Research

Papers for “question answering”

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

Title	Authors	Year	Source
Agentic SPARQL: Evaluating SPARQL-MCP-powered Intelligent Agents on the Federated KGQA Benchmark	Daniel Dobriy, Frederik Bauer, Amr Azzam	2026	arxiv 2603.06582
From Textual Columns to Query Plans: A Unified Relational-Semantic Execution Framework for Hybrid Query Processing	Nima Shahbazi, Seiji Maekawa, Nikita Bhutani	2026	arxiv 2604.02444
Parameter Efficient Multimodal Instruction Tuning for Romanian Vision Language Models	George-Andrei Dima, Răzvan-Alexandru Smădu, Dumitru-Clementin Cercel	2025	arxiv 2512.14926
Agentic NL2SQL to Reduce Computational Costs	Dominik Jehle, Lennart Purucker, Frank Hutter	2025	arxiv 2510.14808
LC-Eval: A Bilingual Multi-Task Evaluation Benchmark for Long-Context Understanding	Sheikh Jubair, Arwa Omayrah, Amal Alshammari	2025	arxiv 2510.16783
FAU at ImageCLEF 2026 Task on Multimodal Reasoning Robust Candidate Scoring and Concise Multilingual Visual Answering	Mohamed Basem, Vincent Christlein	2026	arxiv 2608.01664
Reasoning Models are Test Exploiters: Rethinking Multiple-Choice	Narun Raman, Taylor Lundy, Kevin Leyton-Brown	2025	arxiv 2507.15337
Improved Alignment of Modalities in Large Vision Language Models	Kartik Jangra, Aman Kumar Singh, Yashwani Mann	2025	arxiv 2503.19508
Surgical-VQLA: Transformer with Gated Vision-Language Embedding for Visual Question Localized-Answering in Robotic Surgery	Long Bai, Mobarakol Islam, Lalithkumar Seenivasan	2023	arxiv 2305.11692
Domain-Specific Retrieval-Augmented Generation Using Vector Stores, Knowledge Graphs, and Tensor Factorization	Ryan C. Barron, Ves Grantcharov, Selma Wanna	2024	arxiv 2410.02721
Evaluation of AI Chatbots for Patient-Specific EHR Questions	Alaleh Hamidi, Kirk Roberts	2023	arxiv 2306.02549
Multimodal Datasets and Benchmarks for Reasoning about Dynamic Spatio-Temporality in Everyday Environments	Takanori Ugai, Kensho Hara, Shusaku Egami	2024	arxiv 2408.11347
Evaluating AI for Law: Bridging the Gap with Open-Source Solutions	Rohan Bhambhoria, Samuel Dahan, Jonathan Li	2024	arxiv 2404.12349
Talking-Heads Attention	Noam Shazeer, Zhenzhong Lan, Youlong Cheng	2020	arxiv 2003.02436
Annotation Methodologies for Vision and Language Dataset Creation	Gitit Kehat, James Pustejovsky	2016	arxiv 1607.02769
Fast Linear Model for Knowledge Graph Embeddings	Armand Joulin, Edouard Grave, Piotr Bojanowski	2017	arxiv 1710.10881
Enhancing Next-Generation Language Models with Knowledge Graphs: Extending Claude, Mistral IA, and GPT-4 via KG-BERT	Nour El Houda Ben Chaabene, Hamza Hammami	2025	arxiv 2512.10440
From Representation to Reasoning: Towards both Evidence and Commonsense Reasoning for Video Question-Answering	Jiangtong Li, Li Niu, Liqing Zhang	2022	arxiv 2205.14895
Bringing Pedagogy into Focus: Evaluating Virtual Teaching Assistants' Question-Answering in Asynchronous Learning Environments	Li Siyan, Zhen Xu, Vethavikashini Chithrra Raghuram	2025	arxiv 2509.17961
Emulating Human Cognitive Processes for Expert-Level Medical Question-Answering with Large Language Models	Khushboo Verma, Marina Moore, Stephanie Wottrich	2023	arxiv 2310.11266

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