BioASQ challenge on Large-Scale Biomedical Semantic Indexing and Question Answering	Anastasios Nentidis, Anastasia Krithara, Konstantinos Bougiatiotis	2021	arxiv 2106.14618
On the Efficacy of Adversarial Data Collection for Question Answering: Results from a Large-Scale Randomized Study	Divyansh Kaushik, Douwe Kiela, Zachary C. Lipton	2021	arxiv 2106.00872
DrugClaw and DrugAudit: A Primary-Source-Grounded Agent and Authority-Aware Benchmark for Drug-Information Question Answering	Qing Wang, Bo Li, Jialu Liang	2026	arxiv 2606.01434
End-to-End Training of Multi-Document Reader and Retriever for Open-Domain Question Answering	Devendra Singh Sachan, Siva Reddy, William Hamilton	2021	arxiv 2106.05346
Programming Language Agnostic Mining of Code and Language Pairs with Sequence Labeling Based Question Answering	Changran Hu, Akshara Reddi Methukupalli, Yutong Zhou	2022	arxiv 2203.10744
Can a Suit of Armor Conduct Electricity? A New Dataset for Open Book Question Answering	Todor Mihaylov, Peter Clark, Tushar Khot	2018	arxiv 1809.02789
Textbook Question Answering with Multi-modal Context Graph Understanding and Self-supervised Open-set Comprehension	Daesik Kim, Seonhoon Kim, Nojun Kwak	2018	arxiv 1811.00232
Using the Hammer Only on Nails: A Hybrid Method for Evidence Retrieval for Question Answering	Zhengzhong Liang, Yiyun Zhao, Mihai Surdeanu	2020	arxiv 2009.10791
KQA Pro: A Dataset with Explicit Compositional Programs for Complex Question Answering over Knowledge Base	Shulin Cao, Jiaxin Shi, Liangming Pan	2020	arxiv 2007.03875
Expert Knowledge-Aware Image Difference Graph Representation Learning for Difference-Aware Medical Visual Question Answering	Xinyue Hu, Lin Gu, Qiyuan An	2023	arxiv 2307.11986
Enhancing Large Language Models with Pseudo- and Multisource- Knowledge Graphs for Open-ended Question Answering	Jiaxiang Liu, Tong Zhou, Yubo Chen	2024	arxiv 2402.09911
A Simple Loss Function for Improving the Convergence and Accuracy of Visual Question Answering Models	Ilija Ilievski, Jiashi Feng	2017	arxiv 1708.00584
REXUP: I REason, I EXtract, I UPdate with Structured Compositional Reasoning for Visual Question Answering	Siwen Luo, Soyeon Caren Han, Kaiyuan Sun	2020	arxiv 2007.13262
MedErr-CT: A Visual Question Answering Benchmark for Identifying and Correcting Errors in CT Reports	Sunggu Kyung, Hyungbin Park, Jinyoung Seo	2025	arxiv 2506.19217
Improving Few-Shot Change Detection Visual Question Answering via Decision-Ambiguity-guided Reinforcement Fine-Tuning	Fuyu Dong, Ke Li, Di Wang	2025	arxiv 2512.24591
Verifiable Rewards Beyond Math and Code: Lightweight Corpus-Grounded Process Supervision for Factual Question Answering	Shicheng Fan, Haochang Hao, Dehai Min	2026	arxiv 2605.29648
HOME-KGQA: A Benchmark Dataset for Multimodal Knowledge Graph Question Answering on Household Daily Activities	Shusaku Egami, Aoi Ohta, Tomoki Tsujimura	2026	arxiv 2605.09348
Mental Health Equity in LLMs: Leveraging Multi-Hop Question Answering to Detect Amplified and Silenced Perspectives	Batool Haider, Atmika Gorti, Aman Chadha	2025	arxiv 2506.18116

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