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HangGlidersRule/Darkstar-Qwen3.8-27B-Abliterated-BF16

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Response includes
  • classification m1
  • files 35
  • hub_downloads_all_time 481
  • author_summary 6 models
  • readme_text full
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Abliteration classifier · v1.0.0
M1
Primary method

Direct removal

No other method signals detected in this model.
Confidence
MEDIUM
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=0 (base model)
  • no specific method indicators - defaulting to M1 (most common)
Refusal direction extracted via
Extraction technique

Difference-of-means

Confidence
MEDIUM
Why we say so
primary_method=M1; difference-of-means is the reference extraction for M1/M3 (Arditi 2024)
Downloads · lifetime
481
60 last 30d - stable
Likes
0
Descendants
3
in 3 direct forks
Model age
7w ago
created 2026-08-20
Downloads over time
Now507→from373↑36%
366418469520373 on Aug 19507 on Oct 11AugSepOct
Aug 19 → Oct 11 · 48 snapshots · spans 53 days

Genealogy 3 direct forks

Full fork graph →

This model's place in the market. Above: what it was derived from. Below: the tree of everything derived from it.

Metadata

License
apache-2.0
Tags
safetensors qwen3_5 darkstar qwen3.8 abliterated reduced-refusal bf16 vllm text-generation conversational base_model:Qwen/Qwen3.8-27B base_model:finetune:Qwen/Qwen3.8-27B

Related

Total size
51.7 GB
Files
35
Quantizations
1
Registered
2026-08-22 13:56
Last updated on HF
2026-08-21 02:18

Files by quantization

Auxiliary files 35 files 51.8 GB
model-00004-of-00018.safetensors 3.72 GB 599c114b download
model-00016-of-00018.safetensors 3.71 GB 6ab82777 download
model-00006-of-00018.safetensors 3.71 GB bbabb698 download
model-00008-of-00018.safetensors 3.71 GB ac1f25be download
model-00010-of-00018.safetensors 3.71 GB dafff177 download
model-00012-of-00018.safetensors 3.71 GB 71ddeacd download
model-00014-of-00018.safetensors 3.71 GB 9229114d download
model-00001-of-00018.safetensors 3.69 GB 26a796d1 download
model-00018-of-00018.safetensors 3.16 GB 4fdc761d download
model-00002-of-00018.safetensors 2.83 GB 3d5ee649 download
model-00003-of-00018.safetensors 2.37 GB e5e63dae download
model-00007-of-00018.safetensors 1.96 GB d0c41ee9 download
model-00009-of-00018.safetensors 1.96 GB cdf7c9cc download
model-00011-of-00018.safetensors 1.96 GB 73ba6447 download
model-00013-of-00018.safetensors 1.96 GB 513f93da download
model-00015-of-00018.safetensors 1.96 GB 75ebba65 download
model-00017-of-00018.safetensors 1.96 GB b6fb81af download
model-00005-of-00018.safetensors 1.96 GB 94d4bbd8 download
tokenizer.json 12.2 MB 0997f410 download
vocab.json 6.41 MB 0aa0ce06 download
merges.txt 3.20 MB a494e019 download
model.safetensors.index.json 110 KB da35e3c5 download
abliteration_report.json 29.2 KB 5e40e81e download
tokenizer_config.json 17.5 KB 5de744b3 download
LICENSE 11.3 KB f938136e download
chat_template.jinja 8.74 KB c0c686f9 download
config.json 4.21 KB 706cebd7 download
_SUCCESS.json 3.58 KB d24268d8 download
README.md 3.28 KB b45c7b73 download
manifest.sha256 2.97 KB a943e88c download
.gitattributes 1.53 KB 52373fe2 download
preprocessor_config.json 390 B 2ea84a43 download
video_preprocessor_config.json 385 B 3ba673a5 download
crc32.txt 238 B 6de5ee6a download
generation_config.json 202 B 023756cf download

README current version from Hugging Face


license: apache-2.0
base_model: Qwen/Qwen3.8-27B
base_model_relation: finetune
pipeline_tag: text-generation
tags:

  • darkstar
  • qwen3.8
  • abliterated
  • reduced-refusal
  • bf16
  • vllm

Darkstar-Qwen3.8-27B-Abliterated-BF16

Reduced-refusal model: a refusal-direction edit was deliberately applied. Read the safety
warning before use.

Summary

BF16 derivative of Qwen/Qwen3.8-27B at revision
1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0, produced by one audited refusal-direction projection
(internal lineage R3). The normalized float32 harmful-minus-harmless residual direction was measured
at language-model layer 38 with seed 42 and projected from exactly 131 residual-writing tensors.
The vision tower (333 tensors) was untouched, all 15 MTP tensors were preserved, and maximum
normalized residual leakage was approximately 0.000195.

The direction corpora were
mlabonne/harmful_behaviors@01cead01398926d81f7c52bdb790ee8cf77ebba7 (128 harmful) and
mlabonne/harmless_alpaca@02c6a92cfcf11bb0c387334f8146d149d65b587f (128 harmless), normalized
and deduplicated deterministically.

Full provenance, protocol, and caveats:

Evaluation

Metric Value Basis
GPQA Diamond (thinking off) 146/198 = 73.74% full denominator; 198/198 terminal parseable; 0 timeout/parse/error
Edit delta vs upstream BF16 control -11 questions / -5.56 pp 157/198 → 146/198
Harmful-prompt compliance 200/200 (0/200 refusals) fresh suite on this artifact; 0 errors
Safe over-refusals 0/83 (0.00%) 0 errors
Single-stream throughput (MTP11) 144.502 tok/s independent single-stream sweep

Safety warning

This model has had its refusal direction deliberately reduced. It complied with 200/200 harmful
prompts in the measured suite and has no added safety mitigations. It will comply with many requests
the upstream model would refuse. Deploy only behind appropriate policy, filtering, access controls,
and legal review. Refusal-rate numbers are behavior measurements, not safety endorsements.

Release reference

Engineering release: darkstar-qwen3.8-27b-v1.0.0. This immutable tag exists and the release contract is published.

Runtime

Validated with vLLM 0.27.1, compiled mode, Flash Attention, BF16 KV cache, context 126,144, MTP
depth 11, 16K scheduler budget, and max_num_seqs=16:

vllm serve HangGlidersRule/Darkstar-Qwen3.8-27B-Abliterated-BF16 \
  --served-model-name darkstar-qwen38-abliterated-bf16 \
  --kv-cache-dtype bf16 \
  --max-model-len 126144 \
  --max-num-seqs 16 \
  --max-num-batched-tokens 16384 \
  --enable-chunked-prefill \
  --compilation-config 2 \
  --speculative-config '{"method": "mtp", "num_speculative_tokens": 11}'

README history 4 versions

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

  1. 2026-08-21Reference immutable Model Forge v1.0.0 releasea7b1d1b3.3 KB
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  2. 2026-08-21Remove private-repository banner26120103.1 KB
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  3. 2026-08-21Update model card after checkpoint upload06b403a3.2 KB
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  4. 2026-08-20Add initial Darkstar model card5f8d8b93.3 KB
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