Link visual examples from the model card
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README.md
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# MiniMax-H3 Level-of-Token research release
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Experimental LoT adapter and rank-16 DiT LoRA,
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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 [
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##
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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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##
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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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### Preserve branch, step 500
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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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| 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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### H3 render — bands
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### H3 render — uniform 2×2
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### Trained LoT — bands
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### Trained LoT — uniform 2×2
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### Layout comparison
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### Mixed-token grid
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## Attribution
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