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References (23)

[1]
MCP-Bench: Benchmarking Tool-Using LLM Agents with Complex Real-World Tasks via MCP Servers
2025Zhenting Wang, Qi Chang et al.
[2]
Rubrics as Rewards: Reinforcement Learning Beyond Verifiable Domains
2025Anisha Gunjal, Anthony Wang et al.
[3]
Interactive Reasoning: Visualizing and Controlling Chain-of-Thought Reasoning in Large Language Models
2025Rock Yuren Pang, K. J. K. Feng et al.
[4]
τ2-Bench: Evaluating Conversational Agents in a Dual-Control Environment
2025Victor Barres, Honghua Dong et al.
[5]
MCP-RADAR: A Multi-Dimensional Benchmark for Evaluating Tool Use Capabilities in Large Language Models
2025Xuanqi Gao, Siyi Xie et al.
[6]
BrowseComp: A Simple Yet Challenging Benchmark for Browsing Agents
2025Jason Wei, Zhiqing Sun et al.
[7]
PaperBench: Evaluating AI's Ability to Replicate AI Research
2025Giulio Starace, Oliver Jaffe et al.
[8]
Interactive Debugging and Steering of Multi-Agent AI Systems
2025Will Epperson, Gagan Bansal et al.
[9]
Vending-Bench: A Benchmark for Long-Term Coherence of Autonomous Agents
2025Axel Backlund, Lukas Petersson
[10]
The Berkeley Function Calling Leaderboard (BFCL): From Tool Use to Agentic Evaluation of Large Language Models
2025Shishir G. Patil, Huanzhi Mao et al.
[11]
LADYBUG: an LLM Agent DeBUGger for data-driven applications
2025Joel Rorseth, P. Godfrey et al.
[12]
ToolSandbox: A Stateful, Conversational, Interactive Evaluation Benchmark for LLM Tool Use Capabilities
2024Jiarui Lu, Thomas Holleis et al.
[13]
AppWorld: A Controllable World of Apps and People for Benchmarking Interactive Coding Agents
2024H. Trivedi, Tushar Khot et al.
[14]
Scaling Synthetic Data Creation with 1,000,000,000 Personas
2024Xin Chan, Xiaoyang Wang et al.
[15]
τ-bench: A Benchmark for Tool-Agent-User Interaction in Real-World Domains
2024Shunyu Yao, Noah Shinn et al.
[16]
WildBench: Benchmarking LLMs with Challenging Tasks from Real Users in the Wild
2024Bill Yuchen Lin, Yuntian Deng et al.
[17]
WorkArena: How Capable Are Web Agents at Solving Common Knowledge Work Tasks?
2024Alexandre Drouin, Maxime Gasse et al.
[18]
GAIA: a benchmark for General AI Assistants
2023G. Mialon, Clémentine Fourrier et al.
[19]
SWE-bench: Can Language Models Resolve Real-World GitHub Issues?
2023Carlos E. Jimenez, John Yang et al.
[20]
ReAct: Synergizing Reasoning and Acting in Language Models
2022Shunyu Yao, Jeffrey Zhao et al.

Showing 20 of 23 references

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