This is the MXFP4_MOE quantized version of the PromptCoT-2.0-SelfPlay-30B-A3B model, specifically designed for text generation tasks. The model adopts chain of thought prompting and self-play training techniques, and achieves more efficient inference performance through quantization optimization.

Natural Language ProcessingGguf

Qwen3-4B-SafeRL is a safety-aligned version of the Qwen3-4B model. It enhances the model's robustness against harmful or adversarial prompts through reinforcement learning training. This version uses a hybrid reward function for optimization, balancing three objectives: safety, usefulness, and minimizing unnecessary rejections.

Natural Language ProcessingTransformersEnglish

TIPO is a text-to-image prompt optimization system based on text pre-sampling, which enhances the quality and usability of generative models by optimizing user input prompts through large language models.

MultimodalGgufEnglish

TIPO is a 500-million-parameter model based on the LLaMA architecture, specifically designed for prompt optimization in text-to-image generation.

MultimodalGgufEnglish

The Bagel model is a fine-tuned version based on the updated yi-34b-200k, with excellent long context support capabilities. This model has been additionally adjusted through Direct Preference Optimization (DPO) and performs better when handling long texts. It supports multiple prompt formats and special prompting strategies.

Natural Language ProcessingTransformers

A prompt optimization model fine-tuned using the QLORA method, specifically designed to enhance the clarity and effectiveness of text prompts.

Natural Language ProcessingTransformers

ProteusV0.3 is a major upgrade version based on OpenDalleV1.1. It has added 200,000 anime-related images and carefully selected 15,000 images for optimization. While maintaining the ability to understand prompts, this model significantly improves the lighting effects and aesthetic performance. It supports the generation of realistic and stylized images without the problem of catastrophic forgetting.

Computer VisionDiffusers

An automatic prompt optimization model that generates professional-level prompts from minimal descriptions for high-quality image generation.

Natural Language ProcessingTransformers

Promptist is a reinforcement learning-based automatic prompt optimization tool designed for Stable Diffusion, transforming user input into model-preferred prompts.

Natural Language ProcessingTransformers

An RLHF-aesthetic-based prompt synthesis optimization model for generating optimized Stable Diffusion prompts

Natural Language ProcessingTransformers