evaluation-metrics

The LLM Evaluation Framework

Python SDK for AI agent monitoring, LLM cost tracking, benchmarking, and more. Integrates with most LLMs and agent frameworks including CrewAI, Agno, OpenAI Agents SDK, Langchain, Autogen, AG2, and CamelAI

《大模型白盒子构建指南》：一个全手搓的Tiny-Universe

Lighteval is your all-in-one toolkit for evaluating LLMs across multiple backends

Sharing both practical insights and theoretical knowledge about LLM evaluation that we gathered while managing the Open LLM Leaderboard and designing lighteval!

(IROS 2020, ECCVW 2020) Official Python Implementation for "3D Multi-Object Tracking: A Baseline and New Evaluation Metrics"

Evaluate your speech-to-text system with similarity measures such as word error rate (WER)

[NeurIPS'21 Outstanding Paper] Library for reliable evaluation on RL and ML benchmarks, even with only a handful of seeds.

OCTIS: Comparing Topic Models is Simple! A python package to optimize and evaluate topic models (accepted at EACL2021 demo track)

A Neural Framework for MT Evaluation

⚡️A Blazing-Fast Python Library for Ranking Evaluation, Comparison, and Fusion 🐍

📈 Implementation of eight evaluation metrics to access the similarity between two images. The eight metrics are as follows: RMSE, PSNR, SSIM, ISSM, FSIM, SRE, SAM, and UIQ.

Data-Driven Evaluation for LLM-Powered Applications

[RAL' 25 & IROS‘ 25] MapEval: Towards Unified, Robust and Efficient SLAM Map Evaluation Framework.

PyNLPl, pronounced as 'pineapple', is a Python library for Natural Language Processing. It contains various modules useful for common, and less common, NLP tasks. PyNLPl can be used for basic tasks such as the extraction of n-grams and frequency lists, and to build simple language model. There are also more complex data types and algorithms. Mor…

A list of works on evaluation of visual generation models, including evaluation metrics, models, and systems

Benchmark diffusion models faster. Automate evals, seeds, and metrics for reproducible results.

RAG evaluation without the need for "golden answers"

Source code for "Taming Visually Guided Sound Generation" (Oral at the BMVC 2021)

PySODEvalToolkit: A Python-based Evaluation Toolbox for Salient Object Detection and Camouflaged Object Detection