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@@ -16,15 +16,15 @@ datasets:
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  - ThinkMorph/Instruct-181K
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  ---
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- # ThinkMorph-SSL
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- ThinkMorph-SSL is a unified multimodal model that reasons with interleaved text and
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  generated images. It is trained from BAGEL-7B-MoT with the two-stage PRIMER recipe:
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  1. **Stage 1 (pretext).** Training on [Pretext-270K](https://huggingface.co/datasets/ThinkMorph/Pretext-270K),
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  which has 270,896 instruction-free text-image-text traces built from source images.
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  This repository starts from the Stage 1 EMA weights at step 5,500, published separately as
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- [ThinkMorph-SSL-Stage1](https://huggingface.co/ThinkMorph/ThinkMorph-SSL-Stage1).
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  2. **Stage 2 (instruction).** Training on [Instruct-181K](https://huggingface.co/datasets/ThinkMorph/Instruct-181K),
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  which has 181,291 question-driven interleaved traces.
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@@ -69,7 +69,7 @@ has the same name, `ema.safetensors`. To load:
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  also reads `ema.safetensors` when there is no `model.safetensors`.
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  ```bash
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- hf download ThinkMorph/ThinkMorph-SSL --local-dir ThinkMorph-SSL
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  ```
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  ## Training
@@ -95,7 +95,7 @@ the val files too (`include_val_in_training`).
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  The scores will be filled in after the paper's main table is final.
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- | Benchmark group | ThinkMorph-SSL |
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  | --- | --- |
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  | Visible evidence | TBD |
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  | Spatial structure | TBD |
 
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  - ThinkMorph/Instruct-181K
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  ---
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+ # ThinkMorph-SSL-Instruct
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+ ThinkMorph-SSL-Instruct is a unified multimodal model that reasons with interleaved text and
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  generated images. It is trained from BAGEL-7B-MoT with the two-stage PRIMER recipe:
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  1. **Stage 1 (pretext).** Training on [Pretext-270K](https://huggingface.co/datasets/ThinkMorph/Pretext-270K),
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  which has 270,896 instruction-free text-image-text traces built from source images.
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  This repository starts from the Stage 1 EMA weights at step 5,500, published separately as
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+ [ThinkMorph-SSL](https://huggingface.co/ThinkMorph/ThinkMorph-SSL).
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  2. **Stage 2 (instruction).** Training on [Instruct-181K](https://huggingface.co/datasets/ThinkMorph/Instruct-181K),
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  which has 181,291 question-driven interleaved traces.
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  also reads `ema.safetensors` when there is no `model.safetensors`.
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  ```bash
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+ hf download ThinkMorph/ThinkMorph-SSL-Instruct --local-dir ThinkMorph-SSL-Instruct
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  ```
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  ## Training
 
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  The scores will be filled in after the paper's main table is final.
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+ | Benchmark group | ThinkMorph-SSL-Instruct |
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  | --- | --- |
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  | Visible evidence | TBD |
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  | Spatial structure | TBD |