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@@ -20,10 +20,14 @@ Trained with Unsloth, LoRA **r=32 / α=64**, lr 1e-4, **24,000 unique training c
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  | Subfolder | MP-20 % | Best-of-10 match (full 8,096 MPTS-52 test) |
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  |---|---:|---:|
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- | `comp_mp20_00` | 0 (pure MPTS-52 baseline) | 30.1% |
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- | `comp_mp20_50` | 50 : 50 | 29.5% |
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-
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- *(More ratios — 25 / 75 / 100 — to be added as training completes.)*
 
 
 
 
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  Each subfolder contains: `model/` (LoRA adapter + `adapter_config.json`), `tokenizer/`,
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  `config.json`, and `training_stats.json`.
 
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  | Subfolder | MP-20 % | Best-of-10 match (full 8,096 MPTS-52 test) |
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  |---|---:|---:|
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+ | `comp_mp20_00` | 0 (pure MPTS-52 baseline) | 30.1% |
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+ | `comp_mp20_25` | 25 | 30.4% |
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+ | `comp_mp20_50` | 50 | 29.5% |
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+ | `comp_mp20_75` | 75 | 28.0% |
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+ | `comp_mp20_100` | 100 (pure MP-20) | 26.6% |
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+
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+ **Finding:** at matched volume + steps, match declines monotonically as the MP-20 fraction rises —
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+ the gain reported for "combined" data was **volume, not symmetry composition**.
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  Each subfolder contains: `model/` (LoRA adapter + `adapter_config.json`), `tokenizer/`,
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  `config.json`, and `training_stats.json`.