Research

Papers for “question answering”

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

Title	Authors	Year	Source
Natural Language Generation at Scale: A Case Study for Open Domain Question Answering	Alessandra Cervone, Chandra Khatri, Rahul Goel	2019	arxiv 1903.08097
Data Mining in Clinical Trial Text: Transformers for Classification and Question Answering Tasks	Lena Schmidt, Julie Weeds, Julian P. T. Higgins	2020	arxiv 2001.11268
Robo2VLM: Visual Question Answering from Large-Scale In-the-Wild Robot Manipulation Datasets	Kaiyuan Chen, Shuangyu Xie, Zehan Ma	2025	arxiv 2505.15517
CoralVQA: A Large-Scale Visual Question Answering Dataset for Coral Reef Image Understanding	Hongyong Han, Wei Wang, Gaowei Zhang	2025	arxiv 2507.10449
QA-Dragon: Query-Aware Dynamic RAG System for Knowledge-Intensive Visual Question Answering	Zhuohang Jiang, Pangjing Wu, Xu Yuan	2025	arxiv 2508.05197
A Survey of the State-of-the-Art in Conversational Question Answering Systems	Manoj Madushanka Perera, Adnan Mahmood, Kasun Eranda Wijethilake	2025	arxiv 2509.05716
Narrowing the Knowledge Evaluation Gap: Open-Domain Question Answering with Multi-Granularity Answers	Gal Yona, Roee Aharoni, Mor Geva	2024	arxiv 2401.04695
SA-VQA: Structured Alignment of Visual and Semantic Representations for Visual Question Answering	Peixi Xiong, Quanzeng You, Pei Yu	2022	arxiv 2201.10654
A Role-Aware Multi-Agent Framework for Financial Education Question Answering with LLMs	Andy Zhu, Yingjun Du	2025	arxiv 2509.09727
Quantifying Uncertainty in Natural Language Explanations of Large Language Models for Question Answering	Yangyi Li, Mengdi Huai	2025	arxiv 2509.15403
NuScenes-QA: A Multi-modal Visual Question Answering Benchmark for Autonomous Driving Scenario	Tianwen Qian, Jingjing Chen, Linhai Zhuo	2023	arxiv 2305.14836
W-RAG: Weakly Supervised Dense Retrieval in RAG for Open-domain Question Answering	Jinming Nian, Zhiyuan Peng, Qifan Wang	2024	arxiv 2408.08444
Retrieving-to-Answer: Zero-Shot Video Question Answering with Frozen Large Language Models	Junting Pan, Ziyi Lin, Yuying Ge	2023	arxiv 2306.11732
MedLogic-AQA: Enhancing Medical Question Answering with Abstractive Models Focusing on Logical Structures	Aizan Zafar, Kshitij Mishra, Asif Ekbal	2024	arxiv 2410.15463
Optimizing Retrieval Strategies for Financial Question Answering Documents in Retrieval-Augmented Generation Systems	Sejong Kim, Hyunseo Song, Hyunwoo Seo	2025	arxiv 2503.15191
Mucko: Multi-Layer Cross-Modal Knowledge Reasoning for Fact-based Visual Question Answering	Zihao Zhu, Jing Yu, Yujing Wang	2020	arxiv 2006.09073
Rethinking Multi-Modal Alignment in Video Question Answering from Feature and Sample Perspectives	Shaoning Xiao, Long Chen, Kaifeng Gao	2022	arxiv 2204.11544
Multi-modal Factorized Bilinear Pooling with Co-Attention Learning for Visual Question Answering	Zhou Yu, Jun Yu, Jianping Fan	2017	arxiv 1708.01471
AgentRouter: A Knowledge-Graph-Guided LLM Router for Collaborative Multi-Agent Question Answering	Zheyuan Zhang, Kaiwen Shi, Zhengqing Yuan	2025	arxiv 2510.05445
SLA Management in Reconfigurable Multi-Agent RAG: A Systems Approach to Question Answering	Michael Iannelli, Sneha Kuchipudi, Vera Dvorak	2024	arxiv 2412.06832

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