Adult-content classification purpose
According to the model card, the model was fine-tuned on the Valurank Adult Content Dataset to classify text into adult-related categories.
Open Source Model Profile · lazyghost
bert-large-uncased-Adult-Text-Classifier
bert-large-uncased-Adult-Text-Classifier is a 109M-parameter BERT text-classification fine-tune from lazyghost. According to the model card, it classifies adult content and records Apache-2.0 licensing.
- Publisher
- lazyghost
- Task
- text-classification
- Model type
- bert
- License
- apache-2.0
- Library
- transformers
- Publication status
- Accepted · not indexed
Model overview
bert-large-uncased-Adult-Text-Classifier is published by lazyghost as a text-classification fine-tune. The captured configuration identifies BertForSequenceClassification with model type bert, and Safetensors metadata reports 109,483,778 parameters. According to the model card, it is a fine-tuned version of bert-large-uncased on the Valurank Adult Content Dataset, with Apache-2.0 recorded as the license.
Recorded capabilities
Reported evaluation and training record
The model card reports 0.9824 accuracy with 0.1257 loss, alongside 10-epoch training hyperparameters and framework versions.
BERT 109M configuration
Captured config identifies BertForSequenceClassification and bert, with Safetensors metadata reporting 109,483,778 parameters.
Documented moderation uses and limits
According to the model card, intended uses include content filtering, moderation systems, and parental controls, with errors possible by context and language.
Use cases in the source record
- Adult-content text classification for filtering workflows described in the model card.
- According to the model card, moderation systems, content-filtering applications, and parental-control workflows where adult-text identification is needed.
Limitations and unknowns
- No context-window value, hardware requirement, or deployment sizing was extracted.
- Provider state is historical snapshot data, not independently refreshed current availability.
- Evaluation, intended-use, and training details come from the publisher model card and were not independently verified by Ethen.
Source and provenance
Source: lazyghost/bert-large-uncased-Adult-Text-Classifier
Captured: Unknown. Processed: 2026-09-07T19:34:49.422901+00:00.
bert-large-uncased-Adult-Text-Classifier This model is a fine-tuned version of bert-large-uncased on the valurank/Adult-content-dataset . It has been trained to classify text into categories related to adult content. It achieves the following results on the evaluation set: Loss: 0.1257 Accuracy: 0.9824 Model description The model is based on BERT (Bidirectional Encoder Representations from Transformers), specifically the uncased version which does not differentiate between capital and lowercase letters. It has been fine-tuned using the Adult Content Dataset to classify text accurately. Intended uses & limitations This model can be u…
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