← back to catalog · registered 2026-08-31 18:03

apetersson/DeepSeek-V4-Flash-Vision-Exp-Abliterated

apetersson Deepseek multimodal 1.0M ctx
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Abliteration classifier · v1.0.0
M1
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

Confidence
MEDIUM
Why we say so
primary_method=M1; difference-of-means is the reference extraction for M1/M3 (Arditi 2024)
Downloads · lifetime
11K
6K last 30d - active
Likes
18
Descendants
3
in 3 direct forks
Model age
6w ago
created 2026-08-31
Downloads over time
Now16.4K→from0↑0%
06K12K18K0 on Aug 3116.4K on Oct 16AugSepOct
Aug 31 → Oct 16 · 47 snapshots · spans 46 days

Genealogy 3 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.

Metadata

License
mit
Tags
transformers safetensors gguf deepseek-v4 multimodal vision abliteration model-surgery mechanistic-interpretability preview image-text-to-text base_model:deepseek-ai/DeepSeek-V4-Flash-Vision-Exp

Related

Total size
0 B
Files
6
Quantizations
1
Registered
2026-08-31 18:03
Last updated on HF
2026-09-01 23:21

Files by quantization

Auxiliary files 6 files 7.12 KB
README.md 2.30 KB 26be88e6 download
.gitattributes 1.58 KB c90e029b download
LICENSE 1.06 KB d62e3bef download
variants.json 816 B 0c8113d8 download
CATALOG_MANIFEST.json 734 B c9c97d61 download
NOTICE 692 B 60a62df6 download

README current version from Hugging Face


license: mit
library_name: transformers
pipeline_tag: image-text-to-text
base_model: deepseek-ai/DeepSeek-V4-Flash-Vision-Exp
tags:

  • deepseek-v4
  • multimodal
  • vision
  • abliteration
  • preview
  • draft

DeepSeek-V4-Flash-Vision-Exp Abliterated

[!WARNING]
PREVIEW / DRAFT RELEASE. This upload contains the initial native
abliterated checkpoint. Final behavioral testing, broader capability and
safety validation, runtime validation, and quantized GGUF/MLX variants will
follow. The recipe, metadata, and catalog layout may change before the final
release.

This is a model catalog. The directly loadable native checkpoint lives in
Reference-Native-FP8/; future GGUF or MLX profiles belong in descriptive
sibling folders and must be registered in variants.json.

.
├── Reference-Native-FP8/   native mixed FP8/FP4 model (48 shards)
├── README.md               catalog and usage notes
├── NOTICE                  source and direction provenance
└── variants.json           machine-readable variant registry

The native checkpoint uses a conservative transferred rank-1 direction and
changes only 33 attention output writers plus their FP8 scale
payloads. No weights from the abandoned
DeepSeek-V4-Flash-0731-Abliterated-Vision graft are used; only its useful
catalog organization inspired this layout.

Status: weight-transfer and byte-boundary validated; behavior not locally
validated
. See the native folder's README and manifest for exact details.

Preview status

Completed for this draft:

  • all 48 native shards and 72,633 indexed tensors are present;
  • all 33 intended writer edits were deterministically replayed;
  • exactly 66 FP8 writer/scale payloads changed;
  • non-target payloads, vision modules, experts, routers, and MTP heads were
    verified against the official source;
  • source, direction, recipe, and checksum provenance are included.

Still planned before the final release:

  • end-to-end text and multimodal behavioral evaluation;
  • refusal, benign-quality, regression, and safety testing;
  • validation on compatible production inference runtimes;
  • calibrated GGUF and MLX quantized variants with profile-specific testing.

This preview should be treated as an experimental research artifact, not as a
fully characterized or production-ready model.

README history 20 versions

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

  1. 2026-09-01fix: publish vision encoder as an mmproj sidecar71e308a7.7 KB
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  2. 2026-09-01docs: make model card paths portablef41380e7.7 KB
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  3. 2026-09-01Add files using upload-large-folder tool23f07957.4 KB
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  4. 2026-09-01Unpublish Headroom128 quantized preview69e9ec78.4 KB
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  5. 2026-09-01Register validated Headroom128 IQ2_XXS GGUF20cd5ef10.6 KB
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  6. 2026-09-01docs: add resident 192 GB launch example60cf73c8.7 KB
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  7. 2026-09-01docs: lead with native GGUF quickstartfb978cf8.2 KB
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  8. 2026-09-01docs: explain temporary vision sidecar421ba2e7.4 KB
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  9. 2026-09-01docs: describe default HF download progressbfd40786.9 KB
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  10. 2026-08-31docs: use automatic native vision runtime discovery073b7b16.7 KB
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  11. 2026-08-31docs: provide one copy-paste Vision-Exp server chainecf33996.7 KB
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  12. 2026-08-31docs: run Vision-Exp directly without dry-run164c1cb6.7 KB
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  13. 2026-08-31docs: use the standard HF_HOME cache conventionbe159c26.9 KB
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  14. 2026-08-31docs: simplify Vision-Exp runtime setup6ccb7916.4 KB
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  15. 2026-08-31Keep integration clone command on one linefb9a44c6.5 KB
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  16. 2026-08-31Clone integration branch directly in setup example3f5a1176.5 KB
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  17. 2026-08-31Pin qualified Vision-Exp encoder runtime90e8d636.5 KB
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  18. 2026-08-31Document direct DS4 native Vision-Exp loading8e737286.4 KB
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  19. 2026-08-31Remove focused runtime result paragrapha0cd8b93.9 KB
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  20. 2026-08-31Classify model edit as finetune relationship67631374.3 KB
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