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nightmedia/SuperQwen-AgentWorld-35B-A3B-abliterated-mxfp4-mlx

nightmedia 35B MoE multimodal second-order
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  • files 16
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  • author_summary 51 models
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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
978
33 last 30d - cooling
Likes
3
Model age
3mo ago
created 2026-06-27
Downloads over time
Now994→from0↑0%
03647291.1K0 on Jun 24994 on Oct 11JunJulAugSepOct
Jun 24 → Oct 11 · 55 snapshots · spans 109 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.

Metadata

License
apache-2.0
Languages
en ko
Tags
mlx safetensors qwen3_5_moe qwen-agentworld abliterated nightmedia quantized image-text-to-text conversational en ko base_model:Jiunsong/SuperQwen-AgentWorld-35B-A3B-abliterated

Related

Total size
18.0 GB
Files
16
Quantizations
1
Registered
2026-08-22 13:56
Last updated on HF
2026-06-27 23:18

Files by quantization

Auxiliary files 16 files 18.0 GB
model-00003-of-00004.safetensors 5.00 GB 88491446 download
model-00002-of-00004.safetensors 5.00 GB 74b539aa download
model-00001-of-00004.safetensors 4.98 GB a454466e download
model-00004-of-00004.safetensors 3.02 GB 84edb459 download
tokenizer.json 19.1 MB 225fe96e download
model.safetensors.index.json 165 KB d6e53de5 download
config.json 25.4 KB 312df77d download
chat_template.jinja 11.6 KB fc32c265 download
README.md 2.37 KB 9076481c download
.gitattributes 1.53 KB 52373fe2 download
tokenizer_config.json 1.24 KB 4970e573 download
generation_config.json 1.22 KB 9a1d2bbb download
processor_config.json 991 B 8f29fe38 download
fuse_summary.json 968 B 57bac911 download
preprocessor_config.json 390 B 2ea84a43 download
video_preprocessor_config.json 385 B 3ba673a5 download

README current version from Hugging Face


license: apache-2.0
base_model: Jiunsong/SuperQwen-AgentWorld-35B-A3B-abliterated
base_model_relation: quantized
library_name: mlx
pipeline_tag: image-text-to-text
tags:

  • qwen-agentworld
  • abliterated
  • mlx
  • nightmedia
  • quantized
    language:
  • en
  • ko

SuperQwen-AgentWorld-35B-A3B-abliterated-mxfp4-mlx

Brainwaves

         arc   arc/e boolq hswag obkqa piqa  wino
mxfp4    0.646,0.838,0.902,0.778,0.444,0.822,0.703
Text only
mxfp4    0.657,0.862,0.906,0.766,0.490,0.825,0.692

Quant    Perplexity      Peak Memory   Tokens/sec
mxfp4    5.286 ± 0.038   25.33 GB

Base model

Qwen-AgentWorld-35B-A3B (VL)

         arc   arc/e boolq hswag obkqa piqa  wino
qx64-hi  0.644,0.818,0.909
mxfp4    0.626,0.813,0.901

Quant    Perplexity      Peak Memory   Tokens/sec
qx64-hi  3.954 ± 0.025   32.86 GB      1311
mxfp4    4.170 ± 0.028   25.33 GB      1599

Qwen-AgentWorld-35B-A3B-Text

         arc   arc/e boolq hswag obkqa piqa  wino
qx64-hi  0.647,0.835,0.909
mxfp4    0.626,0.813,0.901

Quant    Perplexity      Peak Memory   Tokens/sec
mxfp8    4.012 ± 0.026   42.65 GB      1543
qx64-hi  3.973 ± 0.026   32.86 GB      1532
mxfp4    4.170 ± 0.028   25.33 GB      1471

Thinking toggle

This model is using(an early version of) the fixed jinja template from froggeric/Qwen-Fixed-Chat-Templates

Drop <|think_on|> or <|think_off|> anywhere in your system or user prompt. The template intercepts the tag, removes it from context so the model never sees it, and flips the mode.

The tag syntax (<|think_on|>, <|think_off|>) uses Qwen's control-token delimiters, so it will never collide with real text. Earlier community templates used /think, which broke legitimate paths like cd /mnt/project/think.

I added a similar set of tags as <|think_forget|> or <|think_remember|> for handling the preserve_thinking flag.

-G

Use with mlx

pip install mlx-lm
from mlx_lm import load, generate

model, tokenizer = load("SuperQwen-AgentWorld-35B-A3B-abliterated-mxfp4-mlx")

prompt = "hello"

if tokenizer.chat_template is not None:
    messages = [{"role": "user", "content": prompt}]
    prompt = tokenizer.apply_chat_template(
        messages, add_generation_prompt=True, return_dict=False,
    )

response = generate(model, tokenizer, prompt=prompt, verbose=True)

README history 9 versions

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

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  8. 2026-06-27Update README.mdb34bea6787 B
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  9. 2026-06-27Add files using upload-large-folder tool0468c11537 B
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Discussions 1 thread

  1. 2026-07-01something good in hereopen2 💬#1
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