Abusive Content Detection with LangChain Integration Using Fine-Tuned RoBERTa

The proliferation of abusive content on social media platforms necessitates the development of automated detection systems. This research focuses on integrating a fine-tuned RoBERTa model with LangChain to classify text into hateful, offensive, or neither categories. The study leverages a pretrained RoBERTa model for high-accuracy classification and employs LangChain to generate meaningful explanations for predictions. Results demonstrate an overall accuracy of 91%, highlighting the model's efficacy in detecting abusive content while providing transparent reasoning for classifications.

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Published
2025-03-07
DOI
https://doi.org/10.1109/csnt64827.2025.10968367
Primary Topic
Advanced Malware Detection Techniques
Type
article
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article

Abusive Content Detection with LangChain Integration Using Fine-Tuned RoBERTa

Anurag Pathak, Sandeep Rathor
Advanced Malware Detection Techniques
article

Abusive Content Detection with LangChain Integration Using Fine-Tuned RoBERTa

Anurag Pathak, Sandeep Rathor
article en

Abstract

The proliferation of abusive content on social media platforms necessitates the development of automated detection systems. This research focuses on integrating a fine-tuned RoBERTa model with LangChain to classify text into hateful, offensive, or neither categories. The study leverages a pretrained RoBERTa model for high-accuracy classification and employs LangChain to generate meaningful explanations for predictions. Results demonstrate an overall accuracy of 91%, highlighting the model's efficacy in detecting abusive content while providing transparent reasoning for classifications.

GLA University (IN)
Reduced inequalities
Openalex Percentile: Top 91%
Advanced Malware Detection Techniques
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