evaluation

Complete guide to benchmarking and testing merged models based on research best practices.

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/evaluation && curl -fsSL https://doutorai.pt/data/lib/skills__evaluation.md -o .claude/skills/evaluation/SKILL.md

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

Content

# Model Merging Evaluation

Complete guide to benchmarking and testing merged models based on research best practices.

## Table of Contents
- Benchmark Suites
- Evaluation Metrics
- Testing Methodology
- Comparison Framework
- Quality Assurance

## Benchmark Suites

### Open LLM Leaderboard

**URL**: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard

**Tasks** (6 benchmarks):
1. **ARC** (AI2 Reasoning Challenge): 25-shot, science questions
2. **HellaSwag**: 10-shot, commonsense reasoning
3. **MMLU** (Massive Multitask Language Understanding): 5-shot, 57 subjects
4. **TruthfulQA

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