Shypd.aiThe largest open index of AI toolsUniem is an Open Source & Models tool that aims to create the best universal text embedding models, particularly for Chinese. It provides code for training, fine-tuning, and evaluating models, with models and datasets open-sourced on Hugging Face.
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Uniem is an open-source project dedicated to developing and refining universal text embedding models, with a strong focus on the Chinese language. The project offers comprehensive code for training, fine-tuning, and evaluating these models, making it a valuable resource for researchers and developers. All models and associated datasets are made publicly available on the Hugging Face community, promoting accessibility and collaboration. Uniem supports fine-tuning for various models, including M3E, sentence_transformers, text2vec, and even GPT series models using SGPT methods and Prefix Tuning. It also features MTEB-zh, a standardized evaluation benchmark for Chinese embedding models, allowing for rigorous comparison across different models and tasks.
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