Vision-DeepResearch Benchmark: Rethinking Visual and Textual Search for Multimodal Large Language Models
Fuente:
arXiv
Saved in:
| Main Authors: | Zeng, Yu, Huang, Wenxuan, Fang, Zhen, Chen, Shuang, Shen, Yufan, Cai, Yishuo, Wang, Xiaoman, Yin, Zhenfei, Chen, Lin, Chen, Zehui, Huang, Shiting, Zhao, Yiming, Tang, Xu, Hu, Yao, Torr, Philip, Ouyang, Wanli, Cao, Shaosheng |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Vision-DeepResearch: Incentivizing DeepResearch Capability in Multimodal Large Language Models
by: Huang, Wenxuan, et al.
Published: (2026)
by: Huang, Wenxuan, et al.
Published: (2026)
Agentic Jigsaw Interaction Learning for Enhancing Visual Perception and Reasoning in Vision-Language Models
by: Zeng, Yu, et al.
Published: (2025)
by: Zeng, Yu, et al.
Published: (2025)
Interleaving Reasoning for Better Text-to-Image Generation
by: Huang, Wenxuan, et al.
Published: (2025)
by: Huang, Wenxuan, et al.
Published: (2025)
Flow-OPD: On-Policy Distillation for Flow Matching Models
by: Fang, Zhen, et al.
Published: (2026)
by: Fang, Zhen, et al.
Published: (2026)
Actial: Activate Spatial Reasoning Ability of Multimodal Large Language Models
by: Zhan, Xiaoyu, et al.
Published: (2025)
by: Zhan, Xiaoyu, et al.
Published: (2025)
Vision-Free Retrieval: Rethinking Multimodal Search with Textual Scene Descriptions
by: Ntinou, Ioanna, et al.
Published: (2025)
by: Ntinou, Ioanna, et al.
Published: (2025)
MM-DeepResearch: A Simple and Effective Multimodal Agentic Search Baseline
by: Yao, Huanjin, et al.
Published: (2026)
by: Yao, Huanjin, et al.
Published: (2026)
CompBench: Benchmarking Complex Instruction-guided Image Editing
by: Jia, Bohan, et al.
Published: (2025)
by: Jia, Bohan, et al.
Published: (2025)
ACC: Compiling Agent Trajectories for Long-Context Training
by: Su, Qisheng, et al.
Published: (2026)
by: Su, Qisheng, et al.
Published: (2026)
CRITICTOOL: Evaluating Self-Critique Capabilities of Large Language Models in Tool-Calling Error Scenarios
by: Huang, Shiting, et al.
Published: (2025)
by: Huang, Shiting, et al.
Published: (2025)
OpenSearch-VL: An Open Recipe for Frontier Multimodal Search Agents
by: Chen, Shuang, et al.
Published: (2026)
by: Chen, Shuang, et al.
Published: (2026)
DualVLA: Building a Generalizable Embodied Agent via Partial Decoupling of Reasoning and Action
by: Fang, Zhen, et al.
Published: (2025)
by: Fang, Zhen, et al.
Published: (2025)
SCOPE: Structured Decomposition and Conditional Skill Orchestration for Complex Image Generation
by: Ren, Tianfei, et al.
Published: (2026)
by: Ren, Tianfei, et al.
Published: (2026)
Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models
by: Huang, Wenxuan, et al.
Published: (2025)
by: Huang, Wenxuan, et al.
Published: (2025)
Dynamic-LLaVA: Efficient Multimodal Large Language Models via Dynamic Vision-language Context Sparsification
by: Huang, Wenxuan, et al.
Published: (2024)
by: Huang, Wenxuan, et al.
Published: (2024)
StraTA: Incentivizing Agentic Reinforcement Learning with Strategic Trajectory Abstraction
by: Xue, Xiangyuan, et al.
Published: (2026)
by: Xue, Xiangyuan, et al.
Published: (2026)
VCR-Bench: A Comprehensive Evaluation Framework for Video Chain-of-Thought Reasoning
by: Qi, Yukun, et al.
Published: (2025)
by: Qi, Yukun, et al.
Published: (2025)
CoMAS: Co-Evolving Multi-Agent Systems via Interaction Rewards
by: Xue, Xiangyuan, et al.
Published: (2025)
by: Xue, Xiangyuan, et al.
Published: (2025)
Step-DeepResearch Technical Report
by: Hu, Chen, et al.
Published: (2025)
by: Hu, Chen, et al.
Published: (2025)
AI-Driven Automation Can Become the Foundation of Next-Era Science of Science Research
by: Chen, Renqi, et al.
Published: (2025)
by: Chen, Renqi, et al.
Published: (2025)
VimRAG: Navigating Massive Visual Context in Retrieval-Augmented Generation via Multimodal Memory Graph
by: Wang, Qiuchen, et al.
Published: (2026)
by: Wang, Qiuchen, et al.
Published: (2026)
Rethinking Visual Prompting for Multimodal Large Language Models with External Knowledge
by: Lin, Yuanze, et al.
Published: (2024)
by: Lin, Yuanze, et al.
Published: (2024)
Octavius: Mitigating Task Interference in MLLMs via LoRA-MoE
by: Chen, Zeren, et al.
Published: (2023)
by: Chen, Zeren, et al.
Published: (2023)
Tongyi DeepResearch Technical Report
by: Tongyi DeepResearch Team, et al.
Published: (2025)
by: Tongyi DeepResearch Team, et al.
Published: (2025)
Uni3D-LLM: Unifying Point Cloud Perception, Generation and Editing with Large Language Models
by: Liu, Dingning, et al.
Published: (2024)
by: Liu, Dingning, et al.
Published: (2024)
MFC-Bench: Benchmarking Multimodal Fact-Checking with Large Vision-Language Models
by: Wang, Shengkang, et al.
Published: (2024)
by: Wang, Shengkang, et al.
Published: (2024)
Multimodal DeepResearcher: Generating Text-Chart Interleaved Reports From Scratch with Agentic Framework
by: Yang, Zhaorui, et al.
Published: (2025)
by: Yang, Zhaorui, et al.
Published: (2025)
RoDLA: Benchmarking the Robustness of Document Layout Analysis Models
by: Chen, Yufan, et al.
Published: (2024)
by: Chen, Yufan, et al.
Published: (2024)
UniCorn: Towards Self-Improving Unified Multimodal Models through Self-Generated Supervision
by: Han, Ruiyan, et al.
Published: (2026)
by: Han, Ruiyan, et al.
Published: (2026)
TAIJI: Textual Anchoring for Immunizing Jailbreak Images in Vision Language Models
by: Yin, Xiangyu, et al.
Published: (2025)
by: Yin, Xiangyu, et al.
Published: (2025)
ViTCoP: Accelerating Large Vision-Language Models via Visual and Textual Semantic Collaborative Pruning
by: Luo, Wen, et al.
Published: (2026)
by: Luo, Wen, et al.
Published: (2026)
VideoSeeker: Incentivizing Instance-level Video Understanding via Native Agentic Tool Invocation
by: Zhao, Yiming, et al.
Published: (2026)
by: Zhao, Yiming, et al.
Published: (2026)
DeepResearch Bench: A Comprehensive Benchmark for Deep Research Agents
by: Du, Mingxuan, et al.
Published: (2025)
by: Du, Mingxuan, et al.
Published: (2025)
Confident RAG: Enhancing the Performance of LLMs for Mathematics Question Answering through Multi-Embedding and Confidence Scoring
by: Chen, Shiting, et al.
Published: (2025)
by: Chen, Shiting, et al.
Published: (2025)
Where Am I and What Will I See: An Auto-Regressive Model for Spatial Localization and View Prediction
by: Chen, Junyi, et al.
Published: (2024)
by: Chen, Junyi, et al.
Published: (2024)
Yunque DeepResearch Technical Report
by: Cai, Yuxuan, et al.
Published: (2026)
by: Cai, Yuxuan, et al.
Published: (2026)
Dynamic Textual Prompt For Rehearsal-free Lifelong Person Re-identification
by: Chen, Hongyu, et al.
Published: (2024)
by: Chen, Hongyu, et al.
Published: (2024)
VRAG-RL: Empower Vision-Perception-Based RAG for Visually Rich Information Understanding via Iterative Reasoning with Reinforcement Learning
by: Wang, Qiuchen, et al.
Published: (2025)
by: Wang, Qiuchen, et al.
Published: (2025)
MedEinst: Benchmarking the Einstellung Effect in Medical LLMs through Counterfactual Differential Diagnosis
by: Chen, Wenting, et al.
Published: (2026)
by: Chen, Wenting, et al.
Published: (2026)
Many Heads Are Better Than One: Improved Scientific Idea Generation by A LLM-Based Multi-Agent System
by: Su, Haoyang, et al.
Published: (2024)
by: Su, Haoyang, et al.
Published: (2024)
Similar Items
-
Vision-DeepResearch: Incentivizing DeepResearch Capability in Multimodal Large Language Models
by: Huang, Wenxuan, et al.
Published: (2026) -
Agentic Jigsaw Interaction Learning for Enhancing Visual Perception and Reasoning in Vision-Language Models
by: Zeng, Yu, et al.
Published: (2025) -
Interleaving Reasoning for Better Text-to-Image Generation
by: Huang, Wenxuan, et al.
Published: (2025) -
Flow-OPD: On-Policy Distillation for Flow Matching Models
by: Fang, Zhen, et al.
Published: (2026) -
Actial: Activate Spatial Reasoning Ability of Multimodal Large Language Models
by: Zhan, Xiaoyu, et al.
Published: (2025)