ToxiShield delivers a real-time GitHub extension with a BERT toxicity detector at 98% accuracy, a Claude-based coach, and a fine-tuned Llama reframer at 95% style transfer accuracy, validated by a 10-person TAM study.
InProceedings of the 2022 ACM/IEEE 44th International Conference on Software Engineering: Software Engineering in Society(Pittsburgh, Pennsylvania)(ICSE-SEIS ’22)
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
citation-role summary
background 1
citation-polarity summary
years
2026 2verdicts
UNVERDICTED 2roles
background 1polarities
background 1representative citing papers
Introduces the 3C framework to analyze women's networking experiences in computing and calls for participatory data collection in the ACM womENcourage community.
citing papers explorer
-
ToxiShield: Promoting Inclusive Developer Communication through Real-Time Toxicity Filtering
ToxiShield delivers a real-time GitHub extension with a BERT toxicity detector at 98% accuracy, a Claude-based coach, and a fine-tuned Llama reframer at 95% style transfer accuracy, validated by a 10-person TAM study.
-
3C: Competition, Competence, and Collaboration for Women in Computing
Introduces the 3C framework to analyze women's networking experiences in computing and calls for participatory data collection in the ACM womENcourage community.