Mixtral 8x7B is currently the best open-source LLM, surpassing GPT-3.5



summary
Summary

Update from January 9, 2024:

Mistral AI has published the Mixtral 8x7B paper, which describes the architecture of the model in detail. It also contains extensive benchmarks comparing it to LLaMA 2 70B and GPT-3.5.

In the much-cited language comprehension benchmark MMLU, Mixtral is ahead of the two models mentioned above. Larger models such as Gemini Ultra or GPT-4 achieve between 85 and 90 percent, depending on the prompt method.

Image: Mistral AI

On the LMSys Leaderboard, where humans rate the AI’s answers, Mixtral 8x7b is just ahead of Claude 2.1 and GPT-3.5, as well as Google’s Gemini Pro. GPT-4 is clearly in the lead.

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This confirms the pattern of the past few months: it seems relatively easy for many organizations to achieve a model at or slightly above the level of GPT-3.5. But GPT-4 remains unmatched.

Original article from December 11, 2023:

Mixtral 8x7B is currently the best open source LLM, says Mistral

Mistral AI has released its new Mixtral 8x7B language model, detailing its performance in a new blog post. It is claimed to be the best open language model currently available.

At the end of last week, Mistral released a new language model via a torrent link. Today, the company has released more details about the Mixtral 8x7B model, as well as announcing an API service and new funding.

According to the company, Mixtral is a sparse Mixture-of-Experts (SMoE) model with open weights, licensed under Apache 2.0. A similar architecture is rumored to be used by OpenAI for GPT-4. Mixtral selects two of the eight parameter sets for a query and uses only a fraction of the total number of parameters per inference, reducing cost and latency. Specifically, Mixtral has 45 billion parameters but uses only 12 billion parameters per token for inference. It is the largest model to date from the start-up, which released the relatively powerful Mistral 7B in September.

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