Research

Papers for “question answering”

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

Title	Authors	Year	Source
Text2Analysis: A Benchmark of Table Question Answering with Advanced Data Analysis and Unclear Queries	Xinyi He, Mengyu Zhou, Xinrun Xu	2023	arxiv 2312.13671
Temporal Information Extraction for Question Answering Using Syntactic Dependencies in an LSTM-based Architecture	Yuanliang Meng, Anna Rumshisky, Alexey Romanov	2017	arxiv 1703.05851
MaScQA: A Question Answering Dataset for Investigating Materials Science Knowledge of Large Language Models	Mohd Zaki, Jayadeva, Mausam	2023	arxiv 2308.09115
Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering	Samuel Abedu, SayedHassan Khatoonabadi, Emad Shihab	2024	arxiv 2412.03815
Path-RAG: Knowledge-Guided Key Region Retrieval for Open-ended Pathology Visual Question Answering	Awais Naeem, Tianhao Li, Huang-Ru Liao	2024	arxiv 2411.17073
Tools in the Loop: Quantifying Uncertainty of LLM Question Answering Systems That Use Tools	Panagiotis Lymperopoulos, Vasanth Sarathy	2025	arxiv 2505.16113
Multilingual Question Answering in Low-Resource Settings: A Dzongkha-English Benchmark for Foundation Models	Md. Tanzib Hosain, Rajan Das Gupta, Md. Kishor Morol	2025	arxiv 2505.18638
CaReAQA: A Cardiac and Respiratory Audio Question Answering Model for Open-Ended Diagnostic Reasoning	Tsai-Ning Wang, Lin-Lin Chen, Neil Zeghidour	2025	arxiv 2505.01199
UTSA-NLP at ArchEHR-QA 2025: Improving EHR Question Answering via Self-Consistency Prompting	Sara Shields-Menard, Zach Reimers, Joshua Gardner	2025	arxiv 2506.05589
Think before You Simulate: Symbolic Reasoning to Orchestrate Neural Computation for Counterfactual Question Answering	Adam Ishay, Zhun Yang, Joohyung Lee	2025	arxiv 2506.10753
REAP: Enhancing RAG with Recursive Evaluation and Adaptive Planning for Multi-Hop Question Answering	Yijie Zhu, Haojie Zhou, Wanting Hong	2025	arxiv 2511.09966
Invoke Interfaces Only When Needed: Adaptive Invocation for Large Language Models in Question Answering	Jihao Zhao, Chunlai Zhou, Daixuan Li	2025	arxiv 2505.02311
DEJIMA: A Novel Large-scale Japanese Dataset for Image Captioning and Visual Question Answering	Toshiki Katsube, Taiga Fukuhara, Kenichiro Ando	2025	arxiv 2512.00773
From National Curricula to Cultural Awareness: Constructing Open-Ended Culture-Specific Question Answering Dataset	Haneul Yoo, Won Ik Cho, Geunhye Kim	2026	arxiv 2601.04632
Physiological and Behavioral Modeling of Stress and Cognitive Load in Web-Based Question Answering	Ailin Liu, Francesco Chiossi, Felix Henninger	2026	arxiv 2601.17890
MIXRAG : Mixture-of-Experts Retrieval-Augmented Generation for Textual Graph Understanding and Question Answering	Lihui Liu, Jiayuan Ding, Subhabrata Mukherjee	2025	arxiv 2509.21391
Agentic retrieval-augmented reasoning reshapes collective reliability under model variability in radiology question answering	Mina Farajiamiri, Jeta Sopa, Saba Afza	2026	arxiv 2603.06271
Navigating the Mirage: A Dual-Path Agentic Framework for Robust Misleading Chart Question Answering	Yanjie Zhang, Yafei Li, Rui Sheng	2026	arxiv 2603.28583
PersianMedQA: Evaluating Large Language Models on a Persian-English Bilingual Medical Question Answering Benchmark	Mohammad Javad Ranjbar Kalahroodi, Amirhossein Sheikholselami, Sepehr Karimi	2025	arxiv 2506.00250
Citation-Closure Retrieval and Per-Rule Attribution for Real-World Regulatory Compliance Question Answering	Yeong-Joon Ju, Seong-Whan Lee	2026	arxiv 2605.29742

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