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him0413/Qwen3.8-Flash-Next-Uncensored-Q4_K_M-MTP

him0413 Qwen GGUF MoE multimodal 262K ctx
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  • classification m8
  • files 7
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  • author_summary 1 models
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Abliteration classifier · v1.0.0
M8
Primary method

Repackaging (quantization)

Applied on top of direct removal inherited from the base model.
Confidence
MEDIUM
Inherited from base model
Why this label 3 signals
Method inferred from partial signals - repository name, related files, or tag patterns. Producer identity not confirmed; label may sharpen or shift as we gather more evidence.
  • 'abliterated' in name/tags
  • is_gguf=1
  • assume M1 (base ablation) + M8 (GGUF quant) - default when producer unknown
Refusal direction extraction

No specific extraction method could be identified for this model. The producer either did not document it or used a proprietary pipeline.

What is a refusal direction? →
Downloads · lifetime
3K
Likes
2
Model age
6w ago
created 2026-09-01
Downloads over time
Now5.8K→from0↑0%
02.1K4.3K6.4K0 on Sep 15.8K on Oct 16SepOct
Sep 1 → Oct 16 · 46 snapshots · spans 45 days

Genealogy 0 direct forks

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Metadata

License
other
Languages
en zh
Quantizations
Q4_K
Tags
gguf qwen qwen4 qwen3.8 flash-next uncensored abliterated moe llama.cpp speculative mtp vision-language

Related

Total size
113 GB
Files
7
Quantizations
2
Registered
2026-09-01 13:03
Last updated on HF
2026-09-01 12:56

Files by quantization

Q4_K 4 files 113 GB
Qwen3.8-Flash-Next-Uncensored-Q4_K_M-MTP-00002-of-00004.gguf 41.6 GB 6fb88b39 download
Qwen3.8-Flash-Next-Uncensored-Q4_K_M-MTP-00001-of-00004.gguf 41.5 GB ecd13d87 download
Qwen3.8-Flash-Next-Uncensored-Q4_K_M-MTP-00003-of-00004.gguf 27.8 GB f2fc849e download
Qwen3.8-Flash-Next-Uncensored-Q4_K_M-MTP-00004-of-00004.gguf 1.76 GB ae3624e6 download
Auxiliary files 3 files 7.80 KB
LICENSE 3.16 KB 9557a896 download
README.md 2.78 KB a71b8e82 download
.gitattributes 1.86 KB 1090b6ed download

README current version from Hugging Face


license: other
license_name: qwen-community-1.0
license_link: LICENSE
base_model:

  • Qwen/Qwen3.8-Flash-Next
  • orcarouter/Qwen3.8-Flash-Next-Uncensored
    base_model_relation: quantized
    pipeline_tag: text-generation
    library_name: gguf
    language:
  • en
  • zh
    tags:
  • qwen
  • qwen4
  • qwen3.8
  • flash-next
  • uncensored
  • abliterated
  • moe
  • gguf
  • llama.cpp
  • speculative
  • mtp
  • vision-language

Qwen3.8-Flash-Next-Uncensored Q4_K_M (Integrated MTP)

An integrated MTP (Multi-Token Prediction) GGUF build of the abliterated
Qwen3.8-Flash-Next-Uncensored model, quantized to Q4_K_M with the MTP
draft head merged into the same 4-shard split — no sidecar file needed.

Model Details

Property Value
Base model Qwen/Qwen3.8-Flash-Next
Abliteration orcarouter/Qwen3.8-Flash-Next-Uncensored
Quant Q4_K_M (main trunk) + Q4_K_M (MTP head)
Split 4 shards (3 trunk + 1 MTP), integrated
Total size ~113.7 GiB
Context 262K native
Architecture qwen4exp (Gated DeltaNet + QSA + HyperConnections + PLE)
MTP 1 draft layer, integrated as blk.48

Usage (llama.cpp with qwen4exp support)

./build-vulkan/bin/llama-server \
  --model Qwen3.8-Flash-Next-Uncensored-Q4_K_M-MTP-00001-of-00004.gguf \
  --flash-attn on \
  --spec-type draft-mtp \
  --spec-draft-adaptive \
  --spec-draft-n-min 0 \
  --spec-draft-n-max 7 \
  --spec-draft-p-min 0.75

What's inside

This repo contains the MTP head tensors fused into the main GGUF:

  • blk.48.nextn.* — MTP embedding/hidden projections + norms
  • blk.48.nextn.hc_head_* — draft head output mixer
  • Full 48-layer trunk with nextn_predict_layers = 1

⚠️ Disclaimer

This model is an abliterated (refusal-removed) build. It will comply with
harmful, unethical, or illegal requests the original Qwen3.8-Flash-Next
would refuse. Released strictly for legitimate research — interpretability,
AI-safety / refusal-mechanism study, red-teaming, and robustness evaluation.
You assume full responsibility for how you use it and everything it
generates; add your own safety and moderation layers before any deployment.

License

Qwen Community License 1.0 (see LICENSE), inherited from the
base model Qwen/Qwen3.8-Flash-Next.
Abliteration and quantization do not change the underlying license obligations.

Note: per the Qwen Community License, if you operate a Model as a Service
or AI Work Assistant business commercially, you must obtain a separate
license from Qwen before using this model or its derivatives for commercial
purposes. See LICENSE for full terms.

README history 2 versions

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

  1. 2026-09-01Upload README.md with huggingface_huba8bccef2.8 KB
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  2. 2026-09-01initial commitc16b2bb23 B
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Discussions 1 thread

  1. 2026-09-10what llama.cppopen1 💬#1
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