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qwen3-8b-impl-prm-exec-think

AetherPrior / qwen3-8b-impl-prm-exec-think

Run on huggingface.co
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Total runs: 54
24-hour runs: 1
7-day runs: -34
30-day runs: -613
Model's Last Updated: August 11 2026
text-classification

Introduction of qwen3-8b-impl-prm-exec-think

Model Details of qwen3-8b-impl-prm-exec-think

Qwen3-8B Implementation-level PRM (exec-filtered, thinking)

Scalar Bradley–Terry preference model over implementation guidelines ( <high_level> + <implementation> ) for secure coding.

Training
  • Base: Qwen/Qwen3-8B → AutoModelForSequenceClassification ( num_labels=1 )
  • Prefs: evolved (t+) / preferred (t) / degraded (t−) guidelines, exec-filtered with thinking enabled (keep t+ iff func∧sec; t− iff ¬sec)
  • Independent pairwise BT: t≻t−, t+≻t−, t+≻t
  • Val accuracy (pairwise): ~0.96
Scoring

Chat messages: user = coding task, assistant = guideline trace. Serve with vLLM pooling/classify and POST /classify .

Citation / project

Internal: prm_secode_eval/recode-style exec-think-allpairs run.

Runs of AetherPrior qwen3-8b-impl-prm-exec-think on huggingface.co

54
Total runs
1
24-hour runs
2
3-day runs
-34
7-day runs
-613
30-day runs

More Information About qwen3-8b-impl-prm-exec-think huggingface.co Model

More qwen3-8b-impl-prm-exec-think license Visit here:

https://choosealicense.com/licenses/apache-2.0

qwen3-8b-impl-prm-exec-think huggingface.co

qwen3-8b-impl-prm-exec-think huggingface.co is an AI model on huggingface.co that provides qwen3-8b-impl-prm-exec-think's model effect (), which can be used instantly with this AetherPrior qwen3-8b-impl-prm-exec-think model. huggingface.co supports a free trial of the qwen3-8b-impl-prm-exec-think model, and also provides paid use of the qwen3-8b-impl-prm-exec-think. Support call qwen3-8b-impl-prm-exec-think model through api, including Node.js, Python, http.

qwen3-8b-impl-prm-exec-think huggingface.co Url

https://huggingface.co/AetherPrior/qwen3-8b-impl-prm-exec-think

AetherPrior qwen3-8b-impl-prm-exec-think online free

qwen3-8b-impl-prm-exec-think huggingface.co is an online trial and call api platform, which integrates qwen3-8b-impl-prm-exec-think's modeling effects, including api services, and provides a free online trial of qwen3-8b-impl-prm-exec-think, you can try qwen3-8b-impl-prm-exec-think online for free by clicking the link below.

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https://huggingface.co/AetherPrior/qwen3-8b-impl-prm-exec-think

qwen3-8b-impl-prm-exec-think install

qwen3-8b-impl-prm-exec-think is an open source model from GitHub that offers a free installation service, and any user can find qwen3-8b-impl-prm-exec-think on GitHub to install. At the same time, huggingface.co provides the effect of qwen3-8b-impl-prm-exec-think install, users can directly use qwen3-8b-impl-prm-exec-think installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

qwen3-8b-impl-prm-exec-think install url in huggingface.co:

https://huggingface.co/AetherPrior/qwen3-8b-impl-prm-exec-think

Url of qwen3-8b-impl-prm-exec-think

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AetherPrior
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