← back to catalog · registered 2026-08-22 13:56

Youssofal/MiniMax-M2.7-abliterated-BF16

Youssofal Minimax 229B MoE
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Response includes
  • classification m1
  • files 106
  • benchmarks 11 entries
  • hub_downloads_all_time 1,624
  • author_summary 17 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
2K
63 last 30d - cooling
Likes
8
Descendants
8
in 8 direct forks
Model age
6mo ago
created 2026-04-12
Downloads over time
Now1.6K→from430↑282%
3698351.3K1.8K430 on Apr 151.6K on Oct 11AprMayJunJulAugSepOct
Apr 15 → Oct 11 · 65 snapshots · spans 179 days

Benchmarks

Portrait before abliteration
Benchmarks of the base model as it stood before the refusal-removal operation. Compare with the numbers above to see what the operation cost.
Benchmark Score Source
Entertainment 1.6 UGI
Hazardous 3.5 UGI
Natural Intelligence 34.02 UGI
Political lean -16.7% UGI
Sensitive-Info 22.05 UGI
SocPol 1.9 UGI
UGI 18.03 UGI
Willingness (10) 1 UGI
W10-Adherence 1 UGI
W10-Direct 1 UGI
Writing 37.64 UGI

Genealogy 8 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
other
Tags
transformers safetensors minimax_m2 text-generation minimax moe abliterated heretic ara bf16 custom_code conversational

Related

Total size
426 GB
Files
106
Quantizations
1
Registered
2026-08-22 13:56
Last updated on HF
2026-04-12 22:23

Files by quantization

Auxiliary files 106 files 426 GB
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vocab.json 3.72 MB 3394578d download
merges.txt 2.30 MB a4449e69 download
modeling_minimax_m2.py 31.5 KB b8ba2586 download
tokenizer_config.json 11.0 KB 62024351 download
configuration_minimax_m2.py 9.96 KB fa618e64 download
chat_template.jinja 6.37 KB a09ec0dd download
config.json 1.63 KB 604ef01f download
special_tokens_map.json 1.60 KB 86de0560 download
.gitattributes 1.53 KB 52373fe2 download
added_tokens.json 1.43 KB e5a619a7 download
README.md 753 B f4290a46 download
generation_config.json 144 B f7ce0e8e download

README current version from Hugging Face


library_name: transformers
license: other
base_model: MiniMaxAI/MiniMax-M2.7
tags:

  • minimax
  • minimax_m2
  • moe
  • abliterated
  • heretic
  • ara
  • bf16
  • custom_code
  • text-generation

MiniMax-M2.7-abliterated-BF16

A BF16 abliterated MiniMax-M2.7 checkpoint produced with Heretic ARA.

Abliteration parameters:

  • start_layer_index: 30
  • end_layer_index: 51
  • preserve_good_behavior_weight: 0.4512
  • steer_bad_behavior_weight: 0.0037
  • overcorrect_relative_weight: 0.8804
  • neighbor_count: 14

Notes:

  • Base model: MiniMaxAI/MiniMax-M2.7
  • BF16 export repaired after save by replacing 8 non-finite sparse-MoE expert down-projection tensors from the base model
  • GGUF quants are published separately in Youssofal/MiniMax-M2.7-abliterated-GGUF

README history 1 version

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

  1. 2026-04-12Add files using upload-large-folder tool474cc70753 B
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Discussions 3 threads

  1. 2026-05-01NVFP4open1 💬#3
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  2. 2026-04-23Abliteration Text Issuesopen5 💬#2
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  3. 2026-04-14KL Divergenceopen3 💬#1
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