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darkmaniac7/Huihui-gemma-4-E2B-it-abliterated-MNN

darkmaniac7 Gemma second-order
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Response includes
  • classification m1
  • files 14
  • hub_downloads_all_time 498
  • author_summary 21 models
  • readme_text full
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What "m1" means · taxonomy
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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)
How we label → About M1 →
Refusal direction extracted via
Extraction technique

Difference-of-means

FromArditi et al. (2024) ↗
Confidence
MEDIUM
Why we say so
primary_method=M1; difference-of-means is the reference extraction for M1/M3 (Arditi 2024)
What is a refusal direction? → Read the paper ↗
Downloads · lifetime
498
61 last 30d - stable
Likes
0
Model age
6mo ago
created 2026-04-12
Downloads over time
Now535→from280↑91%
267365463561280 on Apr 15535 on Oct 11535 on Oct 8AprMayJunJulAugSepOct
Apr 15 → Oct 11 · 65 snapshots · spans 179 days

Genealogy 0 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.

huihui-ai/Huihui-gemma-4-E2B-it-abliterated↓ 2,918 this lineage
darkmaniac7/Huihui-gemma-4-E2B-it-abliterated-MNN↓ 61

Metadata

License
gemma
Tags
mnn mobile tokforge abliterated uncensored gemma-4 base_model:huihui-ai/Huihui-gemma-4-E2B-it-abliterated base_model:quantized:huihui-ai/Huihui-gemma-4-E2B-it-abliterated license:apache-2.0 region:us

Related

Other by darkmaniac7
Qwen3.5-4B-uncensored-MNN 2K Qwen3.5-0.8B-uncensored-MNN 2K Qwen3.5-9B-uncensored-MNN 1K Qwen3.5-9B-ultra-uncensored-heretic-v1-MNN 337 Qwen3-4B-abliterated-MNN 234
Same base model
mradermacher/Huihui-gemma-4-E2B-it-abliterated-GGUF 3K mradermacher/Huihui-gemma-4-E2B-it-abliterated-i1-GGUF 899 EZCon/Huihui-gemma-4-E2B-it-abliterated-4bit-mlx 157 EZCon/Huihui-gemma-4-E2B-it-abliterated-4bit-g32-mxfp4-mixed_4_8-mlx 148 EZCon/Huihui-gemma-4-E2B-it-abliterated-8bit-mlx 133
Total size
1.37 GB
Files
14
Quantizations
1
Registered
2026-08-22 13:56
Last updated on HF
2026-10-05 08:42
Source huggingface.co/darkmaniac7/Huihui-gemma-4-E2B-it-abliterated-MNN ↗ Base model huihui-ai/Huihui-gemma-4-E2B-it-abliterated →

Files by quantization

Auxiliary files 14 files 3.47 GB
ple_embeddings_int4.bin 1.37 GB d607f5f9 download
llm.mnn.weight 1.33 GB c1ef672e download
audio.mnn.weight 563 MB 1e3cdfea download
visual.mnn.weight 215 MB 308e356f download
tokenizer.mtok 9.60 MB e08a1293 download
llm.mnn.json 4.40 MB aa4b2260 download
llm.mnn 2.03 MB 2316e886 download
audio.mnn 1.36 MB 280f6c95 download
visual.mnn 1.01 MB 759a3fa5 download
.gitattributes 1.82 KB 90fd5794 download
README.md 1.42 KB 11d3ef01 download
llm_config.json 1.38 KB c1de084c download
export_args.json 1.19 KB a40ca04d download
config.json 694 B 83f77c45 download

README current version from Hugging Face

license: gemma
license_link: https://ai.google.dev/gemma/docs/gemma_4_license
base_model:

  • huihui-ai/Huihui-gemma-4-E2B-it-abliterated
    tags:
  • mnn
  • mobile
  • tokforge
  • abliterated
  • uncensored
  • gemma-4

TokForge

Runs on-device in the TokForge app.

Huihui-gemma-4-E2B-it-abliterated (TokForge MNN bundle)

MNN-format mobile bundle of huihui-ai/Huihui-gemma-4-E2B-it-abliterated for the TokForge Android app.

Schema

  • TokForge RC20.20.65+ taobao schema (compatible with taobao-mnn/gemma-4-E2B-it-MNN reference)
  • llm.mnn + llm.mnn.weight (q4 / blocksize 64, hqq)
  • ple_embeddings_int4.bin — Per-Layer Embeddings, INT4
  • tokenizer.mtok — TokForge MNN tokenizer
  • visual.mnn + audio.mnn — multimodal encoders
  • llm_config.json — model_type: gemma4, with ple_embed_file + ple_quant

Export

  • Date: 2026-04-25
  • Exporter commit: b3a2952b6
  • Build: MNN-tokforge-working-tq-merged/build-host-llm/MNNConvert

License

Inherits the Gemma Terms of Use from the base model. Upstream model is Apache-2.0 weights under Gemma terms.

README history 6 versions

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

  1. 2026-10-05Card metadata: license, base_model, base_model_relation10bc1ae1.4 KB
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  2. 2026-07-04Add TokForge app links2bd6dd31.4 KB
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  3. 2026-04-25Cycle10 taobao-schema re-export 2026-04-25de19b571.2 KB
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  4. 2026-04-13Clarify E2B precision floor01ec3ea2 KB
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  5. 2026-04-12Sync verified TokForge 3.4.9 Gemma 4 MNN bundle0acbb4e1.9 KB
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  6. 2026-04-12Add README.md (Q4+int4 PLE, requires TokForge 3.4.9)3d227973.5 KB
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