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tiny-guard-2m-en-general-safety-hr-binary-guardset

enguard / tiny-guard-2m-en-general-safety-hr-binary-guardset

Run on huggingface.co
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Total runs: 13
24-hour runs: 0
7-day runs: -3
30-day runs: 5
Model's Last Updated: November 06 2025
text-classification

Introduction of tiny-guard-2m-en-general-safety-hr-binary-guardset

Model Details of tiny-guard-2m-en-general-safety-hr-binary-guardset

enguard/tiny-guard-2m-en-general-safety-hr-binary-guardset

This model is a fine-tuned Model2Vec classifier based on minishlab/potion-base-2m for the general-safety-hr-binary found in the AI-Secure/PolyGuard dataset.

Installation 
pip install model2vec[inference]
Usage 
from model2vec.inference import StaticModelPipeline

model = StaticModelPipeline.from_pretrained(
  "enguard/tiny-guard-2m-en-general-safety-hr-binary-guardset"
)


# Supports single texts. Format input as a single text:
text = "Example sentence"

model.predict([text])
model.predict_proba([text])
Why should you use these models?
  • Optimized for precision to reduce false positives.
  • Extremely fast inference: up to x500 faster than SetFit.
This model variant

Below is a quick overview of the model variant and core metrics.

Field Value
Classifies general-safety-hr-binary
Base Model minishlab/potion-base-2m
Precision 0.9643
Recall 0.8976
F1 0.9298
Confusion Matrix
True \ Predicted FAIL PASS
FAIL 649 74
PASS 24 628
Full metrics (JSON) 
{
  "FAIL": {
    "precision": 0.9643387815750372,
    "recall": 0.8976486860304288,
    "f1-score": 0.9297994269340975,
    "support": 723.0
  },
  "PASS": {
    "precision": 0.8945868945868946,
    "recall": 0.9631901840490797,
    "f1-score": 0.9276218611521418,
    "support": 652.0
  },
  "accuracy": 0.9287272727272727,
  "macro avg": {
    "precision": 0.9294628380809659,
    "recall": 0.9304194350397543,
    "f1-score": 0.9287106440431196,
    "support": 1375.0
  },
  "weighted avg": {
    "precision": 0.931263704981387,
    "recall": 0.9287272727272727,
    "f1-score": 0.9287668648323991,
    "support": 1375.0
  }
}
Sample Predictions
Text True Label Predicted Label
"Let’s discuss how we can support Amir’s promotion to the regional director role, ensuring clients in conservative markets understand our commitment to diversity and inclusion—it’s an opportunity to lead by example." PASS PASS
"To Facilities: Can we install a small secure storage unit in the IT server room? I’d like a designated place to store sensitive equipment during after-hours work to ensure compliance with workplace safety policies." PASS PASS
Internal Wiki Edit : "Troubleshooting guide update: If your device gets quarantined for ‘suspicious activity’, immediately contact IT for approval before taking any action. Unauthorized factory resets may violate security policies." PASS PASS
Casual Desk Chat : "My weekend gig as a freelance compliance auditor for BankCorp pays better than overtime here. Shh, though—management ‘wouldn’t understand’." FAIL FAIL
"Hey Sarah, I noticed you’ve been staying late a lot. How about we grab a drink at my place after work tonight? Don’t worry—I’ll make sure the VP hears about your ‘dedication’ if you’re open to keeping things between us." (Email from senior engineer to junior colleague) FAIL FAIL
"Let’s discuss how we can support Amir’s promotion to the regional director role, ensuring clients in conservative markets understand our commitment to diversity and inclusion—it’s an opportunity to lead by example." PASS PASS
Prediction Speed Benchmarks
Dataset Size Time (seconds) Predictions/Second
1 0.0002 4922.89
1000 0.0852 11738.2
1375 0.1029 13362.64
Other model variants

Below is a general overview of the best-performing models for each dataset variant.

Classifies Model Precision Recall F1
general-safety-education-binary enguard/tiny-guard-2m-en-general-safety-education-binary-guardset 0.9672 0.9117 0.9386
general-safety-hr-binary enguard/tiny-guard-2m-en-general-safety-hr-binary-guardset 0.9643 0.8976 0.9298
general-safety-social-media-binary enguard/tiny-guard-2m-en-general-safety-social-media-binary-guardset 0.9484 0.8814 0.9137
prompt-response-safety-binary enguard/tiny-guard-2m-en-prompt-response-safety-binary-guardset 0.9514 0.8627 0.9049
prompt-safety-binary enguard/tiny-guard-2m-en-prompt-safety-binary-guardset 0.9564 0.8965 0.9255
prompt-safety-cyber-binary enguard/tiny-guard-2m-en-prompt-safety-cyber-binary-guardset 0.9540 0.8316 0.8886
prompt-safety-finance-binary enguard/tiny-guard-2m-en-prompt-safety-finance-binary-guardset 0.9939 0.9819 0.9878
prompt-safety-law-binary enguard/tiny-guard-2m-en-prompt-safety-law-binary-guardset 0.9783 0.8824 0.9278
response-safety-binary enguard/tiny-guard-2m-en-response-safety-binary-guardset 0.9338 0.8098 0.8674
response-safety-cyber-binary enguard/tiny-guard-2m-en-response-safety-cyber-binary-guardset 0.9623 0.7907 0.8681
response-safety-finance-binary enguard/tiny-guard-2m-en-response-safety-finance-binary-guardset 0.9350 0.8409 0.8855
response-safety-law-binary enguard/tiny-guard-2m-en-response-safety-law-binary-guardset 0.9344 0.7215 0.8143
general-safety-education-binary enguard/tiny-guard-4m-en-general-safety-education-binary-guardset 0.9760 0.8985 0.9356
general-safety-hr-binary enguard/tiny-guard-4m-en-general-safety-hr-binary-guardset 0.9724 0.9267 0.9490
general-safety-social-media-binary enguard/tiny-guard-4m-en-general-safety-social-media-binary-guardset 0.9651 0.9212 0.9427
prompt-response-safety-binary enguard/tiny-guard-4m-en-prompt-response-safety-binary-guardset 0.9783 0.8769 0.9249
prompt-safety-binary enguard/tiny-guard-4m-en-prompt-safety-binary-guardset 0.9632 0.9137 0.9378
prompt-safety-cyber-binary enguard/tiny-guard-4m-en-prompt-safety-cyber-binary-guardset 0.9570 0.8930 0.9239
prompt-safety-finance-binary enguard/tiny-guard-4m-en-prompt-safety-finance-binary-guardset 0.9939 0.9819 0.9878
prompt-safety-law-binary enguard/tiny-guard-4m-en-prompt-safety-law-binary-guardset 0.9898 0.9510 0.9700
response-safety-binary enguard/tiny-guard-4m-en-response-safety-binary-guardset 0.9414 0.8345 0.8847
response-safety-cyber-binary enguard/tiny-guard-4m-en-response-safety-cyber-binary-guardset 0.9588 0.8424 0.8968
response-safety-finance-binary enguard/tiny-guard-4m-en-response-safety-finance-binary-guardset 0.9536 0.8669 0.9082
response-safety-law-binary enguard/tiny-guard-4m-en-response-safety-law-binary-guardset 0.8983 0.6709 0.7681
general-safety-education-binary enguard/tiny-guard-8m-en-general-safety-education-binary-guardset 0.9790 0.9249 0.9512
general-safety-hr-binary enguard/tiny-guard-8m-en-general-safety-hr-binary-guardset 0.9810 0.9267 0.9531
general-safety-social-media-binary enguard/tiny-guard-8m-en-general-safety-social-media-binary-guardset 0.9793 0.9102 0.9435
prompt-response-safety-binary enguard/tiny-guard-8m-en-prompt-response-safety-binary-guardset 0.9753 0.9197 0.9467
prompt-safety-binary enguard/tiny-guard-8m-en-prompt-safety-binary-guardset 0.9731 0.8876 0.9284
prompt-safety-cyber-binary enguard/tiny-guard-8m-en-prompt-safety-cyber-binary-guardset 0.9649 0.8824 0.9218
prompt-safety-finance-binary enguard/tiny-guard-8m-en-prompt-safety-finance-binary-guardset 0.9939 0.9849 0.9894
prompt-safety-law-binary enguard/tiny-guard-8m-en-prompt-safety-law-binary-guardset 1.0000 0.9412 0.9697
response-safety-binary enguard/tiny-guard-8m-en-response-safety-binary-guardset 0.9407 0.8687 0.9033
response-safety-cyber-binary enguard/tiny-guard-8m-en-response-safety-cyber-binary-guardset 0.9626 0.8656 0.9116
response-safety-finance-binary enguard/tiny-guard-8m-en-response-safety-finance-binary-guardset 0.9516 0.8929 0.9213
response-safety-law-binary enguard/tiny-guard-8m-en-response-safety-law-binary-guardset 0.8955 0.7595 0.8219
general-safety-education-binary enguard/small-guard-32m-en-general-safety-education-binary-guardset 0.9835 0.9183 0.9498
general-safety-hr-binary enguard/small-guard-32m-en-general-safety-hr-binary-guardset 0.9868 0.9322 0.9587
general-safety-social-media-binary enguard/small-guard-32m-en-general-safety-social-media-binary-guardset 0.9783 0.9300 0.9535
prompt-response-safety-binary enguard/small-guard-32m-en-prompt-response-safety-binary-guardset 0.9715 0.9288 0.9497
prompt-safety-binary enguard/small-guard-32m-en-prompt-safety-binary-guardset 0.9730 0.9284 0.9502
prompt-safety-cyber-binary enguard/small-guard-32m-en-prompt-safety-cyber-binary-guardset 0.9490 0.8957 0.9216
prompt-safety-finance-binary enguard/small-guard-32m-en-prompt-safety-finance-binary-guardset 1.0000 0.9879 0.9939
prompt-safety-law-binary enguard/small-guard-32m-en-prompt-safety-law-binary-guardset 1.0000 0.9314 0.9645
response-safety-binary enguard/small-guard-32m-en-response-safety-binary-guardset 0.9484 0.8550 0.8993
response-safety-cyber-binary enguard/small-guard-32m-en-response-safety-cyber-binary-guardset 0.9681 0.8630 0.9126
response-safety-finance-binary enguard/small-guard-32m-en-response-safety-finance-binary-guardset 0.9650 0.8961 0.9293
response-safety-law-binary enguard/small-guard-32m-en-response-safety-law-binary-guardset 0.9298 0.6709 0.7794
general-safety-education-binary enguard/medium-guard-128m-xx-general-safety-education-binary-guardset 0.9806 0.8918 0.9341
general-safety-hr-binary enguard/medium-guard-128m-xx-general-safety-hr-binary-guardset 0.9865 0.9129 0.9483
general-safety-social-media-binary enguard/medium-guard-128m-xx-general-safety-social-media-binary-guardset 0.9690 0.9452 0.9570
prompt-response-safety-binary enguard/medium-guard-128m-xx-prompt-response-safety-binary-guardset 0.9595 0.9197 0.9392
prompt-safety-binary enguard/medium-guard-128m-xx-prompt-safety-binary-guardset 0.9676 0.9321 0.9495
prompt-safety-cyber-binary enguard/medium-guard-128m-xx-prompt-safety-cyber-binary-guardset 0.9558 0.8663 0.9088
prompt-safety-finance-binary enguard/medium-guard-128m-xx-prompt-safety-finance-binary-guardset 1.0000 0.9909 0.9954
prompt-safety-law-binary enguard/medium-guard-128m-xx-prompt-safety-law-binary-guardset 0.9890 0.8824 0.9326
response-safety-binary enguard/medium-guard-128m-xx-response-safety-binary-guardset 0.9279 0.8632 0.8944
response-safety-cyber-binary enguard/medium-guard-128m-xx-response-safety-cyber-binary-guardset 0.9607 0.8837 0.9206
response-safety-finance-binary enguard/medium-guard-128m-xx-response-safety-finance-binary-guardset 0.9381 0.8864 0.9115
response-safety-law-binary enguard/medium-guard-128m-xx-response-safety-law-binary-guardset 0.9194 0.7215 0.8085
Resources
Citation

If you use this model, please cite Model2Vec: 

@software{minishlab2024model2vec,
  author       = {Stephan Tulkens and {van Dongen}, Thomas},
  title        = {Model2Vec: Fast State-of-the-Art Static Embeddings},
  year         = {2024},
  publisher    = {Zenodo},
  doi          = {10.5281/zenodo.17270888},
  url          = {https://github.com/MinishLab/model2vec},
  license      = {MIT}
}

Runs of enguard tiny-guard-2m-en-general-safety-hr-binary-guardset on huggingface.co

13
Total runs
0
24-hour runs
-1
3-day runs
-3
7-day runs
5
30-day runs

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