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ChatBot Arena: access and rank all LLM for free

Welcome to Chatbot Arena, the revolutionary tool that brings the world of Language Models (LLMs) to your fingertips! Imagine having the power to compare over 25 LLMs directly from your browser, including heavyweights like OpenAI’s GPT-4Turbo and the impressive Mistral 8x7b. In this article, we’ll explore how Chatbot Arena is changing the game and reshaping the landscape of language model evaluation.

Unveiling Chatbot Arena: A User-Driven LLM Showdown

Chatbot Arena goes beyond traditional benchmarks by putting you in control. You not only get to witness the capabilities of various LLMs but actively shape the future of language model development. How? By voting on which model provides better responses. This unique approach transforms Chatbot Arena into a real-world test lab where user votes directly influence the leaderboards.

The Magic Behind the Scenes: Elo Rating System

At the heart of Chatbot Arena’s innovation lies the Elo rating system, a method famously used in chess to rank player skill. This system allows for scalable evaluations across numerous models without the need for costly paired evaluations. It’s a game-changer that handles relative ranking even when models don’t directly compete. The more you interact and vote, the clearer the picture becomes of which models truly deliver exceptional performance.

Three Big Innovations Reshaping LLM Evaluation

  1. Scalability: Chatbot Arena scales effortlessly to many models without the burden of costly paired evaluations. The Elo system ensures a fair evaluation, even when models don’t go head-to-head.
  2. Efficiency: New models can be swiftly measured with just a handful of matches. No need to wait for statistical significance across multiple comparisons, allowing for quick assessments and insights.
  3. Transparency: The leaderboard provides a crystal-clear view of the state-of-the-art in language models. As votes accumulate, model ratings converge, revealing trends and insights into the evolving landscape of LLMs.

Revealing Trends and Highlights

Already, the rankings on Chatbot Arena are unveiling intriguing trends. While OpenAI continues to dominate the LLM arena, Mistral’s innovative mixture-of-experts architecture is closing the gap. Claude emerges as the second-best performing closed model, showcasing the diversity of strengths among LLMs. Additionally, closed models maintain their lead over open models, although the gap is gradually narrowing.

Mistral 8x7b takes the spotlight as the best open-source model currently available, surprising many with its performance. Meanwhile, the underdog, Yi-34B, is quietly making waves and flying under the radar.

Join the Chatbot Arena Revolution

Are you ready to be part of the language model revolution? Head to Chatbot Arena, explore the models, cast your votes, and witness firsthand how your interactions shape the dynamic world of Language Models. Chatbot Arena: Where the future of language model evaluation is in your hands!

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2 thoughts on “ChatBot Arena: access and rank all LLM for free

  • Xiang Lue

    This is crowdsourcing the evaluation. The concerns on the bias, 3H are still persistence based on the human labels. Is there any way to systematically approach this?

    Reply
    • Hi Xiang,
      streamlining the detoxification approaches are the active research. A few methods are RLHF, DPO (Direct preference optimisation).

      Reply

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