kkxao/Qwen-Image-2.1-PE-I2I-Heretic
image-text-to-text model by kkxao
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Model card & documentation
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The image-editing prompt rewriter for Qwen-Image-2.1, a fine-tuned Qwen3.5-VL 9B that turns a short edit instruction plus 1–N input images into a detailed English edit prompt, with its refusal behaviour removed by Heretic directional ablation. bf16, same shapes and parameter count as the source; nothing else was changed. systemprompt.txt is included and required. It defines the output format. It is the unmodified file from the source repo. Refusals were measured on mlabonne/harmfulbehaviors and KL divergence (damage to ordinary behaviour, first-token distributions) on mlabonne/harmlessalpaca, both Heretic's defaults, with Heretic's default system prompt. With n = 100 the refusal count is noisy (σ ≈ 3 at this rate), so 6 vs 9 vs 11 are not meaningfully different. Trial 998 was chosen from the Pareto front for having the damage level of the widely used T2I Heretic (pottokao/Qwen-Image-2.1-PE-T2I-Heretic, KL 0.036): Checked through a real editing app's prompt-enhancer path (the official pecore output…
Read the full model card ↗ · Preview checked 2026-09-22T07:59:16.627Z
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Model overview
kkxao/Qwen-Image-2.1-PE-I2I-Heretic is a image-text-to-text 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
- image-text-to-text
- Library
- Not reported
- Recent downloads (30 days)
- 0
- Cumulative likes
- 0
- Hugging Face trending score
- 0
- Reported safetensors parameters
- 9,409,813,744
- Architecture
- Qwen3_5ForConditionalGeneration
- License
- other
- Access
- Not gated by Hugging Face
- Created
- 2026-09-22T06:16:48.000Z
- Last modified
- 2026-09-22T06:16:48.000Z
Compatibility and lineage
Language coverage was not reported.
Reported base models: Qwen/Qwen-Image-2.1-PE-I2I
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.
Popularity and source listings do not establish security, suitability, licensing rights or benchmark performance.