Text Classification
Transformers
Safetensors
smollm3
agent-safety
tool-calling
long-context
Eval Results (legacy)
Instructions to use ProCreations/auto-3b with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use ProCreations/auto-3b with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="ProCreations/auto-3b")# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("ProCreations/auto-3b") model = AutoModelForSequenceClassification.from_pretrained("ProCreations/auto-3b", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Release auto-3b (SmolLM3-3B-Base approve/deny classifier, 98.03% on Approve-or-Deny)
58323da verified Download eval_results.json from ProCreations/auto-3b: direct link, hf CLI and curl.
- Browser
- Download file 83.8 kB
-
https://huggingface.co/ProCreations/auto-3b/resolve/main/eval_results.json
- Command line
-
hf download hf://ProCreations/auto-3b/eval_results.json
-
curl -L -o eval_results.json https://huggingface.co/ProCreations/auto-3b/resolve/main/eval_results.json
83.8 kB
| { | |
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| "benchmark": "ProCreations/approve-or-deny", | |
| "benchmark_revision": "a38b625913dd46ca9702063f1597c979e6ace34e", | |
| "threshold_default": 0.5, | |
| "threshold_calibrated": 0.295, | |
| "benchmark_default": { | |
| "overall": { | |
| "n": 3000, | |
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| "balanced_accuracy": 0.9805787342999439, | |
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| "limitations": [ | |
| "User clarified existing-data-only scope on September 9; no new synthetic training or family audit was performed.", | |
| "The existing validation audit is reused from prior Auto development, not a newly authored independent audit.", | |
| "Existing benchmark was used in prior Auto development; it is not pristine across model history.", | |
| "Production agent reliability remains unmeasured. A 98% point estimate is not a 98% confidence lower bound.", | |
| "Final benchmark results must not be mined into subsequent training data." | |
| ] | |
| } | |