kkxao/Qwen-Image-2.1-Text-Encoder-Heretic
AI model by kkxao
From the publisher
Model card & documentation
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The text encoder of Qwen/Qwen-Image-2.1 (a Qwen3-VL-8B-Instruct) with refusal behaviour removed via Heretic directional ablation. Drop-in replacement for the stock text encoder. Weights are bf16, same shapes, same parameter count — nothing else was changed. Measured by Heretic on mlabonne/harmfulbehaviors (test split) for refusals and mlabonne/harmlessalpaca for KL divergence — i.e. lower refusals and lower distribution shift on benign inputs. Refusal rate and general capability were re-checked with a separate script (different code, different refusal keyword set) rather than trusting the optimiser's own numbers: (e.g. "What is the capital of France?" → "The capital of France is Paris…") Heretic's documented defaults are ntrials = 200, nstartuptrials = 60. A first run with 100/20 was done for comparison: Doubling the search budget nearly halved the refusal rate and cut KL divergence by a third. 100 trials is not enough for this model. If you are abliterating something similar, use the documented…
Read the full model card ↗ · Preview checked 2026-09-22T08:03:16.400Z
Inside the original model card — Document outline
- Qwen-Image-2.1 Text Encoder — Heretic (Abliterated)
- Results
- Independent verification
- ★ Search budget matters — measured, not assumed
- Pareto front
- Reproduction
- Gotchas worth knowing
- Usage
- Notes
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Documentation belongs to its respective authors. Reported project/model license: apache-2.0. A listing is not a grant of reuse or training rights. Confirm the document’s own terms at the source.
Model overview
kkxao/Qwen-Image-2.1-Text-Encoder-Heretic is a task-unspecified model repository published by kkxao on Hugging Face. A library was not reported.
This page summarizes Hub metadata. For intended use, training data, evaluation results and limitations, consult the original model card.
Model facts
- Task
- Not reported
- Library
- Not reported
- Recent downloads (30 days)
- 0
- Cumulative likes
- 0
- Hugging Face trending score
- 0
- Reported safetensors parameters
- 8,767,123,696
- Architecture
- Qwen3VLForConditionalGeneration
- License
- apache-2.0
- Access
- Not gated by Hugging Face
- Created
- 2026-09-22T06:16:44.000Z
- Last modified
- 2026-09-22T06:16:45.000Z
Compatibility and lineage
Language coverage was not reported.
Reported base models: Qwen/Qwen3-VL-8B-Instruct
Parameter count is not a RAM/VRAM requirement. Check precision, quantization, context length and runtime compatibility in the model card; no hardware or API-cost claim is inferred here.
Use and evaluate
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Source and freshness
Source: Hugging Face Hub. Metadata observed 2026-09-22T06:37:17.952Z. Daily imports are snapshots, not real-time monitoring.
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