davanstrien / qwen35-4b-iconclass-sft-brillfull

huggingface.co
Total runs: 10
24-hour runs: 0
7-day runs: 0
30-day runs: 6
Model's Last Updated: June 05 2026
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Introduction of qwen35-4b-iconclass-sft-brillfull

Model Details of qwen35-4b-iconclass-sft-brillfull

qwen35-4b-iconclass-sft-brillfull

Qwen3.5-4B-VL fine-tuned (SFT, 1 epoch) on davanstrien/iconclass-vlm-brillfull — the full-label iconclass dataset (~4.36 codes/image vs the truncated 3.54).

Why this model exists (research finding)

Built to test whether fixing truncated training labels lifts the iconclass classifier past its ~25% recall ceiling. It does not : training converged well (eval_loss 0.47), but on the clean 788-image full-label test it scores H-F1 45.3 / hier-recall 46.4 / code-recall 25.6 — recall unchanged vs models trained on truncated labels.

Conclusion: the 4B is capability-bound (identifying the right codes), not label-bound — neither reward tuning nor label completeness moves it.

The approach that did improve results is anchored fusion : use this model as a precision anchor , then a graded VLM-judge gates in extra codes from semantic retrieval. On the same clean test that lifts results to H-F1 47.5 / hier-recall 57.6 , with zero extra training .

  • Base : unsloth/Qwen3.5-4B-Base
  • Recommended use : as the anchor in the anchored-fusion pipeline (best recall).

Trained with Unsloth + TRL.

Runs of davanstrien qwen35-4b-iconclass-sft-brillfull on huggingface.co

10
Total runs
0
24-hour runs
0
3-day runs
0
7-day runs
6
30-day runs

More Information About qwen35-4b-iconclass-sft-brillfull huggingface.co Model

More qwen35-4b-iconclass-sft-brillfull license Visit here:

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qwen35-4b-iconclass-sft-brillfull huggingface.co

qwen35-4b-iconclass-sft-brillfull huggingface.co is an AI model on huggingface.co that provides qwen35-4b-iconclass-sft-brillfull's model effect (), which can be used instantly with this davanstrien qwen35-4b-iconclass-sft-brillfull model. huggingface.co supports a free trial of the qwen35-4b-iconclass-sft-brillfull model, and also provides paid use of the qwen35-4b-iconclass-sft-brillfull. Support call qwen35-4b-iconclass-sft-brillfull model through api, including Node.js, Python, http.

qwen35-4b-iconclass-sft-brillfull huggingface.co Url

https://huggingface.co/davanstrien/qwen35-4b-iconclass-sft-brillfull

davanstrien qwen35-4b-iconclass-sft-brillfull online free

qwen35-4b-iconclass-sft-brillfull huggingface.co is an online trial and call api platform, which integrates qwen35-4b-iconclass-sft-brillfull's modeling effects, including api services, and provides a free online trial of qwen35-4b-iconclass-sft-brillfull, you can try qwen35-4b-iconclass-sft-brillfull online for free by clicking the link below.

davanstrien qwen35-4b-iconclass-sft-brillfull online free url in huggingface.co:

https://huggingface.co/davanstrien/qwen35-4b-iconclass-sft-brillfull

qwen35-4b-iconclass-sft-brillfull install

qwen35-4b-iconclass-sft-brillfull is an open source model from GitHub that offers a free installation service, and any user can find qwen35-4b-iconclass-sft-brillfull on GitHub to install. At the same time, huggingface.co provides the effect of qwen35-4b-iconclass-sft-brillfull install, users can directly use qwen35-4b-iconclass-sft-brillfull installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

qwen35-4b-iconclass-sft-brillfull install url in huggingface.co:

https://huggingface.co/davanstrien/qwen35-4b-iconclass-sft-brillfull

Url of qwen35-4b-iconclass-sft-brillfull

qwen35-4b-iconclass-sft-brillfull huggingface.co Url

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