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Update README for factual correctness (#394)
The README's summary counts and Highlighted Models table had drifted from the current codebase. Numbers and model listings are now derived from the actual registry, diffusers class map, task classes, and component classes. ### Counts line Corrected the "Supports …" summary, measured from source rather than hardcoded: | Metric | Was | Now | Source | |---|---|---|---| | Transformers model types | 130 | 290+ | `registry._map` (294) | | Diffusers component types | 5 | 10 | `_DIFFUSERS_CLASS_MAP` | | Task types | 14 | 40+ | `ModelTask` subclasses in `tasks.__all__` (41) | | Reusable components | 56+ | 100+ | public `nn.Module` classes in `components` (103) | `290+` matches the docs generator, which counts the same `registry._map`. ### Highlighted Models table - **Text Generation** — added Gemma 4; kept `Qwen 3.6` (same as Qwen 3.5, so supported). - **Mixture of Experts** — added Qwen3-Next, GLM-4-MoE. - **Multimodal** — `Gemma 3` → `Gemma 3/4`; removed unregistered `Phi-3V`; kept `Qwen3.5/3.6-VL`. - **Speech-to-Text** — added FastConformer-RNNT, FunASR, Qwen3-ASR, SenseVoice. - **Diffusion** — added HunyuanDiT, CogVideoX. ### Unchanged Python API signatures (`build`, `CausalLMTask`), CLI syntax, example paths, docs links, and skill references were verified against the code and left as-is. --------- Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
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| Category | Examples |
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|---|---|
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| **Text Generation** | Llama 2/3/4, Mistral, Qwen 2/2.5/3/3.5/3.6, Phi-3/3.5, Gemma 1/2/3, Granite, GPT-2, OPT, OLMo, SmolLM3, and many more |
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| **Mixture of Experts** | PhiMoE, GPTOSS, Mixtral, OLMoE, DeepSeek-V2/V3, Qwen2-MoE, Qwen3-MoE, Arctic, DBRX, Jamba |
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| **Multimodal** | Gemma 3, Phi-3V, Phi-4MM (vision + audio + LoRA), LLaVA, InternVL2, Qwen2.5-VL, Qwen3-VL, Qwen3.5/3.6-VL, Pixtral |
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| **Text Generation** | Llama 2/3/4, Mistral, Qwen 2/2.5/3/3.5/3.6, Phi-3/3.5, Gemma 1/2/3/4, Granite, GPT-2, OPT, OLMo, SmolLM3, and many more |
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| **Mixture of Experts** | PhiMoE, GPTOSS, Mixtral, OLMoE, DeepSeek-V2/V3, Qwen2-MoE, Qwen3-MoE, Qwen3-Next, GLM-4-MoE, Arctic, DBRX, Jamba |
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| **Multimodal** | Gemma 3/4, Phi-4MM (vision + audio + LoRA), LLaVA, InternVL2, Qwen2.5-VL, Qwen3-VL, Qwen3.5/3.6-VL, Pixtral |
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| **Encoder-only** | BERT, RoBERTa, ALBERT, DeBERTa, DistilBERT, ELECTRA, XLNet |
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| **Encoder-Decoder** | BART, T5/mT5, Marian, M2M-100, Pegasus, BigBird-Pegasus |
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| **Speech-to-Text** | Whisper |
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| **Speech-to-Text** | Whisper, FastConformer-RNNT, FunASR, Qwen3-ASR, SenseVoice |
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| **Audio** | Wav2Vec2, HuBERT, WavLM, SpeechT5 |
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| **Vision** | ViT, BEiT, DeiT, DINOv2, Swin, CLIP, SigLIP |
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| **Diffusion** | Stable Diffusion (UNet + VAE + ControlNet), Flux, SD3, DiT, QwenImage |
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| **Diffusion** | Stable Diffusion (UNet + VAE + ControlNet), Flux, SD3, DiT, QwenImage, HunyuanDiT, CogVideoX |
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| **Adapters** | T2I-Adapter, IP-Adapter |
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Supports **130 Transformers model types** and **5 Diffusers component types**
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across **14 task types** and **56+ reusable components**.
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Supports **290+ Transformers model types** and **10 Diffusers component types**
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across **40+ task types** and **100+ reusable components**.
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See the [model documentation](https://onnxruntime.github.io/mobius/models/index.html) for the complete list.
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