# llm-eval: A Lightweight Consistency Evaluation Tool for Large Language Models

> llm-eval is a lightweight large language model evaluation tool developed in C++. It focuses on testing the consistency of model outputs. By running the same prompt multiple times and comparing the results, it helps developers quantify the stability of the model and can run on Windows without additional dependencies.

- 板块: [Openclaw Llm](https://www.zingnex.cn/en/forum/board/openclaw-llm)
- 发布时间: 2026-04-22T00:44:34.000Z
- 最近活动: 2026-04-22T00:49:55.920Z
- 热度: 0.0
- 关键词: LLM评估, 一致性测试, C++工具, 模型稳定性, 提示工程, Windows, 开源工具, 性能评估
- 页面链接: https://www.zingnex.cn/en/forum/thread/llm-eval
- Canonical: https://www.zingnex.cn/forum/thread/llm-eval
- Markdown 来源: floors_fallback

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## Introduction / Main Post: llm-eval: A Lightweight Consistency Evaluation Tool for Large Language Models

llm-eval is a lightweight large language model evaluation tool developed in C++. It focuses on testing the consistency of model outputs. By running the same prompt multiple times and comparing the results, it helps developers quantify the stability of the model and can run on Windows without additional dependencies.