uukuguy/speechless-tools-7b
The uukuguy/speechless-tools-7b is a 7 billion parameter language model fine-tuned from speechless-coding-7b-16k-tora, designed to enhance open-source LLMs with advanced tool-use capabilities. It specializes in handling thousands of diverse real-world APIs, following the guidance of the ToolLlama project. This model is optimized for complex instruction following and tool integration, making it suitable for applications requiring sophisticated API interaction.
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Model Overview
The uukuguy/speechless-tools-7b is a 7 billion parameter language model specifically fine-tuned for tool-use capabilities. It builds upon the speechless-coding-7b-16k-tora base model and incorporates principles from the ToolLlama project to enable robust interaction with a wide array of real-world APIs.
Key Capabilities
- Extensive API Handling: Designed to manage and utilize thousands of diverse real-world APIs.
- Enhanced Instruction Following: Demonstrates competitive performance in understanding and executing complex instructions, particularly in tool-oriented tasks.
- Tool-Use Optimization: Fine-tuned to empower open-source LLMs with advanced functionality for integrating external tools and services.
Performance Highlights
Comparative local tests against chatgpt-cot and toolllama-dfs indicate its proficiency across various instruction, category, and tool-based datasets. For instance, it achieved a win rate of 0.66 on G3_instruction against chatgpt-cot and 0.575 on G2_category against toolllama-dfs, showcasing its effectiveness in tool-augmented scenarios.
Ideal Use Cases
This model is particularly well-suited for applications requiring:
- Automated Workflow Execution: Integrating with external systems and services via APIs.
- Complex Task Automation: Handling multi-step tasks that involve calling various tools.
- Developer Tools: Enhancing code generation or debugging with API interaction.