Research

Papers for “question answering”

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

Title	Authors	Year	Source
MoCA-Agent: A Market-of-Claims Code Agent for Financial and Numerical Reasoning	Abdelrahman Abdallah, AbdelRahim A. Elmadany, Sameh Al Natour	2026	arxiv 2606.11537
LakeQA: An Exploratory QA Benchmark over a Million-Scale Data Lake	Haonan Wang, Jiaxiang Liu, Yurong Liu	2026	arxiv 2606.10460
Intent-Driven Dynamic Chunking: Segmenting Documents to Reflect Predicted Information Needs	Christos Koutsiaris	2026	arxiv 2602.14784
Learning Transferable Sensor Models via Language-Informed Pretraining	Yuliang Chen, Arvind Pillai, Yu Yvonne Wu	2026	arxiv 2603.11950
CycleChart: A Unified Consistency-Based Learning Framework for Bidirectional Chart Understanding and Generation	Dazhen Deng, Sen Yang, Yuchen He	2025	arxiv 2512.19173
FSPO: Few-Shot Optimization of Synthetic Preferences Personalizes to Real Users	Anikait Singh, Sheryl Hsu, Kyle Hsu	2025	arxiv 2502.19312
Enhancing Trust in Large Language Models via Uncertainty-Calibrated Fine-Tuning	Ranganath Krishnan, Piyush Khanna, Omesh Tickoo	2024	arxiv 2412.02904
AeroRAG: Structured Multimodal Retrieval-Augmented LLM for Fine-Grained Aerial Visual Reasoning	Junxiao Xue, Quan Deng, Tingqi Hu	2026	arxiv 2604.17889
VERHallu: Evaluating and Mitigating Event Relation Hallucination in Video Large Language Models	Zefan Zhang, Kehua Zhu, Shijie Jiang	2026	arxiv 2601.10010
From Chains to Graphs: Self-Structured Reasoning for General-Domain LLMs	Yingjian Chen, Haoran Liu, Yinhong Liu	2026	arxiv 2601.03597
Look, Read and Ask: Learning to Ask Questions by Reading Text in Images	Soumya Jahagirdar, Shankar Gangisetty, Anand Mishra	2022	arxiv 2211.12950
Exploring Rewriting Approaches for Different Conversational Tasks	Md Mehrab Tanjim, Ryan A. Rossi, Mike Rimer	2025	arxiv 2502.18860
M-LLM Based Video Frame Selection for Efficient Video Understanding	Kai Hu, Feng Gao, Xiaohan Nie	2025	arxiv 2502.19680
Temporal Working Memory: Query-Guided Segment Refinement for Enhanced Multimodal Understanding	Xingjian Diao, Chunhui Zhang, Weiyi Wu	2025	arxiv 2502.06020
StockBench: Can LLM Agents Trade Stocks Profitably In Real-world Markets?	Yanxu Chen, Zijun Yao, Yantao Liu	2025	arxiv 2510.02209
Explore with Long-term Memory: A Benchmark and Multimodal LLM-based Reinforcement Learning Framework for Embodied Exploration	Sen Wang, Bangwei Liu, Zhenkun Gao	2026	arxiv 2601.10744
Efficient Chain-of-Modality Reasoning via Progressive Compression for Spoken Language Models	Pengchao Feng, Chao-Hong Tan, Qian Chen	2026	arxiv 2607.19932
Task Competence Is Not Instruction Following: Evaluating Instruction-Conflicting Behavior in Small Language Models	Mahdiyeh Farajidizaji, Vatsal Raina	2026	arxiv 2607.19608
Geometric Cross-Modal Token Selection for Latency-Constrained Multimodal Token Communication	Joohyuk Park, Junyong Shin, Yongjeong Oh	2026	arxiv 2608.03141
Synthetic Data Generation & Multi-Step RL for Reasoning & Tool Use	Anna Goldie, Azalia Mirhoseini, Hao Zhou	2025	arxiv 2504.04736

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