OpaqueToolsBench: Learning Nuances of Tool Behavior Through Interaction | ScienceToStartup | ScienceToStartup

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References (23)

[1]

BrowseComp-Plus: A More Fair and Transparent Evaluation Benchmark of Deep-Research Agent

2025Zijian Chen, Xueguang Ma et al.

[2]

PLAY2PROMPT: Zero-shot Tool Instruction Optimization for LLM Agents via Tool Play

2025Wei-Wen Fang, Yang Zhang et al.

[3]

Complete Chess Games Enable LLM Become A Chess Master

Founder's Pitch

"Develop a framework to improve tool documentation and usage in LLM environments with opaque tools."

Benchmarking for LLM Tool Use•Score: 4•View PDF ↗

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OpaqueToolsBench: Learning Nuances of Tool Behavior Through Interaction

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References (23)

Founder's Pitch

"Develop a framework to improve tool documentation and usage in LLM environments with opaque tools."

Commercial Viability Breakdown

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Why It Matters

Product Angle

Disruption

Product Opportunity

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Research Author 1

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OpaqueToolsBench: Learning Nuances of Tool Behavior Through Interaction

BUILDER'S SANDBOX

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References (23)

Founder's Pitch

"Develop a framework to improve tool documentation and usage in LLM environments with opaque tools."

Commercial Viability Breakdown

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