Nous Hermes 70B - Details

The Nous Hermes 70B is a large language model developed by Nousresearch, a company specializing in advanced AI research. This model features 70 billion parameters, making it one of the more substantial variants in its series. While the specific license details are not explicitly provided, the model is part of a broader family that includes smaller variants like the 7B and 13B parameter models, all built upon the Llama and Llama 2 frameworks. These models are designed to offer scalable solutions for diverse natural language processing tasks.

Nous Hermes 70B is a state-of-the-art language model fine-tuned on over 300,000 instructions by Nous Research, with Teknium and Emozilla leading the fine-tuning process and dataset curation. Pygmalion sponsored the compute resources, and several other contributors participated. The model leverages the same dataset as Hermes on Llama-1 to ensure consistency while offering enhanced capabilities. It is designed for long responses, exhibits a lower hallucination rate, and avoids OpenAI censorship mechanisms in its synthetic training data. The fine-tuning was conducted with a 4096 sequence length on an 8x H100 80GB machine, highlighting its advanced technical infrastructure.

The Nous Hermes 70B is a 70b parameter model with a 4k context length, placing it in the category of very large models and short contexts. Its 70b parameters enable it to handle highly complex tasks, though it demands significant computational resources, making it less accessible for standard applications. The 4k context length allows it to process moderately long texts but limits its effectiveness for extremely lengthy documents, requiring trade-offs between depth and efficiency. This configuration suits scenarios where high complexity is prioritized over extended context handling.

• Parameter Size: 70b – Best for complex tasks, requiring significant resources.
• Context Length: 4k – Suitable for short to moderate tasks, limited for very long texts.

The Nous Hermes 70B is a large language model with 70b parameters and a 4k context length, making it a tool with possible applications in text generation, code generation, and instruction following. Its high parameter count suggests it could handle complex tasks, though possible uses in these areas would require testing to confirm effectiveness. For example, possible applications in text generation might involve creating detailed narratives or summaries, while possible use cases for code generation could include drafting scripts or debugging. Possible uses in instruction following might involve executing multi-step tasks, but these would need validation to ensure alignment with specific goals. The model’s design implies it could support advanced workflows, but possible applications should be explored carefully to avoid overestimating its capabilities.

• Possible uses: text generation, code generation, instruction following

The Nous Hermes 70B is a 70b parameter model with a 4k context length, which could have possible applications in areas like creative writing, technical documentation, educational content creation, and software development. Its possible use in text generation might support drafting detailed narratives or summaries, while possible applications in code generation could assist in writing or optimizing scripts. Possible uses in instruction following might enable it to handle complex, multi-step tasks, though possible implementations would require careful validation. Possible applications in collaborative workflows or research tasks could also emerge, but these possible scenarios must be thoroughly tested to ensure alignment with specific needs.

• Possible applications: text generation, code generation, instruction following

The Nous Hermes 70B model’s medium q4 version requires hardware capable of handling large-scale models, with VRAM requirements typically suited for systems with multiple GPUs (totaling at least 48GB VRAM) and 32GB+ system memory. This version balances precision and performance, making it suitable for users with advanced hardware setups, though possible applications may still demand optimization for specific tasks. Careful evaluation of GPU capabilities and system resources is recommended to ensure compatibility.

• fp16, q2, q3, q4, q5, q6, q8

Nous Hermes 70B is a large language model with 70b parameters and a 4k context length, designed for complex tasks requiring high computational power. It is part of the Hermes series, offering advanced capabilities for text generation, code creation, and instruction following, though its deployment depends on suitable hardware and careful evaluation.

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