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soupai/echo-uncensored2

soupai Llama GGUF second-order 8K ctx
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curl -H "Authorization: Bearer $ABL_KEY" \
     "https://abliteration.org/api/v1/models/soupai%2Fecho-uncensored2"
Response includes
  • classification m-uncensored
  • files 4
  • benchmarks 16 entries
  • hub_downloads_all_time 536
  • author_summary 3 models
  • readme_text full
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What "m-uncensored" means · taxonomy
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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
How we label → About M-U →
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.

What is a refusal direction? →
Downloads · lifetime
536
33 last 30d - cooling
Likes
0
Model age
13mo ago
created 2025-08-17
Downloads over time
Now548→from158↑247%
139288438587158 on Aug 20, 2025548 on Oct 11Aug '25Oct '25Dec '25FebAprJunAugOct
Aug 20, 2025 → Oct 11 · 99 snapshots · spans 417 days

Benchmarks

Benchmark Score Source
BBH average 0.44272927746789464 OpenLLM-v2
IFEval instruct 0.7649880095923262 OpenLLM-v2
IFEval-Prompt 0.6839186691312384 OpenLLM-v2
MATH lvl 5 0.09592145015105741 OpenLLM-v2
MMLU-Pro 0.3653590425531915 OpenLLM-v2
Entertainment 1.8 UGI
Hazardous 1.8 UGI
Natural Intelligence 11.73 UGI
Political lean -21.1% UGI
Sensitive-Info 16.86 UGI
SocPol 1.5 UGI
UGI 29.57 UGI
Willingness (10) 5.5 UGI
W10-Adherence 4 UGI
W10-Direct 7 UGI
Writing 19.6 UGI

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.

failspy/Meta-Llama-3-8B-Instruct-abliterated-v3↓ 9,319 this lineage
soupai/echo-uncensored2↓ 33

Metadata

License
apache-2.0
Languages
en
Quantizations
Q4_K
Tags
transformers gguf llama text-generation-inference unsloth en base_model:failspy/Meta-Llama-3-8B-Instruct-abliterated-v3 base_model:quantized:failspy/Meta-Llama-3-8B-Instruct-abliterated-v3 license:apache-2.0 endpoints_compatible region:us conversational

Related

Other by soupai
echo-uncensored 43 echo-uncensoredd 37
Same base model
legraphista/Meta-Llama-3-8B-Instruct-abliterated-v3-IMat-GGUF 12K mradermacher/Meta-Llama-3-8B-Instruct-abliterated-v3-i1-GGUF 3K mradermacher/Meta-Llama-3-8B-Instruct-abliterated-v3-GGUF 1K QuantFactory/Meta-Llama-3-8B-Instruct-abliterated-v3-GGUF 1K featherless-ai-quants/failspy-Meta-Llama-3-8B-Instruct-abliterated-v3-GGUF 304
Total size
4.58 GB
Files
4
Quantizations
2
Registered
2026-08-22 13:56
Last updated on HF
2025-08-17 15:37
Source huggingface.co/soupai/echo-uncensored2 ↗ Base model failspy/Meta-Llama-3-8B-Instruct-abliterated-v3 →

Files by quantization

Q4_K 1 file 4.58 GB
unsloth.Q4_K_M.gguf 4.58 GB 54660fb8 download
Auxiliary files 3 files 2.17 KB
.gitattributes 1.54 KB 73930588 download
README.md 614 B 7cc01e29 download
config.json 29.0 B a4ba21b7 download

README current version from Hugging Face

base_model: failspy/Meta-Llama-3-8B-Instruct-abliterated-v3
tags:

  • text-generation-inference
  • transformers
  • unsloth
  • llama
  • gguf
    license: apache-2.0
    language:
  • en

Uploaded model

  • Developed by: soupai
  • License: apache-2.0
  • Finetuned from model : failspy/Meta-Llama-3-8B-Instruct-abliterated-v3

This llama model was trained 2x faster with Unsloth and Huggingface's TRL library.

README history 1 version

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

  1. 2025-08-17Upload README.md with huggingface_hub3416c97614 B
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