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Qin and colleagues: ToolLLM data, training and tool-use evaluation

Constructed tool-use instructions and solution traces, trained a tool-oriented model with API retrieval, and evaluated multi-step API use.

What is recorded here?

Constructed tool-use instructions and solution traces, trained a tool-oriented model with API retrieval, and evaluated multi-step API use.

Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.

Scientific scope

Synthetic teacher-generated paths and model-based evaluation introduce bias; API availability can change. ToolBench, ToolLLaMA and ToolEval are kept in one research package.

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People and systems

Yujia Qin; Shihao Liang; Yining Ye; Kunlun Zhu; Lan Yan; Yaxi Lu; Yankai Lin; Xin Cong; Xiangru Tang; Bill Qian; Sihan Zhao; Lauren Hong; Runchu Tian; Ruobing Xie; Jie Zhou; Mark Gerstein; Dahai Li; Zhiyuan Liu; Maosong Sun

Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.

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English catalogue narrative

Qin and colleagues: ToolLLM data, training and tool-use evaluation

Constructed tool-use instructions and solution traces, trained a tool-oriented model with API retrieval, and evaluated multi-step API use.

Scientific scope

Synthetic teacher-generated paths and model-based evaluation introduce bias; API availability can change. ToolBench, ToolLLaMA and ToolEval are kept in one research package.

Reading status

This is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.

People and systems

Yujia Qin; Shihao Liang; Yining Ye; Kunlun Zhu; Lan Yan; Yaxi Lu; Yankai Lin; Xin Cong; Xiangru Tang; Bill Qian; Sihan Zhao; Lauren Hong; Runchu Tian; Ruobing Xie; Jie Zhou; Mark Gerstein; Dahai Li; Zhiyuan Liu; Maosong Sun

Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.

Original sources