benchmarks

Comprehensive guide to all benchmarks supported by BigCode Evaluation Harness.

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

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

Content

# BigCode Evaluation Harness - Benchmark Guide

Comprehensive guide to all benchmarks supported by BigCode Evaluation Harness.

## Code Generation with Unit Tests

These benchmarks test functional correctness by executing generated code against unit tests.

### HumanEval

**Overview**: 164 handwritten Python programming problems created by OpenAI.

**Dataset**: `openai_humaneval` on HuggingFace
**Metric**: pass@k (k=1, 10, 100)
**Problems**: Function completion with docstrings

**Example problem structure**:
```python
def has_close_elements(numbers: List[float], threshold: float) -> bool:
    

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