https://github.com/luban-agi/tool_use_benchmark

This is a tool-learning datasets for tool using!
https://github.com/luban-agi/tool_use_benchmark

benchmark dataset tool-learning

Last synced: about 2 months ago
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This is a tool-learning datasets for tool using!

• Host: GitHub
• URL: https://github.com/luban-agi/tool_use_benchmark
• Owner: luban-agi
• License: mit
• Created: 2023-09-06T06:57:30.000Z (about 1 year ago)
• Default Branch: main
• Last Pushed: 2023-09-06T07:01:26.000Z (about 1 year ago)
• Last Synced: 2024-06-12T01:15:11.738Z (3 months ago)
• Topics: benchmark, dataset, tool-learning
• Homepage:
• Size: 4.88 KB
• Stars: 7
• Watchers: 2
• Forks: 0
• Open Issues: 1
• Metadata Files:
  • Readme: README.md
  • License: license

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README

        
English | [中文版](README_zh.md)

# TLB

This is a tool-learning datasets.

## Data Describetion

We have noticed that there are many high-quality datasets in the field of tool learning, such as [Tool-Bench](https://github.com/OpenBMB/ToolBench)、[Api-Bank](https://github.com/AlibabaResearch/DAMO-ConvAI/blob/main/api-bank/data/all_apis.csv)、[Tool-Alpaca](https://github.com/tangqiaoyu/ToolAlpaca/blob/main/data/train_data.json), etc. 

However, different tool learning datasets do not have a unified data format or evaluation standards for assessing the performance of large models on tool usage. 

Consequently, we collected the aforementioned datasets and performed the following data processing tasks, including aligning the data formats, extracting parser keys, and constructing question-answer pairs. 

Additionally, we have open-sourced a Chinese API-based tool dataset for research and learning purposes in tool learning.

### Data Overview

| DataseName    | language  | ToolRetrieval | Tool Filler  | Tool Parser|

|:--------------|:----------|:--------------|:-------------|:-----------|

|  ToolBench-g1 | en        |  423734/484   |  -           |  -         |

|  ToolBench    | en        |  423734/484   |  44939/484   |  19354/215 |

|  APIBank      | en        |  429/79       |  429/79      |  429/79    |

|  ToolAlpaca   | en        |  5911/198     |  5911/198    |  5803/198  |

|  ToolLuban    | zh        |  10239/234    |  10239/234   |  5605/185  |

- Tool Retrieval：

  - data structure：

- Tool Filler：

  - data structure：

- Tool Parser：

  - data structure：