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tiny-guard-2m-en-prompt-toxicity-binary-jigsaw

enguard / tiny-guard-2m-en-prompt-toxicity-binary-jigsaw

Run on huggingface.co
huggingface.co
Total runs: 20
24-hour runs: 0
7-day runs: 2
30-day runs: 16
Model's Last Updated: November 06 2025
text-classification

Introduction of tiny-guard-2m-en-prompt-toxicity-binary-jigsaw

Model Details of tiny-guard-2m-en-prompt-toxicity-binary-jigsaw

enguard/tiny-guard-2m-en-prompt-toxicity-binary-jigsaw

This model is a fine-tuned Model2Vec classifier based on minishlab/potion-base-2m for the prompt-toxicity-binary found in the google/jigsaw_toxicity_pred dataset.

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

model = StaticModelPipeline.from_pretrained(
  "enguard/tiny-guard-2m-en-prompt-toxicity-binary-jigsaw"
)

model.predict(["Example sentence"])
model.predict_proba(["Example sentence"])
Why should you use these models?
  • Optimized for precision to reduce false positives.
  • Extremely fast inference using static embeddings powered by Model2Vec.
This model variant

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

Field Value
Classifies prompt-toxicity-binary
Base Model minishlab/potion-base-2m
F1 0.9010
Full metrics (JSON) 
{
  "FAIL": {
    "precision": 0.9065541855937703,
    "recall": 0.8978149100257069,
    "f1-score": 0.9021633839199225,
    "support": 1556.0
  },
  "PASS": {
    "precision": 0.8952569169960475,
    "recall": 0.9041916167664671,
    "f1-score": 0.8997020854021847,
    "support": 1503.0
  },
  "accuracy": 0.9009480222294868,
  "macro avg": {
    "precision": 0.9009055512949089,
    "recall": 0.9010032633960869,
    "f1-score": 0.9009327346610536,
    "support": 3059.0
  },
  "weighted avg": {
    "precision": 0.9010034191006753,
    "recall": 0.9009480222294868,
    "f1-score": 0.9009540567959735,
    "support": 3059.0
  }
}
Sample Predictions
Text True Label Predicted Label
":::SLR Chronology bibliography is complete

Hi, MurderWatcher1. This is Paul1513 again. This is to let you know that I have completed the SLR Chronology bibliography for you and that I am going to try to upload a PDF copy to your Talk page as soon as I finish this note. This may take a while, because I've never uploaded a PDF before.

You're absolutely right; it would be great if some of the old Modern Photography stuff could be added to Wikipedia. However, you can be sure that they're still under copyright. (Pre-1978 American ""work-for-hire"" copyrights are generally 75 years; 1978 and on, 95 years.) The real question is: Who OWNS the copyright today? Since Modern went under, there have been many media company sales and resales - the present copyright holder would be hell to uncover and ask permission. In fact, the current owner might not even know that it owns Modern's copyrights. ""Orphaned"" copyrights are a major unresolved ""fair use"" issue in the information age.

Speaking of first cameras: mine was a simple Vivitar 110 point-and-shoot. My parents gave it to me for getting straight A's in the 5th grade. It was, of course, a bad camera, but it opened up a world of possibilities. From the Vivitar, I eventually learned about the existence of the Pentax Auto 110 SLR. It was then one step to 35 mm SLRs and I got a Nikon FE2 in 1983. The FE2 is also the reason why the bulk of my Modern Photography magazine citations begin around 1983.

I'm sorry to hear about your disputes with the Admins over your non-photography Wkipedia entries. It would be unfortunate if you felt compelled to end your Wikipedia activities over them. Perhaps you could start a blog or create a MySpace or Facebook page to air these issues without worrying about what the Admins want. However, I will respect whatever your decision is, as I fully understand that the most sophisticated machine is nothing next to a human life.

You can reach me on my Talk page. Thanks Muchly

" 		PASS PASS
Are you deaf or blind? I repeat. It started in late 2009, and collapsed in mid 2010, as supported by cites and polls. FAIL PASS
"
Thanks for your note. I've been reporting accounts like these for over a year now and they all almost always get an indefinite block since they are vandalism only accounts. Blocks are necessary in these cases as it is not known when any person behind these accounts may come back and vandalize again. I see you have again removed these reports from the noticeboard which I have to again disagree with. therefore I kindly request you to put them back on the noticeboard for another administrator to review. ~ (talk) " 		PASS PASS
SOMEGUY1221 LIKES TO SUCK LARGE HARD PENIS. FAIL FAIL
"
Well, you're using criteria that you have decided constitute a legitimate decision procedure for establishing whether something is Israeli. Content decisions can't be made that way here. I have a decision procedure that enables me to decide who is an idiot and yet annoyingly I am not allowed to deploy it in articles about living people who clearly meet the criteria. ''' - talk''' " 		FAIL PASS
":::SLR Chronology bibliography is complete

Hi, MurderWatcher1. This is Paul1513 again. This is to let you know that I have completed the SLR Chronology bibliography for you and that I am going to try to upload a PDF copy to your Talk page as soon as I finish this note. This may take a while, because I've never uploaded a PDF before.

You're absolutely right; it would be great if some of the old Modern Photography stuff could be added to Wikipedia. However, you can be sure that they're still under copyright. (Pre-1978 American ""work-for-hire"" copyrights are generally 75 years; 1978 and on, 95 years.) The real question is: Who OWNS the copyright today? Since Modern went under, there have been many media company sales and resales - the present copyright holder would be hell to uncover and ask permission. In fact, the current owner might not even know that it owns Modern's copyrights. ""Orphaned"" copyrights are a major unresolved ""fair use"" issue in the information age.

Speaking of first cameras: mine was a simple Vivitar 110 point-and-shoot. My parents gave it to me for getting straight A's in the 5th grade. It was, of course, a bad camera, but it opened up a world of possibilities. From the Vivitar, I eventually learned about the existence of the Pentax Auto 110 SLR. It was then one step to 35 mm SLRs and I got a Nikon FE2 in 1983. The FE2 is also the reason why the bulk of my Modern Photography magazine citations begin around 1983.

I'm sorry to hear about your disputes with the Admins over your non-photography Wkipedia entries. It would be unfortunate if you felt compelled to end your Wikipedia activities over them. Perhaps you could start a blog or create a MySpace or Facebook page to air these issues without worrying about what the Admins want. However, I will respect whatever your decision is, as I fully understand that the most sophisticated machine is nothing next to a human life.

You can reach me on my Talk page. Thanks Muchly

" 		PASS PASS
Prediction Speed Benchmarks
Dataset Size Time (seconds) Predictions/Second
1 0.0008 1215.04
1000 0.0417 23968.96
3059 0.1282 23867.54
Other model variants

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

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-prompt-toxicity-binary-jigsaw on huggingface.co

20
Total runs
0
24-hour runs
0
3-day runs
2
7-day runs
16
30-day runs

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tiny-guard-2m-en-prompt-toxicity-binary-jigsaw huggingface.co

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tiny-guard-2m-en-prompt-toxicity-binary-jigsaw install

tiny-guard-2m-en-prompt-toxicity-binary-jigsaw is an open source model from GitHub that offers a free installation service, and any user can find tiny-guard-2m-en-prompt-toxicity-binary-jigsaw on GitHub to install. At the same time, huggingface.co provides the effect of tiny-guard-2m-en-prompt-toxicity-binary-jigsaw install, users can directly use tiny-guard-2m-en-prompt-toxicity-binary-jigsaw installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

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