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noneUsername/Seed-Coder-8B-Instruct-abliterated-W8A8

Name: noneUsername/Seed-Coder-8B-Instruct-abliterated-W8A8
Author: noneUsername

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classification m1
files 11
hub_downloads_all_time 25
author_summary 17 models
readme_text full

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Abliteration classifier · v1.0.0

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

FromArditi et al. (2024) ↗

Confidence

MEDIUM

Why we say so

primary_method=M1; difference-of-means is the reference extraction for M1/M3 (Arditi 2024)

Downloads · lifetime

13 last 30d - active

Likes

Model age

17mo ago

created 2025-05-17

Downloads over time

May 14, 2025 → Oct 12 · 114 snapshots · spans 516 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.

huihui-ai/Seed-Coder-8B-Instruct-abliterated this lineage

noneUsername/Seed-Coder-8B-Instruct-abliterated-W8A8↓ 13

Metadata

Files by quantization

Auxiliary files 11 files 8.88 GB

model-00001-of-00002.safetensors	4.65 GB	3813eb8d	download
model-00002-of-00002.safetensors	4.22 GB	783ec240	download
tokenizer.json	11.3 MB	e78ef3f1	download
model.safetensors.index.json	42.4 KB	f41e078b	download
tokenizer_config.json	27.6 KB	ddcb6095	download
README.md	9.90 KB	617325d1	download
config.json	1.75 KB	e0bad2bb	download
.gitattributes	1.53 KB	52373fe2	download
special_tokens_map.json	613 B	cf749aa4	download
recipe.yaml	228 B	d0d86359	download
generation_config.json	111 B	59f507fa	download

README current version from Hugging Face

base_model:

huihui-ai/Seed-Coder-8B-Instruct-abliterated

vllm (pretrained=/root/autodl-tmp/Seed-Coder-8B-Instruct-abliterated,add_bos_token=true,max_model_len=8096,dtype=bfloat16,trust_remote_code=true), gen_kwargs: (None), limit: 250.0, num_fewshot: 5, batch_size: auto

Tasks	Version	Filter	n-shot	Metric		Value		Stderr
gsm8k	3	flexible-extract	5	exact_match	↑	0.552	±	0.0315
		strict-match	5	exact_match	↑	0.552	±	0.0315

vllm (pretrained=/root/autodl-tmp/Seed-Coder-8B-Instruct-abliterated,add_bos_token=true,max_model_len=3096,dtype=bfloat16,trust_remote_code=true), gen_kwargs: (None), limit: 500.0, num_fewshot: 5, batch_size: auto

Tasks	Version	Filter	n-shot	Metric		Value		Stderr
gsm8k	3	flexible-extract	5	exact_match	↑	0.566	±	0.0222
		strict-match	5	exact_match	↑	0.564	±	0.0222

vllm (pretrained=/root/autodl-tmp/Seed-Coder-8B-Instruct-abliterated,add_bos_token=true,max_model_len=3048,dtype=bfloat16,model_impl=transformers,trust_remote_code=true), gen_kwargs: (None), limit: 15.0, num_fewshot: None, batch_size: 1

Groups	Version	Filter	Metric		Value		Stderr
mmlu	2	none	acc	↑	0.4316	±	0.0167
- humanities	2	none	acc	↑	0.4205	±	0.0344
- other	2	none	acc	↑	0.4615	±	0.0356
- social sciences	2	none	acc	↑	0.4278	±	0.0359
- stem	2	none	acc	↑	0.4211	±	0.0289

vllm (pretrained=/root/autodl-tmp/80-128-4096,add_bos_token=true,max_model_len=8096,dtype=bfloat16,trust_remote_code=true), gen_kwargs: (None), limit: 250.0, num_fewshot: 5, batch_size: auto

Tasks	Version	Filter	n-shot	Metric		Value		Stderr
gsm8k	3	flexible-extract	5	exact_match	↑	0.544	±	0.0316
		strict-match	5	exact_match	↑	0.540	±	0.0316

vllm (pretrained=/root/autodl-tmp/80-256-4096,add_bos_token=true,max_model_len=8096,dtype=bfloat16,trust_remote_code=true), gen_kwargs: (None), limit: 250.0, num_fewshot: 5, batch_size: auto

Tasks	Version	Filter	n-shot	Metric		Value		Stderr
gsm8k	3	flexible-extract	5	exact_match	↑	0.56	±	0.0315
		strict-match	5	exact_match	↑	0.56	±	0.0315

vllm (pretrained=/root/autodl-tmp/80-256-4096,add_bos_token=true,max_model_len=3096,dtype=bfloat16,trust_remote_code=true), gen_kwargs: (None), limit: 500.0, num_fewshot: 5, batch_size: auto

Tasks	Version	Filter	n-shot	Metric		Value		Stderr
gsm8k	3	flexible-extract	5	exact_match	↑	0.578	±	0.0221
		strict-match	5	exact_match	↑	0.574	±	0.0221

vllm (pretrained=/root/autodl-tmp/80-512-8192,add_bos_token=true,max_model_len=3096,dtype=bfloat16,trust_remote_code=true), gen_kwargs: (None), limit: 250.0, num_fewshot: 5, batch_size: auto

Tasks	Version	Filter	n-shot	Metric		Value		Stderr
gsm8k	3	flexible-extract	5	exact_match	↑	0.564	±	0.0314
		strict-match	5	exact_match	↑	0.564	±	0.0314

vllm (pretrained=/root/autodl-tmp/80-512-8192,add_bos_token=true,max_model_len=3096,dtype=bfloat16,trust_remote_code=true), gen_kwargs: (None), limit: 500.0, num_fewshot: 5, batch_size: auto

Tasks	Version	Filter	n-shot	Metric		Value		Stderr
gsm8k	3	flexible-extract	5	exact_match	↑	0.570	±	0.0222
		strict-match	5	exact_match	↑	0.566	±	0.0222

vllm (pretrained=/root/autodl-tmp/80-512-8192,add_bos_token=true,max_model_len=3048,dtype=bfloat16,trust_remote_code=true), gen_kwargs: (None), limit: 15.0, num_fewshot: None, batch_size: 1

Groups	Version	Filter	Metric		Value		Stderr
mmlu	2	none	acc	↑	0.4246	±	0.0167
- humanities	2	none	acc	↑	0.3897	±	0.0344
- other	2	none	acc	↑	0.4667	±	0.0356
- social sciences	2	none	acc	↑	0.4222	±	0.0366
- stem	2	none	acc	↑	0.4211	±	0.0290

vllm (pretrained=/root/autodl-tmp/81-512-8192,add_bos_token=true,max_model_len=8096,dtype=bfloat16,trust_remote_code=true), gen_kwargs: (None), limit: 250.0, num_fewshot: 5, batch_size: auto

Tasks	Version	Filter	n-shot	Metric		Value		Stderr
gsm8k	3	flexible-extract	5	exact_match	↑	0.56	±	0.0315
		strict-match	5	exact_match	↑	0.56	±	0.0315

vllm (pretrained=/root/autodl-tmp/81-512-8192,add_bos_token=true,max_model_len=3096,dtype=bfloat16,trust_remote_code=true), gen_kwargs: (None), limit: 500.0, num_fewshot: 5, batch_size: auto

Tasks	Version	Filter	n-shot	Metric		Value		Stderr
gsm8k	3	flexible-extract	5	exact_match	↑	0.564	±	0.0222
		strict-match	5	exact_match	↑	0.562	±	0.0222

vllm (pretrained=/root/autodl-tmp/82-256-8192,add_bos_token=true,max_model_len=8096,dtype=bfloat16,trust_remote_code=true), gen_kwargs: (None), limit: 250.0, num_fewshot: 5, batch_size: auto

Tasks	Version	Filter	n-shot	Metric		Value		Stderr
gsm8k	3	flexible-extract	5	exact_match	↑	0.564	±	0.0314
		strict-match	5	exact_match	↑	0.564	±	0.0314

vllm (pretrained=/root/autodl-tmp/82-256-8192,add_bos_token=true,max_model_len=3096,dtype=bfloat16,trust_remote_code=true), gen_kwargs: (None), limit: 500.0, num_fewshot: 5, batch_size: auto

Tasks	Version	Filter	n-shot	Metric		Value		Stderr
gsm8k	3	flexible-extract	5	exact_match	↑	0.586	±	0.0220
		strict-match	5	exact_match	↑	0.580	±	0.0221

vllm (pretrained=/root/autodl-tmp/82-256-8192,add_bos_token=true,max_model_len=3048,dtype=bfloat16,trust_remote_code=true), gen_kwargs: (None), limit: 15.0, num_fewshot: None, batch_size: 1

Groups	Version	Filter	Metric		Value		Stderr
mmlu	2	none	acc	↑	0.4292	±	0.0166
- humanities	2	none	acc	↑	0.4051	±	0.0340
- other	2	none	acc	↑	0.4718	±	0.0355
- social sciences	2	none	acc	↑	0.4278	±	0.0362
- stem	2	none	acc	↑	0.4175	±	0.0289

vllm (pretrained=/root/autodl-tmp/82-512-8192,add_bos_token=true,max_model_len=8096,dtype=bfloat16,trust_remote_code=true), gen_kwargs: (None), limit: 250.0, num_fewshot: 5, batch_size: auto

Tasks	Version	Filter	n-shot	Metric		Value		Stderr
gsm8k	3	flexible-extract	5	exact_match	↑	0.564	±	0.0314
		strict-match	5	exact_match	↑	0.560	±	0.0315

vllm (pretrained=/root/autodl-tmp/82-512-8192,add_bos_token=true,max_model_len=3096,dtype=bfloat16,trust_remote_code=true), gen_kwargs: (None), limit: 500.0, num_fewshot: 5, batch_size: auto

Tasks	Version	Filter	n-shot	Metric		Value		Stderr
gsm8k	3	flexible-extract	5	exact_match	↑	0.572	±	0.0221
		strict-match	5	exact_match	↑	0.564	±	0.0222

vllm (pretrained=/root/autodl-tmp/82-1024-8192,add_bos_token=true,max_model_len=8096,dtype=bfloat16,trust_remote_code=true), gen_kwargs: (None), limit: 250.0, num_fewshot: 5, batch_size: auto

Tasks	Version	Filter	n-shot	Metric		Value		Stderr
gsm8k	3	flexible-extract	5	exact_match	↑	0.552	±	0.0315
		strict-match	5	exact_match	↑	0.552	±	0.0315

vllm (pretrained=/root/autodl-tmp/83-512-8192,add_bos_token=true,max_model_len=3096,dtype=bfloat16,trust_remote_code=true), gen_kwargs: (None), limit: 250.0, num_fewshot: 5, batch_size: auto

Tasks	Version	Filter	n-shot	Metric		Value		Stderr
gsm8k	3	flexible-extract	5	exact_match	↑	0.532	±	0.0316
		strict-match	5	exact_match	↑	0.532	±	0.0316

vllm (pretrained=/root/autodl-tmp/84-256-8192,add_bos_token=true,max_model_len=8096,dtype=bfloat16,trust_remote_code=true), gen_kwargs: (None), limit: 250.0, num_fewshot: 5, batch_size: auto

Tasks	Version	Filter	n-shot	Metric		Value		Stderr
gsm8k	3	flexible-extract	5	exact_match	↑	0.540	±	0.0316
		strict-match	5	exact_match	↑	0.536	±	0.0316

README history 1 version

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

2025-05-17Create README.md71b33de9.9 KB
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noneUsername/Seed-Coder-8B-Instruct-abliterated-W8A8

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