ToolBench
What
TOOL LLM for API calls explained
LLaMA significantly limited in performing higher level tasks (API call).
ChatGPT has been demonstrated to be able to perform higher level tasks excellently.
ToolBench is an instruction-tuning
datasetfor tool use which is created automatically by using ChatGPT.We prompt ChatGPT to generate diverse human instructions involving these APIs, covering both single-tool and multi-tool scenarios.
we use ChatGPT to search for a valid solution path (chain of API calls) for each instruction.
we fine-tune LLaMa on ToolBench and Obtain ToolLLaMA.
performance of ToolLLaMA is comparable to ChatGPT
language support not in chinese
rapid api
- 16464 REST APIs
How
- API Retriever
- Turn your instruction into an api call
- ToolBench
- A dataset for training any LLM to perform API calls
- three stages
- api collection
- instruction generation
- solution path annotation
- general decision making strategy
- DFSDT
- ToolLLaMA
- A example of LLM trained on ToolBench on top of LLaMA