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interimlabs/InterimLabs-Huihui-Qwen3.5-4B-abliterated-MLX-4bit

interimlabs 4B second-order
curl -H "Authorization: Bearer $ABL_KEY" \
     "https://abliteration.org/api/v1/models/interimlabs%2FInterimLabs-Huihui-Qwen3.5-4B-abliterated-MLX-4bit"
Response includes
  • classification m1
  • files 10
  • author_summary 3 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)
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Model age
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created 2026-10-01

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Metadata

License
apache-2.0
Tags
mlx safetensors qwen3_5_text abliterated qwen3.5 text-generation conversational base_model:huihui-ai/Huihui-Qwen3.5-4B-abliterated base_model:quantized:huihui-ai/Huihui-Qwen3.5-4B-abliterated license:apache-2.0 4-bit region:us

Related

Total size
2.20 GB
Files
10
Quantizations
1
Registered
2026-10-01 01:58
Last updated on HF
2026-10-01 02:02

Files by quantization

Auxiliary files 10 files 2.22 GB
model.safetensors 2.20 GB 28595def download
tokenizer.json 19.1 MB 87a7830d download
LICENSE 11.3 KB f938136e download
chat_template.jinja 7.57 KB a585dec8 download
config.json 2.06 KB 876a7ea2 download
manifest.json 1.95 KB 354d08ef download
README.md 1.55 KB 0746c225 download
.gitattributes 1.53 KB 52373fe2 download
tokenizer_config.json 1.18 KB eb15ee01 download
minstrel-provenance.json 496 B b6eb27a7 download

README current version from Hugging Face


license: apache-2.0
base_model: huihui-ai/Huihui-Qwen3.5-4B-abliterated
pipeline_tag: text-generation
tags:

  • mlx
  • abliterated
  • qwen3.5

Interim Labs Huihui Qwen3.5-4B abliterated — MLX 4-bit

Text-only MLX package for Minstrel's opt-in Advanced · Unbound local model. The underlying checkpoint is Huihui Qwen3.5-4B abliterated at revision 5581467dfd52bf338c782006a6cdce05c42594be. The MLX source is TheWirelessPhoenix/Qwen3.5-4B-abliterated_4bit at revision 916d9f7c2e27ed41e2b9ed39f3a2badccb2bbc7c.

The package retains 924 language-model tensors and has no vision tensors. It uses 4-bit affine quantization with group size 64, a qwen3_5_text configuration, and an 8,192-token application context limit. minstrel-provenance.json records the pinned inputs and text-only derivation. The signed manifest.json binds this package to Minstrel's detailed-abliterated-local slot. The Apache-2.0 license file was copied from Qwen/Qwen3.5-4B at revision 851bf6e806efd8d0a36b00ddf55e13ccb7b8cd0a. The MLX source identifies Huihui as upstream but does not establish the exact Huihui revision used for the conversion.

This is a first-pass opt-in model intended to reduce inappropriate refusals in fictional writing. It has not undergone Minstrel's writing-quality qualification. No reliability or refusal-rate improvement is claimed. Existing local-model choices remain available.

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