Research

Papers for “question answering”

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

Title	Authors	Year	Source
Attention-based Pairwise Multi-Perspective Convolutional Neural Network for Answer Selection in Question Answering	Jamshid Mozafari, Mohammad Ali Nematbakhsh, Afsaneh Fatemi	2019	arxiv 1909.01059
MuMuQA: Multimedia Multi-Hop News Question Answering via Cross-Media Knowledge Extraction and Grounding	Revanth Gangi Reddy, Xilin Rui, Manling Li	2021	arxiv 2112.10728
ZusammenQA: Data Augmentation with Specialized Models for Cross-lingual Open-retrieval Question Answering System	Chia-Chien Hung, Tommaso Green, Robert Litschko	2022	arxiv 2205.14981
Towards Robust Visual Question Answering: Making the Most of Biased Samples via Contrastive Learning	Qingyi Si, Yuanxin Liu, Fandong Meng	2022	arxiv 2210.04563
FRAMES-VQA: Benchmarking Fine-Tuning Robustness across Multi-Modal Shifts in Visual Question Answering	Chengyue Huang, Brisa Maneechotesuwan, Shivang Chopra	2025	arxiv 2505.21755
Causal Reasoning through Two Layers of Cognition for Improving Generalization in Visual Question Answering	Trang Nguyen, Naoaki Okazaki	2023	arxiv 2310.05410
TinyVQA: Compact Multimodal Deep Neural Network for Visual Question Answering on Resource-Constrained Devices	Hasib-Al Rashid, Argho Sarkar, Aryya Gangopadhyay	2024	arxiv 2404.03574
Neural-Symbolic VideoQA: Learning Compositional Spatio-Temporal Reasoning for Real-world Video Question Answering	Lili Liang, Guanglu Sun, Jin Qiu	2024	arxiv 2404.04007
Synthetic Dataset Creation and Fine-Tuning of Transformer Models for Question Answering in Serbian	Aleksa Cvetanović, Predrag Tadić	2024	arxiv 2404.08617
Fast or Slow? Integrating Fast Intuition and Deliberate Thinking for Enhancing Visual Question Answering	Songtao Jiang, Chenyi Zhou, Yan Zhang	2025	arxiv 2506.00806
EdgeJury: Cross-Reviewed Small-Model Ensembles for Truthful Question Answering on Serverless Edge Inference	Aayush Kumar	2025	arxiv 2601.00850
ChainReaction: Causal Chain-Guided Reasoning for Modular and Explainable Causal-Why Video Question Answering	Paritosh Parmar, Eric Peh, Basura Fernando	2025	arxiv 2508.21010
Evaluating Monolingual and Multilingual Large Language Models for Greek Question Answering: The DemosQA Benchmark	Charalampos Mastrokostas, Nikolaos Giarelis, Nikos Karacapilidis	2026	arxiv 2602.16811
Say It My Way: Exploring Control in Conversational Visual Question Answering with Blind Users	Farnaz Zamiri Zeraati, Yang Trista Cao, Yuehan Qiao	2026	arxiv 2602.16930
NuRisk: A Visual Question Answering Dataset for Agent-Level Risk Assessment in Autonomous Driving	Yuan Gao, Mattia Piccinini, Roberto Brusnicki	2025	arxiv 2509.25944
Unlocking Biological Workflows for Robust Protein-Text Question Answering: A Dual-Dimensional RAG Framework	Li Ding, Duanyu Feng, Chen Huang	2026	arxiv 2605.17261
From PDF to RAG-Ready: Evaluating Document Conversion Frameworks for Domain-Specific Question Answering	José Guilherme Marques dos Santos, Ricardo Yang, Rui Humberto Pereira	2026	arxiv 2604.04948
From Hindsight to Foresight: Self-Encouraged Hindsight Distillation for Knowledge-based Visual Question Answering	Yu Zhao, Ying Zhang, Xuhui Sui	2025	arxiv 2511.11132
KG2Code: Bridging Knowledge Graphs and Large Language Models via Executable Code for Question Answering	Yike Wu, Nan Hu, Guilin Qi	2026	arxiv 2607.22652
Comparing RAG and GraphRAG for Page-Level Retrieval Question Answering on a Math Textbook	Eason Chen, Chuangji Li, Eric Li	2025	arxiv 2509.16780

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