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noneUsername/phi-4-abliterated-W8A8

noneUsername Phi 14B second-order
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Response includes
  • classification m1
  • files 15
  • benchmarks 5 entries
  • hub_downloads_all_time 50
  • author_summary 17 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
50
12 last 30d - stable
Likes
0
Model age
21mo ago
created 2024-12-21
Downloads over time
Now59→from7↑743%
040791197 on Dec 18, 202459 on Oct 11108 on Sep 10, 2025Dec '24Mar '25Jun '25Sep '25Dec '25MarJunSep
Dec 18, 2024 → Oct 11 · 134 snapshots · spans 662 days

Benchmarks

Benchmark Score Source
BBH average 0.610844467505513 OpenLLM-v2
IFEval instruct 0.0671462829736211 OpenLLM-v2
IFEval-Prompt 0.04805914972273567 OpenLLM-v2
MATH lvl 5 0.2854984894259819 OpenLLM-v2
MMLU-Pro 0.5291722074468085 OpenLLM-v2

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.

Orion-zhen/phi-4-abliterated↓ 102 this lineage
noneUsername/phi-4-abliterated-W8A8↓ 12

Metadata

Tags
safetensors phi3 custom_code base_model:Orion-zhen/phi-4-abliterated base_model:quantized:Orion-zhen/phi-4-abliterated 8-bit compressed-tensors region:us

Related

Other by noneUsername
Qwen3-32B-abliterated-awq 3K QwQ-32B-abliterated-AWQ-INT4 26 huihui-ai-phi-4-abliterated-W8A8 20 Mistral-Small-Instruct-2409-abliterated-W8A8-Dynamic-Per-Token 17 Qwen2.5-Coder-14B-Instruct-abliterated-W8A8-Dynamic-Per-Token 17
Same base model
DevQuasar-6/Orion-zhen.phi-4-abliterated-GGUF 273 UntitledMinister/phi-4-abliterated-Q4_K_M-GGUF 58 Lucy-in-the-Sky/phi-4-abliterated-Q2_K-GGUF 48 Otakadelic/phi-4-abliterated-Orion-18B 42 syedaic/phi-4-abliterated-Q8_0-GGUF 31
Total size
14.6 GB
Files
15
Quantizations
1
Registered
2026-08-22 13:56
Last updated on HF
2025-02-27 13:54
Source huggingface.co/noneUsername/phi-4-abliterated-W8A8 ↗ Base model Orion-zhen/phi-4-abliterated →

Files by quantization

Auxiliary files 15 files 14.6 GB
model-00002-of-00004.safetensors 4.62 GB 8db176f0 download
model-00003-of-00004.safetensors 4.53 GB a3b4f58d download
model-00001-of-00004.safetensors 4.51 GB 0ca27f18 download
model-00004-of-00004.safetensors 980 MB 5839c81a download
tokenizer.json 6.82 MB 624ba298 download
vocab.json 1.54 MB c5dc46ce download
merges.txt 895 KB 354558ed download
model.safetensors.index.json 33.7 KB d5884682 download
tokenizer_config.json 17.3 KB c2efc626 download
README.md 7.11 KB 5ab4d242 download
config.json 1.86 KB 5179b115 download
.gitattributes 1.48 KB a6344aac download
special_tokens_map.json 579 B e3bbb9ed download
recipe.yaml 355 B a1eabb72 download
generation_config.json 143 B c83c9e59 download

README current version from Hugging Face

base_model:

  • Orion-zhen/phi-4-abliterated

vllm (pretrained=/root/autodl-tmp/phi-4-abliterated,add_bos_token=true,tensor_parallel_size=2,max_model_len=2048,dtype=bfloat16), gen_kwargs: (None), limit: 250.0, num_fewshot: 5, batch_size: auto

Tasks Version Filter n-shot Metric Value Stderr
gsm8k 3 flexible-extract 5 exact_match ↑ 0.932 ± 0.016
strict-match 5 exact_match ↑ 0.932 ± 0.016

vllm (pretrained=/root/autodl-tmp/phi-4-abliterated,add_bos_token=true,tensor_parallel_size=2,max_model_len=2048,dtype=bfloat16), gen_kwargs: (None), limit: 500.0, num_fewshot: 5, batch_size: auto

Tasks Version Filter n-shot Metric Value Stderr
gsm8k 3 flexible-extract 5 exact_match ↑ 0.922 ± 0.012
strict-match 5 exact_match ↑ 0.922 ± 0.012

vllm (pretrained=/root/autodl-tmp/phi-4-abliterated-85,add_bos_token=true,tensor_parallel_size=2,max_model_len=2048,dtype=bfloat16), gen_kwargs: (None), limit: 250.0, num_fewshot: 5, batch_size: auto

Tasks Version Filter n-shot Metric Value Stderr
gsm8k 3 flexible-extract 5 exact_match ↑ 0.92 ± 0.0172
strict-match 5 exact_match ↑ 0.92 ± 0.0172

vllm (pretrained=/root/autodl-tmp/phi-4-abliterated-85,add_bos_token=true,tensor_parallel_size=2,max_model_len=2048,dtype=bfloat16), gen_kwargs: (None), limit: 500.0, num_fewshot: 5, batch_size: auto

Tasks Version Filter n-shot Metric Value Stderr
gsm8k 3 flexible-extract 5 exact_match ↑ 0.918 ± 0.0123
strict-match 5 exact_match ↑ 0.918 ± 0.0123

vllm (pretrained=/root/autodl-tmp/phi-4-abliterated-8625,add_bos_token=true,tensor_parallel_size=2,max_model_len=2048,dtype=bfloat16), gen_kwargs: (None), limit: 250.0, num_fewshot: 5, batch_size: auto

Tasks Version Filter n-shot Metric Value Stderr
gsm8k 3 flexible-extract 5 exact_match ↑ 0.932 ± 0.016
strict-match 5 exact_match ↑ 0.932 ± 0.016

vllm (pretrained=/root/autodl-tmp/phi-4-abliterated-8625,add_bos_token=true,tensor_parallel_size=2,max_model_len=2048,dtype=bfloat16), gen_kwargs: (None), limit: 500.0, num_fewshot: 5, batch_size: auto

Tasks Version Filter n-shot Metric Value Stderr
gsm8k 3 flexible-extract 5 exact_match ↑ 0.934 ± 0.0111
strict-match 5 exact_match ↑ 0.934 ± 0.0111

vllm (pretrained=/root/autodl-tmp/phi-4-abliterated-875,add_bos_token=true,tensor_parallel_size=2,max_model_len=2048,dtype=bfloat16), gen_kwargs: (None), limit: 250.0, num_fewshot: 5, batch_size: auto

Tasks Version Filter n-shot Metric Value Stderr
gsm8k 3 flexible-extract 5 exact_match ↑ 0.924 ± 0.0168
strict-match 5 exact_match ↑ 0.924 ± 0.0168

vllm (pretrained=/root/autodl-tmp/phi-4-abliterated-875,add_bos_token=true,tensor_parallel_size=2,max_model_len=2048,dtype=bfloat16), gen_kwargs: (None), limit: 500.0, num_fewshot: 5, batch_size: auto

Tasks Version Filter n-shot Metric Value Stderr
gsm8k 3 flexible-extract 5 exact_match ↑ 0.916 ± 0.0124
strict-match 5 exact_match ↑ 0.916 ± 0.0124

vllm (pretrained=/root/autodl-tmp/phi-4,add_bos_token=true,max_model_len=2048), gen_kwargs: (None), limit: 250.0, num_fewshot: 5, batch_size: auto

Tasks Version Filter n-shot Metric Value Stderr
gsm8k 3 flexible-extract 5 exact_match ↑ 0.928 ± 0.0164
strict-match 5 exact_match ↑ 0.928 ± 0.0164

vllm (pretrained=/root/autodl-tmp/phi-4,add_bos_token=true,max_model_len=2048,dtype=bfloat16), gen_kwargs: (None), limit: 500.0, num_fewshot: 5, batch_size: auto

Tasks Version Filter n-shot Metric Value Stderr
gsm8k 3 flexible-extract 5 exact_match ↑ 0.93 ± 0.0114
strict-match 5 exact_match ↑ 0.93 ± 0.0114

vllm (pretrained=/root/autodl-tmp/phi-4,add_bos_token=true,max_model_len=800,dtype=bfloat16), gen_kwargs: (None), limit: 15.0, num_fewshot: None, batch_size: auto

Groups Version Filter n-shot Metric Value Stderr
mmlu 2 none acc ↑ 0.7649 ± 0.0137
- humanities 2 none acc ↑ 0.8103 ± 0.0256
- other 2 none acc ↑ 0.7487 ± 0.0287
- social sciences 2 none acc ↑ 0.8167 ± 0.0280
- stem 2 none acc ↑ 0.7123 ± 0.0260

vllm (pretrained=/root/autodl-tmp/phi-4-abliterated-W8A8,add_bos_token=true,max_model_len=2048), gen_kwargs: (None), limit: 250.0, num_fewshot: 5, batch_size: auto

Tasks Version Filter n-shot Metric Value Stderr
gsm8k 3 flexible-extract 5 exact_match ↑ 0.928 ± 0.0164
strict-match 5 exact_match ↑ 0.928 ± 0.0164

vllm (pretrained=/root/autodl-tmp/phi-4-abliterated-W8A8,add_bos_token=true,max_model_len=2048,dtype=bfloat16), gen_kwargs: (None), limit: 500.0, num_fewshot: 5, batch_size: auto

Tasks Version Filter n-shot Metric Value Stderr
gsm8k 3 flexible-extract 5 exact_match ↑ 0.916 ± 0.0124
strict-match 5 exact_match ↑ 0.916 ± 0.0124

vllm (pretrained=/root/autodl-tmp/phi-4-abliterated-W8A8,add_bos_token=true,max_model_len=800,dtype=bfloat16), gen_kwargs: (None), limit: 15.0, num_fewshot: None, batch_size: auto

Groups Version Filter n-shot Metric Value Stderr
mmlu 2 none acc ↑ 0.7696 ± 0.0136
- humanities 2 none acc ↑ 0.8000 ± 0.0261
- other 2 none acc ↑ 0.7692 ± 0.0280
- social sciences 2 none acc ↑ 0.8389 ± 0.0265
- stem 2 none acc ↑ 0.7053 ± 0.0265

README history 3 versions

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

  1. 2025-02-27Update README.mdda93d367.1 KB
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  2. 2024-12-21Update README.md4fb61594 KB
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  3. 2024-12-21Create README.md1e940283.9 KB
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