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Qwen2.5-Coder-7B-Instruct-Jbliterated

ApolloRaines / Qwen2.5-Coder-7B-Instruct-Jbliterated

Run on huggingface.co
huggingface.co
Total runs: 465
24-hour runs: 0
7-day runs: -59
30-day runs: -65
Model's Last Updated: September 19 2026
text-generation

Introduction of Qwen2.5-Coder-7B-Instruct-Jbliterated

Model Details of Qwen2.5-Coder-7B-Instruct-Jbliterated

Qwen2.5-Coder-7B-Instruct — Jbliterated

WARNING: This model has had all refusal behavior removed. It WILL NOT refuse any request. Use responsibly and ethically.

A surgically uncensored version of Qwen2.5-Coder-7B-Instruct using J-space abliteration .

What is Jbliteration?

Standard abliteration is like using a jackhammer to remove a wisdom tooth — the refusal direction overlaps with personality and creative voice. Jbliteration uses the Jacobian Lens (VJP of final logits w.r.t. hidden states) to remove only the component that causes refusal tokens to be emitted.

Results on this model: 9 of 14 direction layers retained J-space restriction — the best restriction ratio in the Jbliterated series so far. Smaller models concentrate refusal more tightly, making J-space restriction more effective.

Part of the B² Architecture Project
Available Formats
Format Size Use Case
BF16 (safetensors) 15 GB GPU inference with vLLM, TGI, transformers
Q8_0 (GGUF) 8 GB Near-lossless, 12GB+ VRAM
Q4_K_M (GGUF) 5 GB Fits 8GB VRAM or CPU inference
Usage

Drop-in replacement for Qwen2.5-Coder-7B-Instruct. 

from transformers import AutoModelForCausalLM, AutoTokenizer
import torch

model = AutoModelForCausalLM.from_pretrained(
    "ApolloRaines/Qwen2.5-Coder-7B-Instruct-Jbliterated",
    torch_dtype=torch.bfloat16, device_map="auto",
)
tokenizer = AutoTokenizer.from_pretrained(
    "ApolloRaines/Qwen2.5-Coder-7B-Instruct-Jbliterated"
)
Credits
License

Apache 2.0 (same as base model)

Runs of ApolloRaines Qwen2.5-Coder-7B-Instruct-Jbliterated on huggingface.co

465
Total runs
0
24-hour runs
-57
3-day runs
-59
7-day runs
-65
30-day runs

More Information About Qwen2.5-Coder-7B-Instruct-Jbliterated huggingface.co Model

More Qwen2.5-Coder-7B-Instruct-Jbliterated license Visit here:

https://choosealicense.com/licenses/apache-2.0

Qwen2.5-Coder-7B-Instruct-Jbliterated huggingface.co

Qwen2.5-Coder-7B-Instruct-Jbliterated huggingface.co is an AI model on huggingface.co that provides Qwen2.5-Coder-7B-Instruct-Jbliterated's model effect (), which can be used instantly with this ApolloRaines Qwen2.5-Coder-7B-Instruct-Jbliterated model. huggingface.co supports a free trial of the Qwen2.5-Coder-7B-Instruct-Jbliterated model, and also provides paid use of the Qwen2.5-Coder-7B-Instruct-Jbliterated. Support call Qwen2.5-Coder-7B-Instruct-Jbliterated model through api, including Node.js, Python, http.

Qwen2.5-Coder-7B-Instruct-Jbliterated huggingface.co Url

https://huggingface.co/ApolloRaines/Qwen2.5-Coder-7B-Instruct-Jbliterated

ApolloRaines Qwen2.5-Coder-7B-Instruct-Jbliterated online free

Qwen2.5-Coder-7B-Instruct-Jbliterated huggingface.co is an online trial and call api platform, which integrates Qwen2.5-Coder-7B-Instruct-Jbliterated's modeling effects, including api services, and provides a free online trial of Qwen2.5-Coder-7B-Instruct-Jbliterated, you can try Qwen2.5-Coder-7B-Instruct-Jbliterated online for free by clicking the link below.

ApolloRaines Qwen2.5-Coder-7B-Instruct-Jbliterated online free url in huggingface.co:

https://huggingface.co/ApolloRaines/Qwen2.5-Coder-7B-Instruct-Jbliterated

Qwen2.5-Coder-7B-Instruct-Jbliterated install

Qwen2.5-Coder-7B-Instruct-Jbliterated is an open source model from GitHub that offers a free installation service, and any user can find Qwen2.5-Coder-7B-Instruct-Jbliterated on GitHub to install. At the same time, huggingface.co provides the effect of Qwen2.5-Coder-7B-Instruct-Jbliterated install, users can directly use Qwen2.5-Coder-7B-Instruct-Jbliterated installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

Qwen2.5-Coder-7B-Instruct-Jbliterated install url in huggingface.co:

https://huggingface.co/ApolloRaines/Qwen2.5-Coder-7B-Instruct-Jbliterated

Url of Qwen2.5-Coder-7B-Instruct-Jbliterated

Qwen2.5-Coder-7B-Instruct-Jbliterated huggingface.co Url

Provider of Qwen2.5-Coder-7B-Instruct-Jbliterated huggingface.co

ApolloRaines
ORGANIZATIONS
huggingface.co

Other API from ApolloRaines