# High-precision inference

Polaris is an open-source post-training method that uses reinforcement learning to optimize and enhance the model and improve inference capabilities.

This is an automatically generated transformers model card, and specific information is to be supplemented.

This is a transformers model that has been pushed to the Hub. The specific functions and uses are to be supplemented.

Skywork-OR1-7B is a 7B-parameter large language model offering multiple quantization versions to accommodate different hardware requirements.

trurl-2-13b is a large language model with a parameter scale of 13B, providing a quantized version in GGUF format, suitable for various natural language processing tasks.

INT4 quantized version of Qwen3-32B, reducing disk and GPU memory requirements by 75% through weight quantization while maintaining high performance

This is a transformers model hosted on Hugging Face Hub, with its specific functions and purposes not clearly stated.

An efficient language model based on Qwen3-32B with FP8 dynamic quantization, significantly reducing memory requirements and improving computational efficiency

Quantized version of Qwen3-8B, quantized using the imatrix option of llama.cpp, suitable for text generation tasks.

This model is based on the transformers library, and its specific functions and uses require further information to be supplemented.

This is a transformers model hosted on Hugging Face Hub, with specific functions and purposes not clearly stated.

This is a transformers model published on the Hub. Specific functions and detailed information are to be supplemented.

This is a transformers model card automatically generated by the system. Specific model information is to be supplemented.

This is a transformers model hosted on the Hugging Face Hub. Specific functionalities and uses require further information.

This model is based on the transformers library, but its specific purpose and functionality are not clearly stated.

This is a large language model with 32B parameters merged using the TIES method, based on the Rombo-LLM-V3.1-QWQ-32b foundation model and fused with multiple FuseAI preview models

This is a transformer model card automatically generated by the system, and specific information is to be supplemented

A quantized version based on the m-a-p/YuE-s1-7B-anneal-en-cot model using Exllamav2, suitable for text generation tasks, particularly excelling in music-related fields.

This is a transformers model hosted on Hugging Face Hub, with specific functions and purposes not clearly described.

This is a transformers model hosted on Hugging Face Hub. Specific functions and uses require further information.

FP8 quantized version of Meta-Llama-3.1-70B, suitable for multilingual business and research applications, with both weights and activations quantized to FP8 format, reducing storage and memory requirements by approximately 50%.

This model is based on the Transformers library, and its specific purpose and functionality require further information to determine.

This is a transformers model hosted on Hugging Face Hub, with its specific functions and purposes not clearly stated yet.

Open-source model based on Apache-2.0 license. Specific functions and usage require reference to the full documentation

This model is based on the transformers library, and its specific purpose and functionality require further information to determine.

This is a Transformers model that has been pushed to the Hub. Specific information is to be supplemented.

This is an open-source model using the Apache-2.0 license; specific details need to be supplemented

Open-source model based on Apache-2.0 license (specific details to be added)

This is an open-source model based on the Apache-2.0 license, specific functionalities depend on the actual model

This model is based on the transformers library, and its specific purpose and functionality require further information.

This model is released under the MIT License, specific details are currently unknown.

This model is based on the transformers library, and its specific purpose and functionality require further information for confirmation.

This is a transformers model pushed to the Hugging Face Hub. The specific functions and detailed information are to be supplemented.

Open-source model based on MIT license, specific functionalities depend on the actual model

This is an open-source model based on the Apache-2.0 license. Specific functionalities depend on the actual model

This is a model released under the Apache-2.0 license, with specific details currently unavailable.