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AI 모델 84759
- BiomedVLP-CXR-BERT-specialized↗
Microsoft
First, we pretrain **CXR-BERT-general** from a randomly initialized BERT model via Masked Language Modeling (MLM) on abstracts PubMed and clinical notes from the publicly-available MIMIC-III and MIMIC-CXR. In that regard, the general model is expected be applicable for research in clinical domains other than the chest radiology through domain specific fine-tuning. **CXR-BERT-specialized** is continually pretrained from CXR-BERT-general to further specialize in the chest X-ray domain. At the final stage, CXR-BERT is trained in a multi-modal contrastive learning framework, similar to the CLIP framework. The latent representation of [CLS] token is utilized to align text/image embeddings. **CXR-BERT-specialized** is jointly trained with a ResNet-50 image model in a multi-modal contrastive learning framework. Prior to multi-modal learning, the image model is pre-trained on the same set of images in MIMIC-CXR using SimCLR. The corresponding model definition and its loading functions can be accessed through our HI-ML-Multimodal GitHub repository. The joint image and text model, namely BioViL, can be used in phrase grounding applications as shown in this python notebook example. Additionally, please check the MS-CXR benchmark for a more systematic evaluation of joint image and text models in phrase grounding tasks.
- elem2design↗
Microsoft
- gemma-3-27b-it-abliterated↗
mlabonne
This is an uncensored version of google/gemma-3-27b-it created with a new abliteration technique. See this article to know more about abliteration. I was playing with model weights and noticed that Gemma 3 was much more resilient to abliteration than other models like Qwen 2.5. I experimented with a few recipes to remove refusals while preserving most of the model capabilities. In the original technique, a refusal direction is computed by comparing the residual streams between target (harmful) and baseline (harmless) samples.
- Qwen3-Swallow-30B-A3B-RL-v0.2-gguf↗
mmnga-o
- moonshine-base-ko↗
moonshine-ai
- BartaLens-E2B-i1-GGUF↗
mradermacher
- dolphin-2.9.3-qwen2-1.5b-GGUF↗
mradermacher
- EZO2.5-gemma-3-12b-it-Preview-i1-GGUF↗
mradermacher
- Falcon3-1B-Instruct-i1-GGUF↗
mradermacher
- gemma-2-9B-it-advanced-v2.1-i1-GGUF↗
mradermacher