Research

Papers for “question answering”

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

Title	Authors	Year	Source
CaST-Bench: Benchmarking Causal Chain-Grounded Spatio-Temporal Reasoning for Video Question Answering	Mingfang Zhang, Jingjing Pan, Ashutosh Kumar	2026	arxiv 2605.23216
ConRub-Med: Reinforcement Learning with Consensus Rubrics for Open-Ended Medical Question Answering	Taojie Zhu, Yuan Xia, Tao Sun	2026	arxiv 2608.10996
'Tis but Thy Name: Semantic Question Answering Evaluation with 11M Names for 1M Entities	Albert Huang	2022	arxiv 2202.13581
Reproducibility Report for "Learning To Count Objects In Natural Images For Visual Question Answering"	Shagun Sodhani, Vardaan Pahuja	2018	arxiv 1805.08174
TMLab SRPOL at SemEval-2019 Task 8: Fact Checking in Community Question Answering Forums	Piotr Niewinski, Aleksander Wawer, Maria Pszona	2019	arxiv 1906.01515
DeepResearch$^{\text{Eco}}$: A Recursive Agentic Workflow for Complex Scientific Question Answering in Ecology	Jennifer D'Souza, Endres Keno Sander, Andrei Aioanei	2025	arxiv 2507.10522
TableEval: A Real-World Benchmark for Complex, Multilingual, and Multi-Structured Table Question Answering	Junnan Zhu, Jingyi Wang, Bohan Yu	2025	arxiv 2506.03949
Perception of Knowledge Boundary for Large Language Models through Semi-open-ended Question Answering	Zhihua Wen, Zhiliang Tian, Zexin Jian	2024	arxiv 2405.14383
Towards Reliable Medical Question Answering: Techniques and Challenges in Mitigating Hallucinations in Language Models	Duy Khoa Pham, Bao Quoc Vo	2024	arxiv 2408.13808
Evaluating Prompt-based Question Answering for Object Prediction in the Open Research Knowledge Graph	Jennifer D'Souza, Moussab Hrou, Sören Auer	2023	arxiv 2305.12900
Exploiting Hybrid Semantics of Relation Paths for Multi-hop Question Answering Over Knowledge Graphs	Zile Qiao, Wei Ye, Tong Zhang	2022	arxiv 2209.00870
Practical Approach to Knowledge-based Question Answering with Natural Language Understanding and Advanced Reasoning	Wilson Wong	2007	arxiv 0707.3559
Integrating Cognitive AI with Generative Models for Enhanced Question Answering in Skill-based Learning	Rochan H. Madhusudhana, Rahul K. Dass, Jeanette Luu	2024	arxiv 2407.19393
Reasoning on Efficient Knowledge Paths:Knowledge Graph Guides Large Language Model for Domain Question Answering	Yuqi Wang, Boran Jiang, Yi Luo	2024	arxiv 2404.10384
Ensemble Transformer for Efficient and Accurate Ranking Tasks: an Application to Question Answering Systems	Yoshitomo Matsubara, Luca Soldaini, Eric Lind	2022	arxiv 2201.05767
Retrieval augmented text-to-SQL generation for epidemiological question answering using electronic health records	Angelo Ziletti, Leonardo D'Ambrosi	2024	arxiv 2403.09226
(WhyPHI) Fine-Tuning PHI-3 for Multiple-Choice Question Answering: Methodology, Results, and Challenges	Mohamed Hisham Abdellatif	2025	arxiv 2501.01588
LLM Evaluation Based on Aerospace Manufacturing Expertise: Automated Generation and Multi-Model Question Answering	Beiming Liu, Zhizhuo Cui, Siteng Hu	2025	arxiv 2501.17183
HRoT: Hybrid prompt strategy and Retrieval of Thought for Table-Text Hybrid Question Answering	Tongxu Luo, Fangyu Lei, Jiahe Lei	2023	arxiv 2309.12669
Continuous Training and Fine-tuning for Domain-Specific Language Models in Medical Question Answering	Zhen Guo, Yining Hua	2023	arxiv 2311.00204

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