Research

Papers for “question answering”

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

Title	Authors	Year	Source
Two is Better than Many? Binary Classification as an Effective Approach to Multi-Choice Question Answering	Deepanway Ghosal, Navonil Majumder, Rada Mihalcea	2022	arxiv 2210.16495
CE-GOCD: Central Entity-Guided Graph Optimization for Community Detection to Augment LLM Scientific Question Answering	Jiayin Lan, Jiaqi Li, Baoxin Wang	2026	arxiv 2601.21733
Answer Mining from a Pool of Images: Towards Retrieval-Based Visual Question Answering	Abhirama Subramanyam Penamakuri, Manish Gupta, Mithun Das Gupta	2023	arxiv 2306.16713
NGQA: A Nutritional Graph Question Answering Benchmark for Personalized Health-aware Nutritional Reasoning	Zheyuan Zhang, Yiyang Li, Nhi Ha Lan Le	2024	arxiv 2412.15547
Bio-SODA: Enabling Natural Language Question Answering over Knowledge Graphs without Training Data	Ana Claudia Sima, Tarcisio Mendes de Farias, Maria Anisimova	2021	arxiv 2104.13744
Dynamic Fusion with Intra- and Inter- Modality Attention Flow for Visual Question Answering	Gao Peng, Zhengkai Jiang, Haoxuan You	2018	arxiv 1812.05252
Contextual embedding and model weighting by fusing domain knowledge on Biomedical Question Answering	Yuxuan Lu, Jingya Yan, Zhixuan Qi	2022	arxiv 2206.12866
Uncertainty-based Visual Question Answering: Estimating Semantic Inconsistency between Image and Knowledge Base	Jinyeong Chae, Jihie Kim	2022	arxiv 2207.13242
SPBERTQA: A Two-Stage Question Answering System Based on Sentence Transformers for Medical Texts	Nhung Thi-Hong Nguyen, Phuong Phan-Dieu Ha, Luan Thanh Nguyen	2022	arxiv 2206.09600
SlideVQA: A Dataset for Document Visual Question Answering on Multiple Images	Ryota Tanaka, Kyosuke Nishida, Kosuke Nishida	2023	arxiv 2301.04883
Sanitizing Synthetic Training Data Generation for Question Answering over Knowledge Graphs	Trond Linjordet, Krisztian Balog	2020	arxiv 2009.04915
Benchmarking Knowledge-Enhanced Commonsense Question Answering via Knowledge-to-Text Transformation	Ning Bian, Xianpei Han, Bo Chen	2021	arxiv 2101.00760
Automatic Spanish Translation of the SQuAD Dataset for Multilingual Question Answering	Casimiro Pio Carrino, Marta R. Costa-jussà, José A. R. Fonollosa	2019	arxiv 1912.05200
ZEBRA: Zero-Shot Example-Based Retrieval Augmentation for Commonsense Question Answering	Francesco Maria Molfese, Simone Conia, Riccardo Orlando	2024	arxiv 2410.05077
RGAR: Recurrence Generation-augmented Retrieval for Factual-aware Medical Question Answering	Sichu Liang, Linhai Zhang, Hongyu Zhu	2025	arxiv 2502.13361
Multilingual State Space Models for Structured Question Answering in Indic Languages	Arpita Vats, Rahul Raja, Mrinal Mathur	2025	arxiv 2502.01673
Advancements and Challenges in Bangla Question Answering Models: A Comprehensive Review	Md Iftekhar Islam Tashik, Abdullah Khondoker, Enam Ahmed Taufik	2024	arxiv 2412.11823
Time-MQA: Time Series Multi-Task Question Answering with Context Enhancement	Yaxuan Kong, Yiyuan Yang, Yoontae Hwang	2025	arxiv 2503.01875
GHR-VQA: Graph-guided Hierarchical Relational Reasoning for Video Question Answering	Dionysia Danai Brilli, Dimitrios Mallis, Vassilis Pitsikalis	2025	arxiv 2511.20201
CAIRNS: Balancing Readability and Scientific Accuracy in Climate Adaptation Question Answering	Liangji Kong, Aditya Joshi, Sarvnaz Karimi	2025	arxiv 2512.02251

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