Research

Papers for “question answering”

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

Title	Authors	Year	Source
Using NLU in Context for Question Answering: Improving on Facebook's bAbI Tasks	John S. Ball	2017	arxiv 1709.04558
Capturing Row and Column Semantics in Transformer Based Question Answering over Tables	Michael Glass, Mustafa Canim, Alfio Gliozzo	2021	arxiv 2104.08303
Who's Asking? Evaluating LLM Robustness to Inquiry Personas in Factual Question Answering	Nil-Jana Akpinar, Chia-Jung Lee, Vanessa Murdock	2025	arxiv 2510.12925
Evaluating Large Language Model with Knowledge Oriented Language Specific Simple Question Answering	Bowen Jiang, Runchuan Zhu, Jiang Wu	2025	arxiv 2505.16591
Mined Prompting and Metadata-Guided Generation for Wound Care Visual Question Answering	Bavana Durgapraveen, Sornaraj Sivasankaran, Abhinand Balachandran	2025	arxiv 2511.10591
Evaluating Consistencies in LLM responses through a Semantic Clustering of Question Answering	Yanggyu Lee, Jihie Kim	2024	arxiv 2410.15440
Spatially Grounded Explanations in Vision Language Models for Document Visual Question Answering	Maximiliano Hormazábal Lagos, Héctor Cerezo-Costas, Dimosthenis Karatzas	2025	arxiv 2507.12490
FaithSCAN: Model-Driven Single-Pass Hallucination Detection for Faithful Visual Question Answering	Chaodong Tong, Qi Zhang, Chen Li	2026	arxiv 2601.00269
MapVerse: A Benchmark for Geospatial Question Answering on Diverse Real-World Maps	Sharat Bhat, Harshita Khandelwal, Tushar Kataria	2026	arxiv 2602.10518
FrugalRAG: Less is More in RL Finetuning for Multi-Hop Question Answering	Abhinav Java, Srivathsan Koundinyan, Nagarajan Natarajan	2025	arxiv 2507.07634
RoadscapesQA: A Multitask, Multimodal Dataset for Visual Question Answering on Indian Roads	Vijayasri Iyer, Maahin Rathinagiriswaran, Jyothikamalesh S	2026	arxiv 2602.12877
Retrieval-Augmented Question Answering over Scientific Literature for the Electron-Ion Collider	Tina. J. Jat, T. Ghosh, Karthik Suresh	2026	arxiv 2604.02259
Ruling Out to Rule In: Contrastive Hypothesis Retrieval for Medical Question Answering	Byeolhee Kim, Min-Kyung Kim, Young-Hak Kim	2026	arxiv 2604.04593
ReTraceQA: Evaluating Reasoning Traces of Small Language Models in Commonsense Question Answering	Francesco Maria Molfese, Luca Moroni, Ciro Porcaro	2025	arxiv 2510.09351
FinRAG-12B: A Production-Validated Recipe for Grounded Question Answering in Banking	Denys Katerenchuk, Pablo Duboue, Keelan Evanini	2026	arxiv 2605.05482
Nepali Passport Question Answering: A Low-Resource Dataset for Public Service Applications	Funghang Limbu Begha, Praveen Acharya, Bal Krishna Bal	2026	arxiv 2603.13320
ViTexQA: A Multi-Frame Temporal Perception Dataset for Video Text Question Answering	Zhentao Guo, Chen Duan, Tongkun Guan	2026	arxiv 2606.24602
SeDeM: Selective Decompression of Hidden-State Memories for Long-Context Question Answering	Maryam Haghifam, Jason Cong, Yizhou Sun	2026	arxiv 2608.00311
MuRAG: Multimodal Retrieval-Augmented Generator for Open Question Answering over Images and Text	Wenhu Chen, Hexiang Hu, Xi Chen	2022	arxiv 2210.02928
Evaluating Architectural Choices for Deep Learning Approaches for Question Answering over Knowledge Bases	Sherzod Hakimov, Soufian Jebbara, Philipp Cimiano	2018	arxiv 1812.02536

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