ToolACE-8B
| Property | Value |
|---|---|
| Parameter Count | 8.03B |
| Model Type | BF16 Tensor Type |
| Base Model | meta-llama/Meta-Llama-3.1-8B-Instruct |
| License | Apache-2.0 |
| Paper | ToolACE: Winning the Points of LLM Function Calling |
What is ToolACE-8B?
ToolACE-8B is a specialized language model fine-tuned for advanced function calling capabilities. Built upon LLaMA-3.1-8B-Instruct, it represents a significant advancement in tool-learning and API interaction, achieving competitive performance against GPT-4 on the Berkeley Function-Calling Leaderboard (BFCL).
Implementation Details
The model implements an innovative automatic agentic pipeline that generates accurate, complex, and diverse tool-learning data. It utilizes a self-evolution synthesis process managing a comprehensive pool of 26,507 APIs, with dialog generation guided by formalized thinking processes and verified through a dual-layer system combining rule-based and model-based checks.
- Advanced function calling capabilities with state-of-the-art performance
- Comprehensive API pool integration
- Dual-layer verification system for accuracy
- Formalized thinking process implementation
Core Capabilities
- Precise function calling and API interaction
- Complex tool-learning data generation
- Multi-agent dialog generation
- Accurate parameter handling and response generation
Frequently Asked Questions
Q: What makes this model unique?
ToolACE-8B stands out for its exceptional function calling capabilities and its ability to manage complex API interactions while maintaining high accuracy through its dual-layer verification system. It achieves GPT-4 level performance while being significantly smaller at 8B parameters.
Q: What are the recommended use cases?
The model is ideal for applications requiring sophisticated API interactions, tool usage automation, and complex function calling scenarios. It's particularly well-suited for developers building applications that need to interface with multiple APIs or require accurate parameter handling in function calls.
