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Toxicity Detection research benchmarks – Page 3 · SOTA2 Research

Toxicity Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Therapy transcripts (full evaluation set)

Finetuned Mistral

51.43Recall

4

May 26, 2026

30 languages (dev test)

0.845Overall ROC AUC

4

Mar 18, 2026

LolTyler1 (test)

61Precision

4

Feb 26, 2026

HasanAbi (test)

63Precision

4

Feb 26, 2026

ToxicChat (test)

0.977Accuracy

4

Feb 26, 2026

0.967Accuracy

4

Feb 26, 2026

OpenAI Moderation API Evaluation (test)

88.15Accuracy

4

Feb 26, 2026

Prompt Overflow K=4

Granite Guardian 125M

100Bypass Rate

3

May 25, 2026

Reconstructed Embedding Space Toxicity (100 sampled sentences per label)

Label Forensics

100Accuracy

3

Feb 26, 2026

Chinese Toxicity Detection Overall (test)

2.71Error Rate

3

Feb 26, 2026

Chinese Toxicity Detection Emoji perturbation (test)

93.85Detection Rate

3

Feb 26, 2026

Chinese Toxicity Detection PY_Init perturbation (test)

93.64Detection Rate

3

Feb 26, 2026

Chinese Toxicity Detection Split perturbation (test)

0.973Detection Rate

3

Feb 26, 2026

80.06Accuracy

1

Mar 17, 2026

69.502Accuracy

1

Mar 17, 2026

85.81Accuracy

1

Mar 17, 2026

Toxicity Detection

—

—Primary metric

0

Feb 26, 2026

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