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lambsea/Qwen3.8-Flash-Next-Uncensored-NVFP4

Abliteration classifier · v1.0.0
M-U
Primary method

Uncensored (method unknown)

No other method signals detected in this model.
Confidence
LOW
Why this label 3 signals
Weak or ambiguous signals. Best guess based on catalog patterns; treat as tentative and check the evidence below.
  • 'uncensored' in name/tags but no 'abliterated' marker
  • method not identifiable from author declaration alone
  • may be DPO fine-tune, prompt engineering, or unknown technique
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No specific extraction method could be identified for this model. The producer either did not document it or used a proprietary pipeline.

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Model age
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created 2026-09-16

Variants by this author 2 formats · 7 downloads combined

The same weights this author released in different packaging. Pick the format that matches your runtime.

Metadata

Tags
vLLM safetensors qwen4_exp nvfp4 awq gptq quantization moe text-generation conversational en base_model:orcarouter/Qwen3.8-Flash-Next-Uncensored

Related

Total size
0 B
Files
2
Quantizations
1
Registered
2026-09-16 02:56
Last updated on HF
2026-09-16 05:13

Files by quantization

Auxiliary files 2 files 1.86 KB
.gitattributes 1.48 KB a6344aac download
README.md 382 B 5156ce21 download

README current version from Hugging Face

Qwen3.8 Flash Next - Uncensored NVFP4 (calibrated, ours)

Calibrated W4A4 NVFP4: AWQ+GPTQ on routed experts, FP8 attention/shared/lm_head,
BF16 keep-list (incl. PLE table), static FP8 KV scheme (dropped at serve time:
vLLM v0.29 QSA does not support KV quantization).

Status: serving under debug (NaN logits on vLLM v0.29 TP8; benchmark vs BF16
and reference NVFP4 in progress).

README history 5 versions

The author's README evolved over time. Click a version to see its content at that point.

  1. 2026-09-16Model card: lm_head is BF16, not FP8 (verified against tree headers)978f4353.6 KB
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  2. 2026-09-16Model card: correct base_model to orcarouter uncensored checkpointda96ed43.6 KB
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  3. 2026-09-16Model card: add yaml frontmatter79e39a43.5 KB
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  4. 2026-09-16Model card: benchmark vs community NVFP4, serving recipe, provenance5ba8de53.3 KB
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  5. 2026-09-16placeholder READMEf11c295382 B
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