

Llm Colosseum
Overview :
llm-colosseum is an innovative benchmarking tool that uses the game Street Fighter 3 to assess the real-time decision-making capabilities of large language models (LLMs). Unlike traditional benchmarking methods, this tool tests the models' quick responses, intelligent strategies, creative thinking, adaptability, and resilience through simulated real game scenarios.
Target Users :
This product is primarily aimed at AI researchers and developers, especially those interested in the real-time decision-making capabilities of language models and game AI. It provides a unique platform for evaluating and improving LLMs.
Use Cases
Researchers use llm-colosseum to test and compare the performances of different LLMs.
Developers utilize this tool to train and optimize their own LLM models.
Educational institutions incorporate it as a case study to demonstrate AI decision-making processes in complex environments.
Features
Real-time battles: LLMs engage in live battles within Street Fighter 3, simulating a real gaming environment.
Intelligent decision-making: Models must make rapid decisions in response to opponents' attacks.
Multi-model support: Supports various language models, including OpenAI and Mistral.
ELO ranking system: Ranks models based on battle results using the ELO scoring system.
Custom models: Users can create their own LLM models and submit them for ranking.
Environmental adaptability: Models need to adjust strategies based on current game states, such as character health and energy levels.
How to Use
1. Visit the GitHub page for llm-colosseum and clone or download the project.
2. Follow the instructions in the README to install the necessary dependencies.
3. Create and configure a .env file to set the required environment variables.
4. Use the command make run to start the Street Fighter 3 battle environment.
5. Observe the performance of different LLM models and understand their capabilities based on the ELO rating.
6. If necessary, modify the Robot.call_llm() method in the agent/robot.py file to customize the model's behavior.
7. Submit changes to your custom model and create a PR to contribute to the rankings in llm-colosseum.
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