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Chatbot Arena LLM Benchmark Platform
lmsys.org/blog/2023-05-03-arena/Yapay zekadan makale özeti
- Platform Overview
- Chatbot Arena offers anonymous, randomized battles for LLMs
- Platform uses Elo rating system for comparing model performance
- Users can chat with two anonymous models side-by-side
- Platform hosts 4.7k valid anonymous votes since launch
- Technical Details
- Uses FastChat multi-model serving system
- Models are randomly paired based on initial rankings
- Most user prompts are in English
- Platform logs all user interactions
- Results and Analysis
- Elo ratings predict pairwise win rates reasonably well
- System provides unique order for all models
- Data includes only voting results without conversation histories
- Platform supports multiple models including ChatGPT-3.5, ChatGPT-4, Claude-v1
- Future Plans
- Plans to add more closed-source and open-source models
- Will release periodic updated leaderboards
- Aims to implement better sampling algorithms
- Will provide fine-grained rankings for different tasks