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README.md
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@@ -50,6 +50,20 @@ masked head — see
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model's *own generations* (163k-token corpus over real agentic session
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prompts; external text used as prompts only — the ranked distribution is
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100% model-generated). Ranks artifact: `q38-ranks-sxc32768.gguf(.txt)`.
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- **Source model:** ranks generated by, and head extracted from, THIS repo's
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`Qwen3.8-27B-NVFP4-Q5K-mtp.gguf` (minted from
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[Qwen/Qwen3.8-27B](https://huggingface.co/Qwen/Qwen3.8-27B) via the
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model's *own generations* (163k-token corpus over real agentic session
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prompts; external text used as prompts only — the ranked distribution is
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100% model-generated). Ranks artifact: `q38-ranks-sxc32768.gguf(.txt)`.
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- **Flavors (2026-08-15):** three ranks corpora, pick by workload — each ships as a
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ranks list (`.txt`, drives memra's load-time trim on safetensors trunks via
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`MEMRA_FRSPEC_TRIM`) and as a pre-trimmed draft head (`.gguf`, serve with
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`MEMRA_MTP_DRAFT`):
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| flavor | files | corpus |
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| **agentic** (serving default) | `q38-ranks-sxc32768.gguf(.txt)` + `mtp-...frspec-sxc32768.gguf` | 163k own-generated tokens over real agentic sessions |
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| **prose** | `q38-ranks-prose-32768.{gguf,txt}` + `mtp-...frspec-prose32768.gguf` | 154k own-generated tokens over essay/story/letter prompts, ~15% non-English |
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| **mixed** | `q38-ranks-mixed-32768.txt` + `mtp-...frspec-mixed32768.gguf` | 50/50 normalized count-blend of both streams (same rank law) |
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A mask can never change OUTPUT (verification is the target's job on the full
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vocab); it only moves draft acceptance. Short generic probes measure the three
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within noise of each other (acceptance 0.40 prose-text / 0.59-0.62 code); the
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differences live in domain tail tokens.
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- **Source model:** ranks generated by, and head extracted from, THIS repo's
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`Qwen3.8-27B-NVFP4-Q5K-mtp.gguf` (minted from
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[Qwen/Qwen3.8-27B](https://huggingface.co/Qwen/Qwen3.8-27B) via the
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