Nous-Hermes-Llama2-13b
Maintainer: NousResearch - Last updated 5/27/2024
🏅
Model overview
Nous-Hermes-Llama2-13b
is a state-of-the-art language model fine-tuned on over 300,000 instructions by Nous Research. The model was trained on a diverse dataset including synthetic GPT-4 outputs, the GPTeacher dataset, and other high-quality datasets. Similar models include the Nous-Hermes-13b and Nous-Hermes-2-Mixtral-8x7B-DPO, which were also developed by Nous Research.
Model inputs and outputs
Nous-Hermes-Llama2-13b
is a text-to-text model, meaning it takes text as input and generates new text as output. The model is capable of engaging in open-ended conversations, following instructions, and completing a variety of language tasks.
Inputs
- Free-form text in natural language
Outputs
- Generated text in natural language, which can range from short responses to long-form content
Capabilities
The model stands out for its long responses, lower hallucination rate, and absence of OpenAI censorship mechanisms. It has demonstrated strong performance on a variety of benchmarks, including GPT4All, AGIEval, and BigBench.
What can I use it for?
Nous-Hermes-Llama2-13b
can be used for a wide range of language tasks, from creative writing to task completion. It could be particularly useful for applications that require long-form content generation, such as writing articles, stories, or reports. The model's strong performance on instruction following also makes it well-suited for use cases like virtual assistants, chatbots, and productivity tools.
Things to try
One interesting aspect of Nous-Hermes-Llama2-13b
is its ability to engage in open-ended conversations and provide detailed, thoughtful responses. You could try prompting the model with complex questions or philosophical prompts to see how it responds. Additionally, the model's low hallucination rate and lack of censorship mechanisms could make it useful for research or exploration into the nature of language models and their capabilities.
This summary was produced with help from an AI and may contain inaccuracies - check out the links to read the original source documents!
299
Related Models
🖼️
51
Nous-Hermes-Llama2-13b-GGML
NousResearch
The Nous-Hermes-Llama2-13b is a state-of-the-art language model fine-tuned by Nous Research on over 300,000 instructions. This model was developed through a collaborative effort with Teknium, Karan4D, Emozilla, Huemin Art, and Redmond AI. It builds upon the original Nous-Hermes-Llama2-7b and Nous-Hermes-13b models, inheriting their strengths while further improving on capabilities. Model inputs and outputs Inputs Instruction**: A natural language description of a task for the model to complete. Additional context**: Optional additional information provided to the model to aid in understanding the task. Outputs Response**: The model's generated output answering or completing the provided instruction. Capabilities The Nous-Hermes-Llama2-13b model stands out for its ability to provide long, coherent responses with a low rate of hallucination. It has also been trained without the censorship mechanisms present in some other language models, allowing for more open-ended and creative outputs. Benchmark results show this model performing exceptionally well on a variety of tasks, including scoring #1 on ARC-c, ARC-e, Hellaswag, and OpenBookQA, and 2nd place on Winogrande. What can I use it for? The Nous-Hermes-Llama2-13b model is suitable for a wide range of language tasks, from generating creative text to understanding and following complex instructions. Example use cases include building chatbots, virtual assistants, and content generation tools. The LM Studio and alpaca-discord projects provide examples of how this model can be integrated into practical applications. Things to try One key aspect of the Nous-Hermes-Llama2-13b model is its ability to provide long, thoughtful responses. This can be leveraged for tasks that require extended reasoning or exploration of a topic. Additionally, the model's lack of censorship mechanisms opens up possibilities for more open-ended and creative applications, such as roleplaying chatbots or speculative fiction generation.
Read moreUpdated 5/28/2024
🤖
66
Nous-Hermes-llama-2-7b
NousResearch
The Nous-Hermes-Llama2-7b is a state-of-the-art language model fine-tuned on over 300,000 instructions by NousResearch. This model uses the same dataset as the original Hermes on Llama-1, ensuring consistency for users. The Nous-Hermes-Llama2-13b is a larger version that also excels, with both models standing out for their long responses, lower hallucination rate, and absence of OpenAI censorship mechanisms. Model inputs and outputs The Nous-Hermes-Llama2-7b model is designed to handle a wide range of language tasks. It follows the Alpaca prompt format, which allows for clear and structured instructions and responses. Inputs Instruction**: A textual prompt or instruction for the model to follow. Additional context**: Optional additional context provided alongside the instruction. Outputs Response**: The model's generated response to the provided instruction and context. Capabilities The Nous-Hermes-Llama2-7b model demonstrates impressive capabilities across various benchmarks. It performs well on the GPT4All, AGIEval, and BigBench test suites, achieving top scores on several tasks. The model also shines in terms of long responses, low hallucination, and an absence of censorship. What can I use it for? The Nous-Hermes-Llama2-7b model is suitable for a wide range of language tasks, from creative text generation to task completion and understanding complex instructions. Developers can leverage this model for applications like chatbots, language understanding systems, and content creation tools. Things to try One interesting aspect of the Nous-Hermes-Llama2-7b model is its ability to provide long, detailed responses without excessive hallucination. This makes it well-suited for tasks that require in-depth explanations or multi-step instructions. Developers can experiment with prompts that challenge the model's reasoning and language generation capabilities.
Read moreUpdated 5/28/2024
↗️
82
Nous-Hermes-Llama2-70b
NousResearch
The Nous-Hermes-Llama2-70b is a state-of-the-art language model fine-tuned by NousResearch on over 300,000 instructions. This model builds upon the Hermes model on Llama-1, expanding its capabilities with a larger training dataset and improved fine-tuning process. The Nous-Hermes-Llama2-13b and Nous-Hermes-Llama-2-7b are similar models fine-tuned by the same team, with some variations in dataset composition and training details. Model inputs and outputs Inputs Instruction**: A natural language description of a task or query for the model to complete. Input**: Additional context or information provided alongside the instruction. Outputs Response**: The model's generated output, which aims to appropriately complete the provided instruction or input. Capabilities The Nous-Hermes-Llama2-70b model stands out for its ability to provide long, coherent responses with a lower hallucination rate compared to previous Hermes models. It excels at a wide range of language tasks, from creative text generation to following complex instructions. What can I use it for? The Nous-Hermes-Llama2-70b model can be used for a variety of applications, such as: Building conversational AI assistants that can engage in natural dialogue and complete tasks Generating creative content like stories, articles, or poetry Providing instructional or explanatory responses on a wide range of topics For example, you could use the LM Studio interface to interact with the model in a ChatGPT-style conversation, or integrate it into a Discord chatbot for roleplaying or other interactive applications. Things to try One interesting aspect of the Nous-Hermes-Llama2-70b model is its ability to provide long, detailed responses without excessive hallucination. You could try prompting the model with open-ended questions or tasks that require a thorough explanation, and observe how it is able to break down the problem and provide a comprehensive answer. Additionally, the model's strong performance on benchmarks like AGIEval, BigBench, and GPT4All suggests it could be a powerful tool for a variety of reasoning and analytical tasks. You might experiment with prompts that require logical deduction, problem-solving, or task completion to see how the model responds.
Read moreUpdated 5/28/2024
🛸
426
Nous-Hermes-13b
NousResearch
Nous-Hermes-13b is a state-of-the-art language model fine-tuned on over 300,000 instructions. This model was fine-tuned by NousResearch, with Teknium and Karan4D leading the fine tuning process and dataset curation, Redmond AI sponsoring the compute, and several other contributors. The result is an enhanced Llama 13b model that rivals GPT-3.5-turbo in performance across a variety of tasks. This model stands out for its long responses, low hallucination rate, and absence of OpenAI censorship mechanisms. Similar models include Nous-Hermes-13B-GPTQ, nous-hermes-2-yi-34b-gguf, OpenHermes-2.5-Mistral-7B, and Hermes-2-Pro-Mistral-7B. Model Inputs and Outputs Nous-Hermes-13b is a text-to-text model, taking natural language prompts as input and generating coherent, informative responses. The model was fine-tuned on a diverse dataset of over 300,000 instructions, spanning topics like general conversation, coding, roleplaying, and more. Inputs Natural language prompts or instructions Outputs Detailed, coherent text responses to the provided prompts Capabilities Nous-Hermes-13b excels at a variety of language tasks, from open-ended conversation to following complex instructions. It can engage in substantive discussions on topics like science, philosophy, and current events, and also perform well on tasks like code generation, question answering, and creative writing. The model's long-form responses and low hallucination rate make it a powerful tool for applications that require reliable, trustworthy language generation. What Can I Use It For? Nous-Hermes-13b could be used in a wide range of applications that require advanced language understanding and generation, such as: Conversational AI assistants Automated content generation (e.g. articles, stories, scripts) Educational and instructional materials Code generation and programming assistance Roleplaying and interactive fiction Given the model's strong performance on a variety of benchmarks, it could also serve as a valuable base model for further fine-tuning and customization to meet specific domain or task requirements. Things to Try One interesting aspect of Nous-Hermes-13b is its ability to engage in substantive, multi-turn conversations. Try providing the model with a thought-provoking prompt or open-ended question and see how it responds and elaborates over the course of the interaction. The model's coherence and depth of insight can make for engaging and enlightening exchanges. Another interesting avenue to explore is the model's capability for creative writing and storytelling. Provide it with a starting prompt or character and see how it develops a narrative, including introducing plot twists, vivid descriptions, and compelling dialogue. Overall, Nous-Hermes-13b is a powerful language model that can be leveraged in a wide variety of applications. Its combination of strong performance, long-form generation, and lack of censorship mechanisms make it a valuable tool for those seeking advanced, customizable language AI.
Read moreUpdated 5/28/2024