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  Perfect ✅ Here’s a ready-to-use table of Hugging Face Transformers models for different data types, with their exact model IDs you can load directly.
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  ## 🔹 Hugging Face Transformer Models by Data Type
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  | Data Type | Model Name | Hugging Face ID |
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  | ----------------------------------- | --------------------------- | --------------------------------------------- |
 
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  Perfect ✅ Here’s a ready-to-use table of Hugging Face Transformers models for different data types, with their exact model IDs you can load directly.
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+ | Data Type | Transformer / Model | Generative? | Discriminative? | Extra Components Needed for Generation |
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+ | -------------- | ----------------------------- | ---------------------- | --------------- | ------------------------------------------------------------- |
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+ | **Text** | GPT, T5 | ✅ Yes | ⚪ Optional | None for GPT/T5; just fine-tune on text generation task |
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+ | | BERT | ⚪ No | ✅ Yes | Add decoder head or use in masked LM setup for generation |
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+ | **Image** | ViT | ⚪ No | ✅ Yes | Generative decoder (e.g., UNet in diffusion models) |
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+ | | Stable Diffusion (ViT + UNet) | ✅ Yes | ⚪ Optional | Pretrained pipeline handles generation |
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+ | **Audio** | SpeechT5 | ✅ Yes | ⚪ Optional | Vocoder for waveform generation |
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+ | | MusicLM | ✅ Yes | ⚪ Optional | Input embeddings + autoregressive decoder for music |
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+ | **Video** | TimeSformer | ⚪ No | ✅ Yes | Decoder for video generation (frame synthesis) |
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+ | | VideoMAE | ⚪ No | ✅ Yes | Decoder to reconstruct/generated frames |
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+ | **Multimodal** | CLIP | ⚪ No | ✅ Yes | Use with generative decoder (e.g., VQGAN + CLIP or diffusion) |
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+ | | BLIP | ✅ Yes (for captioning) | ✅ Yes | Use decoder for text generation or VQA output |
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  ## 🔹 Hugging Face Transformer Models by Data Type
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  | Data Type | Model Name | Hugging Face ID |
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  | ----------------------------------- | --------------------------- | --------------------------------------------- |