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symrex/Qwen3.6-35B-A3B-Uncensored-Genesis-Hermes-V7-dequantized-oQ8e-mtp

Name: symrex/Qwen3.6-35B-A3B-Uncensored-Genesis-Hermes-V7-dequantized-oQ8e-mtp
Author: symrex

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Response includes

classification m-uncensored
files 20
hub_downloads_all_time 2,210
author_summary 36 models
readme_text full

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Abliteration classifier · v1.0.0

M-U

Primary method

Uncensored (method unknown)

No other method signals detected in this model.

Confidence

LOW

Why this label 3 signals

Weak or ambiguous signals. Best guess based on catalog patterns; treat as tentative and check the evidence below.

'uncensored' in name/tags but no 'abliterated' marker
method not identifiable from author declaration alone
may be DPO fine-tune, prompt engineering, or unknown technique

Refusal direction extraction

No specific extraction method could be identified for this model. The producer either did not document it or used a proprietary pipeline.

Downloads · lifetime

334 last 30d - stable

Likes

Model age

2mo ago

created 2026-08-06

Downloads over time

Aug 5 → Oct 11 · 50 snapshots · spans 67 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.

LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Genesis-Hermes-V7-GGUF this lineage

symrex/Qwen3.6-35B-A3B-Uncensored-Genesis-Hermes-V7-dequantized-oQ8e-mtp↓ 334

Metadata

Files by quantization

Auxiliary files 20 files 36.0 GB

model-00001-of-00008.safetensors	4.88 GB	61d9378e	download
model-00004-of-00008.safetensors	4.78 GB	ce9a2c9b	download
model-00006-of-00008.safetensors	4.78 GB	8a62f658	download
model-00007-of-00008.safetensors	4.78 GB	5ab86c60	download
model-00005-of-00008.safetensors	4.78 GB	1b35d4dd	download
model-00003-of-00008.safetensors	4.78 GB	fa70d40f	download
model-00002-of-00008.safetensors	4.78 GB	0c89d7bf	download
model-00008-of-00008.safetensors	2.39 GB	714e85da	download
tokenizer.json	12.2 MB	5f9e4d49	download
vocab.json	6.41 MB	0aa0ce06	download
merges.txt	3.20 MB	a494e019	download
model.safetensors.index.json	200 KB	d6b0896b	download
config.json	73.5 KB	66106b76	download
oq_imatrix_report.json	31.7 KB	d3c9004e	download
tokenizer_config.json	16.3 KB	28d96ff3	download
chat_template.jinja	7.58 KB	a8755d82	download
README.md	3.83 KB	5265f25d	download
.gitattributes	1.53 KB	52373fe2	download
preprocessor_config.json	390 B	2ea84a43	download
generation_config.json	202 B	023756cf	download

README current version from Hugging Face

library_name: mlx
tags:

mlx
oq
quantized
base_model:
LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Genesis-Hermes-V7-GGUF

Qwen3.6-35B-A3B-Uncensored-Genesis-Hermes-V7-dequantized-oQ8e-mtp

This model was quantized using oQ (oMLX v0.5.7) mixed-precision quantization.

Quantization details

Model type: qwen3_5_moe
Bits: 8
Group size: 64
Format: MLX safetensors

Performance Benchmark

Run on: Apple Mac Studio M4 Max 128GB
https://omlx.ai/benchmarks/jscg0oge

oMLX - LLM inference, optimized for your Mac
https://github.com/jundot/omlx
Benchmark Model: Qwen3.6-35B-A3B-Uncensored-Genesis-Hermes-V7-dequantized-oQ8e-mtp
Engine: Auto
Context: Code (Python)
================================================================================

Single Request Results
--------------------------------------------------------------------------------
Test                                TTFT(ms)    TPOT(ms)        pp TPS        tg TPS      E2E(s)    Throughput    Peak Mem
pp1024/tg128                           593.2       11.45  1726.2 tok/s    88.0 tok/s       2.055   560.7 tok/s    35.47 GB
pp4096/tg128                          2304.0       11.72  1777.8 tok/s    86.0 tok/s       3.776  1118.0 tok/s    36.35 GB
pp8192/tg128                          4822.6       14.61  1698.7 tok/s    71.2 tok/s       5.207  1578.3 tok/s    36.80 GB
pp16384/tg128                        10594.2       12.62  1546.5 tok/s    79.9 tok/s      12.205  1352.9 tok/s    37.69 GB
pp32768/tg128                        24743.9       13.66  1324.3 tok/s    73.8 tok/s      26.488  1241.9 tok/s    39.49 GB
pp65536/tg128                        63873.6       15.89  1026.0 tok/s    63.4 tok/s      65.901   996.4 tok/s    43.07 GB
pp131072/tg128                      193797.5       19.84   676.3 tok/s    50.8 tok/s     196.330   668.3 tok/s    50.36 GB
pp200000/tg128                      408283.1       24.26   489.9 tok/s    41.5 tok/s     411.381   486.5 tok/s    58.03 GB

Continuous Batching
pp1024 / tg128
--------------------------------------------------------------------------------
Batch           tg TPS   Speedup        pp TPS    pp TPS/req    TTFT(ms)      E2E(s)
1x          88.0 tok/s     1.00x  1726.2 tok/s  1726.2 tok/s       593.2       2.055
2x         147.4 tok/s     1.68x   654.8 tok/s   327.4 tok/s      3127.6       4.865
4x         221.4 tok/s     2.52x  1492.9 tok/s   373.2 tok/s      2631.8       5.056
8x         303.3 tok/s     3.45x  1477.5 tok/s   184.7 tok/s      5172.4       8.920

Intelligence Benchmark Comparison

Intelligence Benchmark Comparison

               Mode    Sampled         Qwen3.6-35B-A3B-Uncensored-Genesis-Hermes-V7-dequantized-oQ8e-mtp
--------------------------------------------------------------------------------------------------------
MMLU           Sample  1000/14042                                                                  88.3%
MMLU_PRO       Sample  300/12032                                                                   81.3%
TRUTHFULQA     Full    817                                                                         81.8%
HUMANEVAL      Full    164                                                                         95.7%
LIVECODEBENCH  Sample  300/1055                                                                    39.0%

--- Detail ---

Model: Qwen3.6-35B-A3B-Uncensored-Genesis-Hermes-V7-dequantized-oQ8e-mtp
Benchmark         Accuracy   Correct   Total   Time(s)   Think
--------------------------------------------------------------
MMLU                 88.3%       883    1000    4470.9     Yes
MMLU_PRO             81.3%       244     300    2818.9     Yes
TRUTHFULQA           81.8%       668     817      3162     Yes
HUMANEVAL            95.7%       157     164    1495.8     Yes
LIVECODEBENCH        39.0%       117     300     14379     Yes

README history 3 versions

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

2026-08-07adding Intelligence Benchmark Comparisonc8c9f8e3.8 KB
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2026-08-06adding Performance Benchmarkebd85502.5 KB
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2026-08-06Upload Qwen3.6-35B-A3B-Uncensored-Genesis-Hermes-V7-dequantized-oQ8e-mtp via ...f81c048358 B
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Discussions 1 thread

2026-08-27Daiyly driverclosed2 💬#1
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