# Evaluation

Flapico is an LLM Ops platform for version control, testing, and prompt evaluation. It provides enterprise-grade security for building and deploying LLM applications.

PokemonGym is a server-client architecture platform designed for AI agents to be evaluated and trained in the Pokemon Red game. It provides game states via FastAPI, supports human-AI agent interaction, and helps researchers and developers test and improve AI solutions.

MC-Bench is an online platform designed to evaluate and compare different AI-generated buildings within the Minecraft game environment. It allows users to vote and participate in AI evaluation, promoting the development of AI technology. The platform's main advantages lie in its fun and interactive nature, providing users with a simple and engaging way to understand AI capabilities.

Selene API is an advanced AI evaluation model launched by Atla AI. Using world-leading LLM-as-a-Judge technology, it provides precise AI application evaluations. Key advantages include high accuracy and reliability, surpassing leading models across various evaluation benchmarks. It offers accurate scoring and actionable feedback to help developers optimize their AI applications. Developed by Atla AI, a company committed to building a safe AI future, Selene API currently offers a free trial and uses a usage-based pricing model.

LangWatch is a monitoring, evaluation, and optimization platform designed for large language models (LLM). It measures LLM quality using scientific methods, automatically discovers the best prompts and models, and provides an intuitive analytics dashboard, enabling AI teams to deliver high-quality products at ten times the speed. Key advantages of LangWatch include reduced manual optimization, enhanced development efficiency, assured product quality and security, and compliance with enterprise-level data control. The product leverages Stanford's DSPy framework, assisting users in finding suitable prompts or models within minutes instead of weeks, thereby accelerating the transition of products from proof-of-concept to production.

Coval is a platform dedicated to the testing and assessment of AI agents, designed to enhance the reliability and efficiency of these agents through simulation and evaluation. Built by experts in autonomous testing, the platform supports testing for voice and chat agents and provides comprehensive evaluation reports to help users optimize AI agent performance. Key advantages of Coval include a simplified testing process, AI-driven simulations, compatibility with voice AI, and detailed performance analysis. Background information indicates that Coval aims to assist businesses in deploying AI agents quickly and reliably, thereby enhancing customer service quality and efficiency. Coval offers three pricing plans to cater to the needs of businesses of various sizes.

RULER is a new synthetic benchmark that provides a more comprehensive evaluation of long-text language models. It extends standard retrieval tests to cover different types and quantities of information points. Additionally, RULER introduces new task categories, such as multi-hop tracking and aggregation, to test behaviors beyond retrieving from context. 10 long-text language models were evaluated on RULER and achieved performance on 13 representative tasks. Despite achieving near-perfect accuracy on standard retrieval tests, these models performed poorly as context length increased. Only four models (GPT-4, Command-R, Yi-34B, and Mixtral) performed reasonably well at a length of 32K. We make RULER publicly available to promote comprehensive evaluation of long-text language models.

LMSYS Org is an organization dedicated to democratizing the technology of large models and their underlying systems infrastructure. They developed the Vicuna chatbot, which rivals GPT-4 in scale (7B/13B/33B) and achieves 90% of ChatGPT's quality. They also offer Chatbot Arena, a platform for large-scale, gamified evaluation of LLMs using crowdsourcing and Elo rating systems. SGLang provides an efficient interface and runtime environment for complex LLM programs. LMSYS-Chat-1M is a large-scale real-world LLM dialogue dataset. FastChat is an open platform for training, serving, and evaluating LLM-based chatbots. MT-Bench is a suite of challenging, multi-turn, open-ended questions designed to evaluate chatbots.

ChainForge is an open-source, visual programming environment focused on prompt engineering. It allows you to assess the robustness of prompts and text-generating models, going beyond simple case studies. We believe that testing multiple large language models, comparing their responses, and testing hypotheses about them should be not only easy but also fun. ChainForge provides a suite of tools to evaluate and visualize the quality of prompts (and models) with minimal effort. In other words, it aims to make the evaluation of large language models simple. ChainForge supports out-of-the-box testing for the robustness of prompt injection attacks, testing the consistency of response formatting, sending a large number of parameterized prompts and exporting them to Excel files, validating the response quality of the same model with different settings, and measuring the impact of different system messages on ChatGPT outputs, and more.

GPTEval3D is an open-source tool for evaluating 3D generation models. Based on GPT-4V, it enables automatic evaluation of text-to-3D generation models. It can calculate the ELO score of the generated models and compare them with existing models for ranking. This user-friendly tool supports custom evaluation datasets, allowing users to fully leverage the evaluation capabilities of GPT-4V. It serves as a powerful tool for researching 3D generation tasks.

PromptBench is a Python package based on PyTorch designed for evaluating Large Language Models (LLM). It offers a user-friendly API for researchers to assess LLMs. Key features include: rapid model performance evaluation, prompting engineering, adversarial prompting assessment, and dynamic evaluation. Its advantages are simplicity of use, allowing for quick assessment of existing datasets and models, as well as easy customization of personal datasets and models. Positioning itself as a unified open-source library for LLM evaluation.

LangChain is a library that helps developers build applications by combining Large Language Models (LLMs) with other computational or knowledge sources. It provides end-to-end examples for various use cases, including question answering, chatbots, and agents. LangChain also offers a universal interface for LLMs, functionalities like chaining calls, data augmentation generation, memory management, and evaluation.

Strat.Chat is an AI-powered strategic advisor tool that helps users generate a professional business strategy and actionable implementation plan within minutes. It evaluates your business idea, delivers insights on business strategy and implementation, encompassing market data, competitive analysis, supplier analysis, PESTEL analysis, and more. Simply describe your business concept, and receive a tailored business strategy and implementation plan. Strat.Chat offers both free and premium versions. The premium version unlocks advanced features like in-depth analysis and PDF export.

OpenCopilot is a tool that makes building your own AI partner intuitive, fast, and reliable. With no prior AI experience required, you can easily embed an AI partner into your product. Whether it's a development tool, SaaS, or an internal tool, every company and product can have its own AI partner. OpenCopilot offers monitoring, evaluation systems, easy-to-deploy out-of-the-box features, and utilizes open-source building blocks. Start your first AI partner today!

RebeccAi is an AI-powered platform for validating and evaluating business and entrepreneurial ideas. We leverage AI technology to provide users with accurate insights into the potential of their ideas. RebeccAi's AI tools help users quickly and intelligently refine and improve their ideas. From business concepts to project ideas, RebeccAi helps you innovate faster and smarter. Join us today and revolutionize your creativity with the power of AI.