Cover Image

DeepResearch Bench II: Diagnosing Deep Research Agents via Rubrics from Expert Report

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Li, Ruizhe, Du, Mingxuan, Xu, Benfeng, Zhu, Chiwei, Wang, Xiaorui, Mao, Zhendong
Format:	Preprint
Published:	2026
Subjects:	Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

DeepResearch Bench: A Comprehensive Benchmark for Deep Research Agents
by: Du, Mingxuan, et al.
Published: (2025)

Wiki Live Challenge: Challenging Deep Research Agents with Expert-Level Wikipedia Articles
by: Wang, Shaohan, et al.
Published: (2026)

FS-Researcher: Test-Time Scaling for Long-Horizon Research Tasks with File-System-Based Agents
by: Zhu, Chiwei, et al.
Published: (2026)

Automated Creativity Evaluation for Large Language Models: A Reference-Based Approach
by: Li, Ruizhe, et al.
Published: (2025)

From Real to Synthetic: Synthesizing Millions of Diversified and Complicated User Instructions with Attributed Grounding
by: Zhu, Chiwei, et al.
Published: (2025)

MCP-AgentBench: Evaluating Real-World Language Agent Performance with MCP-Mediated Tools
by: Guo, Zikang, et al.
Published: (2025)

A-RAG: Scaling Agentic Retrieval-Augmented Generation via Hierarchical Retrieval Interfaces
by: Du, Mingxuan, et al.
Published: (2026)

WildGraphBench: Benchmarking GraphRAG with Wild-Source Corpora
by: Wang, Pengyu, et al.
Published: (2026)

Step-DeepResearch Technical Report
by: Hu, Chen, et al.
Published: (2025)

Learning Query-Specific Rubrics from Human Preferences for DeepResearch Report Generation
by: Lv, Changze, et al.
Published: (2026)

Yunque DeepResearch Technical Report
by: Cai, Yuxuan, et al.
Published: (2026)

Marco DeepResearch: Unlocking Efficient Deep Research Agents via Verification-Centric Design
by: Zhu, Bin, et al.
Published: (2026)

Training LLM-Based Agents with Synthetic Self-Reflected Trajectories and Partial Masking
by: Chen, Yihan, et al.
Published: (2025)

An Index-based Approach for Efficient and Effective Web Content Extraction
by: Chen, Yihan, et al.
Published: (2025)

Tongyi DeepResearch Technical Report
by: Tongyi DeepResearch Team, et al.
Published: (2025)

Rationales Are Not Silver Bullets: Measuring the Impact of Rationales on Model Performance and Reliability
by: Zhu, Chiwei, et al.
Published: (2025)

DeepResearcher: Scaling Deep Research via Reinforcement Learning in Real-world Environments
by: Zheng, Yuxiang, et al.
Published: (2025)

ResearchRubrics: A Benchmark of Prompts and Rubrics For Evaluating Deep Research Agents
by: Sharma, Manasi, et al.
Published: (2025)

SFR-DeepResearch: Towards Effective Reinforcement Learning for Autonomously Reasoning Single Agents
by: Nguyen, Xuan-Phi, et al.
Published: (2025)

DeepResearch-Slice: Bridging the Retrieval-Utilization Gap via Explicit Text Slicing
by: Lu, Shuo, et al.
Published: (2025)

Multimodal DeepResearcher: Generating Text-Chart Interleaved Reports From Scratch with Agentic Framework
by: Yang, Zhaorui, et al.
Published: (2025)

Dingtalk DeepResearch: A Unified Multi Agent Framework for Adaptive Intelligence in Enterprise Environments
by: Chen, Mengyuan, et al.
Published: (2025)

ExpertPrompting: Instructing Large Language Models to be Distinguished Experts
by: Xu, Benfeng, et al.
Published: (2023)

Deep Research as Rubric for Reinforcement Learning
by: Mei, Wangyi, et al.
Published: (2026)

ReportBench: Evaluating Deep Research Agents via Academic Survey Tasks
by: Li, Minghao, et al.
Published: (2025)

Vision-DeepResearch: Incentivizing DeepResearch Capability in Multimodal Large Language Models
by: Huang, Wenxuan, et al.
Published: (2026)

Benchmarking Large Language Models on Controllable Generation under Diversified Instructions
by: Chen, Yihan, et al.
Published: (2024)

Dr. Bench: A Multidimensional Evaluation for Deep Research Agents, from Answers to Reports
by: Yao, Yang, et al.
Published: (2025)

DEER: A Benchmark for Evaluating Deep Research Agents on Expert Report Generation
by: Han, Janghoon, et al.
Published: (2025)

Mind2Report: A Cognitive Deep Research Agent for Expert-Level Commercial Report Synthesis
by: Cheng, Mingyue, et al.
Published: (2026)

Vision-DeepResearch Benchmark: Rethinking Visual and Textual Search for Multimodal Large Language Models
by: Zeng, Yu, et al.
Published: (2026)

FinDeepResearch: Evaluating Deep Research Agents in Rigorous Financial Analysis
by: Zhu, Fengbin, et al.
Published: (2025)

Understanding DeepResearch via Reports
by: Fan, Tianyu, et al.
Published: (2025)

DeepResearch$^{\text{Eco}}$: A Recursive Agentic Workflow for Complex Scientific Question Answering in Ecology
by: D'Souza, Jennifer, et al.
Published: (2025)

Mind DeepResearch Technical Report
by: MindDR Team, et al.
Published: (2026)

DR Tulu: Reinforcement Learning with Evolving Rubrics for Deep Research
by: Shao, Rulin, et al.
Published: (2025)

SearchAttack: Red-Teaming LLMs against Knowledge-to-Action Threats under Online Web Search
by: Yan, Yu, et al.
Published: (2026)

TVIR: Building Deep Research Agents Towards Text--Visual Interleaved Report Generation
by: Ma, Xinkai, et al.
Published: (2026)

Can Deep Research Agents Retrieve and Organize? Evaluating the Synthesis Gap with Expert Taxonomies
by: Zhang, Ming, et al.
Published: (2026)

Enterprise Deep Research: Steerable Multi-Agent Deep Research for Enterprise Analytics
by: Prabhakar, Akshara, et al.
Published: (2025)