agent-distillation — Agent Tool by Nardien

by Nardien · Agent Tool · ★ 209

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About agent-distillation

Agent Distillation is a library that supports distillation of large language agents into small langauge models, with just a few scripts! This library accompanies our academic paper, Distilling LLM Agents into Small Models with Retrieval and Code Tools, where we demonstrate how small language models can learn to act like powerful LLM agents by mimicking their agentic behaviors, augmented with retrieval and code execution capabilities. Built on top of v1.13.0.dev0, this library supercharges the agent training pipeline with essential utilities for logging, training, and benchmarking, all optimized for simplicity and reproducibility. 🔧 What This Library Offers In addition to the powerful capabilities of , this library introduces: 📜 Logging: Seamlessly save agent run logs to create training-ready trajectories. 🎓 Training: Use TRL's SFT trainer to train small agents that remain compatible with . 📊 Benchmarking: Evaluate your distilled agents on factual and mathematical reasoning benchmarks using a single script. Recent Updates [2025.06] We upload the teacher agent trajectories (both [baseline](https://huggingface.co/datasets/agent-distillation/Qwen2.5-32B-In

Quick Facts

Stars209
Forks29
LanguagePython
CategoryAgent Tool
LicenseApache-2.0
Quality Score67.4559200239292/100
Open Issues2
Last Updated2025-10-22
Created2025-05-23
Platformspython
Est. Tokens~158k

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Frequently Asked Questions

What is agent-distillation?

agent-distillation is Official Code Repository for the paper "Distilling LLM Agent into Small Models with Retrieval and Code Tools". It is categorized as a Agent Tool with 209 GitHub stars.

What programming language is agent-distillation written in?

agent-distillation is primarily written in Python.

How do I install or use agent-distillation?

You can find installation instructions and usage details in the agent-distillation GitHub repository at github.com/Nardien/agent-distillation. The project has 209 stars and 29 forks, indicating an active community.

What license does agent-distillation use?

agent-distillation is released under the Apache-2.0 license, making it free to use and modify according to the license terms.

What are the best alternatives to agent-distillation?

The top alternatives to agent-distillation on Agent Skills Hub include claude-forge, excalidraw-diagram-skill, agent-skills. Each offers a different approach to the same problem space — compare them side-by-side by stars, quality score, and community activity.

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