Individual skill
evaluating-llms-harness
lm-eval-harness: benchmark LLMs (MMLU, GSM8K, etc.).
optional-skills/mlops/evaluation/evaluating-llms-harness/SKILL.md
Source commit 10ecd43a33134a935a7abd1a48684953393e1ffa
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- Yes
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Network or broad shell
- Last checked
- Nov 9, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
Install this skill
Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.
An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.
Repository context
- Repository stars (not skill ratings)
- 261,934
- Repository last updated
- Nov 9, 2026
- License
- MIT
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
Files and excerpt
File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.
Browse files
SKILL.mdcore · 12,215 bytesSKILL.mdcore · 12,215 bytesSKILL.mdcore · 12,215 bytesSKILL.mdcore · 12,215 bytesSKILL.mdcore · 12,215 bytesSKILL.mdcore · 12,215 bytesSKILL.mdcore · 12,215 bytesSKILL.mdcore · 12,215 bytesSKILL.mdcore · 12,215 bytesSKILL.mdcore · 12,215 bytesSKILL.mdcore · 12,215 bytesSKILL.mdcore · 12,215 bytesSKILL.mdcore · 12,215 bytesSKILL.mdcore · 12,215 bytesSKILL.mdcore · 12,215 bytesSKILL.mdcore · 12,215 bytesSKILL.mdcore · 12,215 bytesSKILL.mdcore · 12,215 bytesSKILL.mdcore · 12,215 bytesSKILL.mdcore · 12,215 bytesSKILL.mdcore · 12,215 bytesSKILL.mdcore · 12,215 bytesSKILL.mdcore · 12,215 bytesSKILL.mdcore · 12,215 bytesSKILL.mdcore · 12,215 bytesreferences/api-evaluation.mddoc · 11,114 bytesreferences/benchmark-guide.mddoc · 10,769 bytesreferences/custom-tasks.mddoc · 13,125 bytesreferences/distributed-eval.mddoc · 11,434 bytes
Read excerpt
# lm-evaluation-harness - LLM Benchmarking
## What's inside
Evaluates LLMs across 60+ academic benchmarks (MMLU, HumanEval, GSM8K, TruthfulQA, HellaSwag). Use when benchmarking model quality, comparing models, reporting academic results, or tracking training progress. Industry standard used by EleutherAI, HuggingFace, and major labs. Supports HuggingFace, vLLM, APIs.
## Quick start
lm-evaluation-harness evaluates LLMs across 60+ academic benchmarks using standardized prompts and metrics.
**Installation**:
```bash
pip install lm-eval
```