Text Classification
Transformers
Safetensors
qwen3
reward-model
prm
code-security
text-embeddings-inference
Instructions to use AetherPrior/qwen3-8b-impl-prm-exec-think with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use AetherPrior/qwen3-8b-impl-prm-exec-think with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="AetherPrior/qwen3-8b-impl-prm-exec-think")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("AetherPrior/qwen3-8b-impl-prm-exec-think") model = AutoModelForSequenceClassification.from_pretrained("AetherPrior/qwen3-8b-impl-prm-exec-think", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Update best PRM: combined allpairs K=3 (val acc 0.968)
Browse files- README.md +4 -2
- config.json +1 -2
- metrics.json +3 -3
- model-00001-of-00007.safetensors +1 -1
- model-00002-of-00007.safetensors +1 -1
- model-00003-of-00007.safetensors +1 -1
- model-00004-of-00007.safetensors +1 -1
- model-00005-of-00007.safetensors +1 -1
- model-00006-of-00007.safetensors +1 -1
- model-00007-of-00007.safetensors +1 -1
README.md
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@@ -21,7 +21,9 @@ Scalar Bradley–Terry preference model over **implementation guidelines**
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- Prefs: evolved (t+) / preferred (t) / degraded (t−) guidelines, exec-filtered
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with thinking enabled (keep t+ iff func∧sec; t− iff ¬sec)
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- Independent pairwise BT: t≻t−, t+≻t−, t+≻t
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## Scoring
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## Citation / project
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Internal: `prm_secode_eval/recode-style`
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- Prefs: evolved (t+) / preferred (t) / degraded (t−) guidelines, exec-filtered
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with thinking enabled (keep t+ iff func∧sec; t− iff ¬sec)
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- Independent pairwise BT: t≻t−, t+≻t−, t+≻t
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- Data: combined 5cwe + other CWEs, K=3 paired attempts (attempt-0 + 2 extras),
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`preferences_synth_triple_exec_combined_allpairs_k3` (6933 pairs; 6192/741)
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- Val accuracy (pairwise): **0.968** (741 pairs)
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## Scoring
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## Citation / project
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Internal: `prm_secode_eval/recode-style` `prm_impl_bt_triple_exec_combined_allpairs_k3` best.
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config.json
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"transformers_version": "4.57.6",
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"use_cache": false,
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"use_sliding_window": false,
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"vocab_size": 151936
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"num_labels": 1
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}
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"transformers_version": "4.57.6",
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"use_cache": false,
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"use_sliding_window": false,
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"vocab_size": 151936
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}
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metrics.json
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"accuracy": 0.
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"n":
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{
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"accuracy": 0.9676113360323887,
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"loss": 0.10553132820504203,
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"n": 741.0
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}
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model-00001-of-00007.safetensors
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