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Link visual examples from the model card

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  # MiniMax-H3 Level-of-Token research release
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- Experimental LoT adapter and rank-16 DiT LoRA, plus the full benchmark summary, per-source confirmation metrics, and matched example videos.
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- **Research status:** the latest campaign found no branch that met the predeclared promotion threshold. Metrics show tradeoffs, not a confirmed quality win. See [`benchmarks/README.md`](benchmarks/README.md) and [`benchmarks/campaign-r4-results.json`](benchmarks/campaign-r4-results.json).
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- ## Weight files
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- - `adapter.safetensors`: LoT adapter and fitted extent bank.
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- - `lora.safetensors`: rank-16 DiT LoRA.
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- ## Examples
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- `examples/control/` and `examples/preserve/` contain the 30-step confirmation comparison grids, generated clips, and sanitized manifests for four held-out prompts per branch. The video files include dense-LoRA, detail50 warm-up, and uniform50 outputs; the comparison sheets also show source-reference panels.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ## Attribution
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  # MiniMax-H3 Level-of-Token research release
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+ Experimental LoT adapter and rank-16 DiT LoRA, with benchmarks and visual examples.
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+ **Research status:** the latest campaign found no branch that met the predeclared promotion threshold. Metrics show tradeoffs, not a confirmed quality win. See [benchmark results](benchmarks/README.md) and [campaign summary](benchmarks/campaign-r4-results.json).
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+ ## Weights
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+ - [`adapter.safetensors`](adapter.safetensors): LoT adapter and fitted extent bank.
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+ - [`lora.safetensors`](lora.safetensors): rank-16 DiT LoRA.
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+ ## Video comparison grids
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+ Both grids show matched 30-step outputs from the untouched confirmation prompts. The displayed comparison includes source-reference panels; the downloadable MP4 links below are generated outputs.
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+ ### Control branch, step 500
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+ ![Control branch comparison grid](examples/control/comparison.png)
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+ ### Preserve branch, step 500
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+ ![Preserve branch comparison grid](examples/preserve/comparison.png)
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+ ## Generated video examples
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+ Each link opens an MP4 for one confirmation prompt. Prompts and seeds are in the branch [manifests](examples/control/manifest.json) and [preserve manifest](examples/preserve/manifest.json).
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+ ### Control branch
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+ | Prompt | dense-LoRA | detail 50% | uniform 50% |
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+ |---|---|---|---|
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+ | p0 | [MP4](examples/control/p0_dense_lora.mp4) | [MP4](examples/control/p0_detail50_warmup.mp4) | [MP4](examples/control/p0_uniform50_1x2.mp4) |
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+ | p1 | [MP4](examples/control/p1_dense_lora.mp4) | [MP4](examples/control/p1_detail50_warmup.mp4) | [MP4](examples/control/p1_uniform50_1x2.mp4) |
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+ | p2 | [MP4](examples/control/p2_dense_lora.mp4) | [MP4](examples/control/p2_detail50_warmup.mp4) | [MP4](examples/control/p2_uniform50_1x2.mp4) |
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+ | p3 | [MP4](examples/control/p3_dense_lora.mp4) | [MP4](examples/control/p3_detail50_warmup.mp4) | [MP4](examples/control/p3_uniform50_1x2.mp4) |
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+ ### Preserve branch
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+ | Prompt | dense-LoRA | detail 50% | uniform 50% |
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+ |---|---|---|---|
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+ | p0 | [MP4](examples/preserve/p0_dense_lora.mp4) | [MP4](examples/preserve/p0_detail50_warmup.mp4) | [MP4](examples/preserve/p0_uniform50_1x2.mp4) |
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+ | p1 | [MP4](examples/preserve/p1_dense_lora.mp4) | [MP4](examples/preserve/p1_detail50_warmup.mp4) | [MP4](examples/preserve/p1_uniform50_1x2.mp4) |
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+ | p2 | [MP4](examples/preserve/p2_dense_lora.mp4) | [MP4](examples/preserve/p2_detail50_warmup.mp4) | [MP4](examples/preserve/p2_uniform50_1x2.mp4) |
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+ | p3 | [MP4](examples/preserve/p3_dense_lora.mp4) | [MP4](examples/preserve/p3_detail50_warmup.mp4) | [MP4](examples/preserve/p3_uniform50_1x2.mp4) |
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+ ## Still-image examples
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+ Earlier H3 still-image experiments are shown below; these are separate from the r4 video campaign.
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+ ### Evaluation curve
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+ ![Evaluation curve](examples/stills/lot-eval-curve.png)
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+ ### H3 render — bands
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+ ![H3 render — bands](examples/stills/lot-h3-render-bands.png)
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+ ### H3 render — uniform 2×2
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+ ![H3 render — uniform 2×2](examples/stills/lot-h3-render-uniform2.png)
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+ ### Trained LoT — bands
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+ ![Trained LoT — bands](examples/stills/lot-h3-trained-bands.png)
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+ ### Trained LoT — uniform 2×2
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+ ![Trained LoT — uniform 2×2](examples/stills/lot-h3-trained-uniform2.png)
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+ ### Layout comparison
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+ ![Layout comparison](examples/stills/lot-layout-compare.png)
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+ ### Mixed-token grid
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+ ![Mixed-token grid](examples/stills/lot-mixed-grid.png)
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  ## Attribution
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