keyword-based-llm-eval

Community

Quantify LLM outputs with keyword scoring.

Authorshimo4228
Version1.0.0
Installs0

System Documentation

What problem does it solve?

Evaluates LLM-generated structured outputs against expected results using keyword matching and F1 metrics, offering a fast, low-dependency alternative to semantic similarity approaches.

Core Features & Use Cases

  • Lightweight keyword-based evaluation for structured outputs such as cards, summaries, and extractions.
  • Per-case keyword configurations and scoring to compute recall, precision, and F1.
  • Aggregated reports and comparisons to track prompt quality over time.

Quick Start

Provide a YAML dataset describing cases and expected keywords, then run the evaluator to obtain recall, precision, and F1.

Dependency Matrix

Required Modules

None required

Components

Standard package

💻 Claude Code Installation

Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.

Please help me install this Skill:
Name: keyword-based-llm-eval
Download link: https://github.com/shimo4228/claude-code-learned-skills/archive/main.zip#keyword-based-llm-eval

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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