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LeaderbotX400/gemma-4-31B-it-The-DECKARD-HERETIC-UNCENSORED-Thinking-Q4_K_M-GGUF

LeaderbotX400 Gemma 31B GGUF multimodal second-order 262K ctx
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Response includes
  • classification m3
  • files 3
  • benchmarks 11 entries
  • hub_downloads_all_time 2,172
  • author_summary 1 models
  • readme_text full
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Abliteration classifier · v1.0.0
M3
Primary method

Layer-wise ablation

Applied on top of direct removal inherited from the base model.
Confidence
HIGH
Inherited from base model
Why this label 2 signals
Producer identity confirmed by naming conventions, tags or the model card. This label is very unlikely to change.
  • 'heretic' in model name (Heretic-produced)
  • Heretic uses layer-wise optimization (M3) with underlying direction removal (M1)
Refusal direction extracted via
Extraction technique

Difference-of-means

Confidence
HIGH
Why we say so
name contains 'heretic'; Heretic default extraction is difference-of-means (Arditi 2024)
Downloads · lifetime
2K
79 last 30d - cooling
Likes
0
Model age
5mo ago
created 2026-04-27
Downloads over time
Now2.2K→from345↑539%
2529651.7K2.4K345 on Apr 292.2K on Oct 11AprMayJunJulAugSepOct
Apr 29 → Oct 11 · 63 snapshots · spans 165 days

Benchmarks

Benchmark Score Source
Entertainment 2.8 UGI
Hazardous 4.7 UGI
Natural Intelligence 34.42 UGI
Political lean -22.2% UGI
Sensitive-Info 32.29 UGI
SocPol 2.6 UGI
UGI 52.36 UGI
Willingness (10) 9.2 UGI
W10-Adherence 8.5 UGI
W10-Direct 10 UGI
Writing 38.68 UGI

Genealogy 0 direct forks

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Metadata

License
apache-2.0
Tags
gguf heretic abliterated uncensored finetune unsloth all use cases coder creative creative writing fiction writing plot generation

Related

Total size
17.4 GB
Files
3
Quantizations
1
Registered
2026-08-22 13:56
Last updated on HF
2026-04-27 22:45

Files by quantization

Auxiliary files 3 files 17.4 GB
gemma-4-31b-it-the-deckard-heretic-uncensored-thinking-q4_k_m.gguf 17.4 GB 166825a4 download
README.md 2.60 KB bebfa530 download
.gitattributes 1.58 KB 0698eb00 download

README current version from Hugging Face


license: apache-2.0
base_model: DavidAU/gemma-4-31B-it-The-DECKARD-HERETIC-UNCENSORED-Thinking
pipeline_tag: image-text-to-text
tags:

  • heretic
  • abliterated
  • uncensored
  • finetune
  • unsloth
  • all use cases
  • coder
  • creative
  • creative writing
  • fiction writing
  • plot generation
  • sub-plot generation
  • story generation
  • scene continue
  • storytelling
  • fiction story
  • science fiction
  • romance
  • all genres
  • story
  • writing
  • vivid prosing
  • vivid writing
  • fiction
  • roleplaying
  • bfloat16
  • llama-cpp
  • gguf-my-repo

LeaderbotX400/gemma-4-31B-it-The-DECKARD-HERETIC-UNCENSORED-Thinking-Q4_K_M-GGUF

This model was converted to GGUF format from DavidAU/gemma-4-31B-it-The-DECKARD-HERETIC-UNCENSORED-Thinking using llama.cpp via the ggml.ai's GGUF-my-repo space.
Refer to the original model card for more details on the model.

Use with llama.cpp

Install llama.cpp through brew (works on Mac and Linux)

brew install llama.cpp

Invoke the llama.cpp server or the CLI.

CLI:

llama-cli --hf-repo LeaderbotX400/gemma-4-31B-it-The-DECKARD-HERETIC-UNCENSORED-Thinking-Q4_K_M-GGUF --hf-file gemma-4-31b-it-the-deckard-heretic-uncensored-thinking-q4_k_m.gguf -p "The meaning to life and the universe is"

Server:

llama-server --hf-repo LeaderbotX400/gemma-4-31B-it-The-DECKARD-HERETIC-UNCENSORED-Thinking-Q4_K_M-GGUF --hf-file gemma-4-31b-it-the-deckard-heretic-uncensored-thinking-q4_k_m.gguf -c 2048

Note: You can also use this checkpoint directly through the usage steps listed in the Llama.cpp repo as well.

Step 1: Clone llama.cpp from GitHub.

git clone https://github.com/ggerganov/llama.cpp

Step 2: Move into the llama.cpp folder and build it with LLAMA_CURL=1 flag along with other hardware-specific flags (for ex: LLAMA_CUDA=1 for Nvidia GPUs on Linux).

cd llama.cpp && LLAMA_CURL=1 make

Step 3: Run inference through the main binary.

./llama-cli --hf-repo LeaderbotX400/gemma-4-31B-it-The-DECKARD-HERETIC-UNCENSORED-Thinking-Q4_K_M-GGUF --hf-file gemma-4-31b-it-the-deckard-heretic-uncensored-thinking-q4_k_m.gguf -p "The meaning to life and the universe is"

or

./llama-server --hf-repo LeaderbotX400/gemma-4-31B-it-The-DECKARD-HERETIC-UNCENSORED-Thinking-Q4_K_M-GGUF --hf-file gemma-4-31b-it-the-deckard-heretic-uncensored-thinking-q4_k_m.gguf -c 2048

README history 1 version

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

  1. 2026-04-27Upload README.md with huggingface_hub88db9cb2.6 KB
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