Research

Papers for “question answering”

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

Title	Authors	Year	Source
TQA-Bench: Evaluating LLMs for Multi-Table Question Answering	Zipeng Qiu, Chenyue Li, You Peng	2024	arxiv 2411.19504
NeSy-RAG: Neuro-Symbolic RAG for Explainable Question Answering	Jonas Gann, Michael Gertz	2026	arxiv 2608.06292
Expert Finding in Community Question Answering: A Review	Sha Yuan, Yu Zhang, Jie Tang	2018	arxiv 1804.07958
PathVQA: 30000+ Questions for Medical Visual Question Answering	Xuehai He, Yichen Zhang, Luntian Mou	2020	arxiv 2003.10286
SQuARE: Semantics-based Question Answering and Reasoning Engine	Kinjal Basu, Sarat Chandra Varanasi, Farhad Shakerin	2020	arxiv 2009.10239
Assessing the Robustness of Visual Question Answering Models	Jia-Hong Huang, Modar Alfadly, Bernard Ghanem	2019	arxiv 1912.01452
A Dataset for Spatiotemporal-Sensitive POI Question Answering	Xiao Han, Dayan Pan, Xiangyu Zhao	2025	arxiv 2505.10928
MMToM-QA: Multimodal Theory of Mind Question Answering	Chuanyang Jin, Yutong Wu, Jing Cao	2024	arxiv 2401.08743
UFO: Unified Fact Obtaining for Commonsense Question Answering	Zhifeng Li, Yifan Fan, Bowei Zou	2023	arxiv 2305.16048
Contrastive Video Question Answering via Video Graph Transformer	Junbin Xiao, Pan Zhou, Angela Yao	2023	arxiv 2302.13668
Markov Logic Networks for Natural Language Question Answering	Tushar Khot, Niranjan Balasubramanian, Eric Gribkoff	2015	arxiv 1507.03045
Right Answer, Wrong Score: Uncovering the Inconsistencies of LLM Evaluation in Multiple-Choice Question Answering	Francesco Maria Molfese, Luca Moroni, Luca Gioffré	2025	arxiv 2503.14996
Beyond GeneGPT: A Multi-Agent Architecture with Open-Source LLMs for Enhanced Genomic Question Answering	Haodong Chen, Guido Zuccon, Teerapong Leelanupab	2025	arxiv 2511.15061
Task-Specific Multimodal Question Answering Agents via Confidence Calibration and Incremental Reasoning for QANTA 2026	Nirjhar Das, Md. Al-Mamun Provath	2026	arxiv 2607.09623
Improving Heart-Focused Medical Question Answering in LLMs via Variance-Aware Rubric Rewards with GRPO	Arash Ahmadi, Parisa Masnadi Khiabani, Sarah Sharif	2026	arxiv 2606.05174
Layout and Task Aware Instruction Prompt for Zero-shot Document Image Question Answering	Wenjin Wang, Yunhao Li, Yixin Ou	2023	arxiv 2306.00526
DrugEHRQA: A Question Answering Dataset on Structured and Unstructured Electronic Health Records For Medicine Related Queries	Jayetri Bardhan, Anthony Colas, Kirk Roberts	2022	arxiv 2205.01290
FiE: Building a Global Probability Space by Leveraging Early Fusion in Encoder for Open-Domain Question Answering	Akhil Kedia, Mohd Abbas Zaidi, Haejun Lee	2022	arxiv 2211.10147
SPARQL Generation: an analysis on fine-tuning OpenLLaMA for Question Answering over a Life Science Knowledge Graph	Julio C. Rangel, Tarcisio Mendes de Farias, Ana Claudia Sima	2024	arxiv 2402.04627
To Generate or to Retrieve? On the Effectiveness of Artificial Contexts for Medical Open-Domain Question Answering	Giacomo Frisoni, Alessio Cocchieri, Alex Presepi	2024	arxiv 2403.01924

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