Mixtral 8x7B
Mixtral 8x7B, unveiled by Mistral AI in December 2023, is a decoder-only sparse mixture-of-experts network licensed under Apache 2.0. It outperforms LLaMA 2 and GPT 3.5 on various benchmarks despite having a smaller parameter size. With only 12.9 billion parameters per token out of a total of 46.7 billion, Mixtral achieves comparable processing rates to a 12.9B model.
It’s ranked among the top 10 LLMs by the Hugging Face Open LLM Leaderboard, excelling in benchmarks like ARC, HellaSwag, MMLU, and TruthfulQA. Mixtral offers 6 times faster inference than LLaMA 2 70B and outperforms GPT 3.5 in most areas except for the Mt Bench score. It exhibits less bias on the BBQ benchmark and boasts multilingual capabilities in English, French, Italian, German, and Spanish. Mistral AI continually enhances Mixtral’s linguistic capabilities to cater to a diverse range of applications and users.
Features:
- Blend of Performance and Efficiency: Mixtral 8x7B offers a compelling blend of performance and efficiency, making it an attractive choice for various NLP applications.
- Innovative Training Strategies: Leveraging innovative training strategies and diverse datasets, Mixtral 8x7B achieves impressive capabilities in language understanding and generation.
- Accessibility: With accessible documentation and pretrained models, Mixtral 8x7B is accessible to a wide range of users, facilitating experimentation and research in the field of NLP.
Top 10 Open-Source LLM Models – Large Language Models
Large language models, or LLMs, are essential to the present revolution in generative AI. Language models and interpreters are artificial intelligence (AI) systems that are based on transformers, a potent neural architecture. They are referred to as “large” because they contain hundreds of millions, if not billions, of pre-trained parameters derived from a vast corpus of text data.
In this article, we’ll look at the Top 10 open-source LLMs that will be available in 2024. Even though ChatGPT and (proprietary) LLMs have only been around for a year, the open-source community has made significant progress, and there are now numerous open-source LLMs available for various applications. Read on to discover the most popular!
Top 10 Open-Source LLM Models
- 1. LLaMA 2
- 2. BLOOM
- 3. BERT (Bidirectional Encoder Representations from Transformers)
- 4. Falcon 180B
- 5. OPT-175B
- 6. XGen-7B
- 7. GPT-NeoX and GPT-NeoX
- 8. Vicuna 13-B
- 9. YI 34B
- 10. Mixtral 8x7B
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