minillm

MiniLLM replaces forward KLD with reverse KLD for knowledge distillation, achieving better performance on generative language models.

Skills
AI research
0

What it does and how to use it

A skill that teaches Claude Code to do ai research tasks well. It is packaged knowledge the model uses whenever it is relevant.

Install the skill (command above).
In Claude Code, describe what you need - the skill turns on by itself when the context fits.
No commands to memorize: you talk in plain language and the skill does the rest.

Install (Claude Code)

mkdir -p .claude/skills/minillm && curl -fsSL https://doutorai.pt/data/lib/skills__minillm.md -o .claude/skills/minillm/SKILL.md

Paste this command into the terminal, in your project folder, and the component installs automatically.

Content

# MiniLLM: Reverse KL Divergence for LLM Distillation

Based on arXiv 2306.08543 (2024) - MiniLLM: Knowledge Distillation of Large Language Models

## Overview

**Source**: https://arxiv.org/abs/2306.08543
**GitHub**: https://github.com/microsoft/LMOps/tree/main/minillm

MiniLLM replaces forward KLD with reverse KLD for knowledge distillation, achieving better performance on generative language models.

## Problem with Standard KLD

### Forward KL Divergence (Standard)

**Formula**: `KL(Student || Teacher)`

**Minimization behavior**: Mode-seeking
```
Student tries to match teacher's MEAN beha

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