How to let LLM acquire the Agentic Capability?
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How to let LLM acquire the Agentic Capability?
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Previous answers are direct imitation learning by collecting agentic data such as tool calling history (inefficient and introduces format hallucination). 
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Previous answers are direct imitation learning by collecting agentic data such as tool calling history (inefficient and introduces format hallucination). 
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Agent-FLAN tells a different view:
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Agent-FLAN tells a different view:
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- Eliciting the foundational capability (e.g., reasoning, retrieval, and instruction following) is more important
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- Eliciting the foundational capability (e.g., reasoning, retrieval, and instruction following) is more important
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- Using chat data is more effective with less side effects than tool calling history
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- Using chat data is more effective with less side effects than tool calling history
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Dataset: 
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Dataset: 
https://huggingface.co/datasets/internlm/Agent-FLAN
internlm/Agent-FLAN
dataset
resource
https://huggingface.co/datasets/internlm/Agent-FLAN
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HF Model: 
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HF Model: 
https://huggingface.co/internlm/Agent-FLAN-7b
internlm/Agent-FLAN-7b
model
resource
https://huggingface.co/internlm/Agent-FLAN-7b
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Paper: 
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Paper: 
Agent-FLAN: Designing Data and Methods of Effective Agent Tuning for
  Large Language Models (2403.12881)
https://huggingface.co/papers/2403.12881
2403.12881
paper
resource
https://huggingface.co/papers/2403.12881
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Project page：https://internlm.github.io/Agent-FLAN/
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Project page：https://internlm.github.io/Agent-FLAN/
How to let LLM acquire the Agentic Capability?

Previous answers are direct imitation learning by collecting agentic data such as tool calling history (inefficient and introduces format hallucination). 
Agent-FLAN tells a different view:
- Eliciting the foundational capability (e.g., reasoning, retrieval, and instruction following) is more important
- Using chat data is more effective with less side effects than tool calling history

Dataset: https://huggingface.co/datasets/internlm/Agent-FLAN
HF Model: https://huggingface.co/internlm/Agent-FLAN-7b
Paper: https://huggingface.co/papers/2403.12881
Project page：https://internlm.github.io/Agent-FLAN/
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