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ResearchFormerly WizWand

Harmful prompt classification on WildGuardMix (val)

98.34F1 ScoreTPC (5th order)
94.970495.845296.7297.5948Sep 30, 2025
Updated 6mo ago

Evaluation results

MethodLinks
TPC (5th order)Backbone LLM=gemma-3-27B-it, Layer=322025.0998.34
MLPBackbone LLM=gemma-3-27B-it, Layer=322025.0998.31
EE-MLP (5th exit)Backbone LLM=gemma-3-27B-it, Layer=322025.0998.22
MLPBackbone LLM=gpt-oss-20b, Layer=162025.0998.21
TPC (5th order)Backbone LLM=gpt-oss-20b, Layer=162025.0998.13
Bilinear probeBackbone LLM=gemma-3-27B-it, Layer=322025.0998.1
EE-MLP (5th exit)Backbone LLM=gpt-oss-20b, Layer=162025.0998.08
Linear probeBackbone LLM=gemma-3-27B-it, Layer=322025.0997.83
TPC (5th order)Backbone LLM=Qwen3-30b-A3B-Base, Layer=322025.0997.62
MLPBackbone LLM=Qwen3-30b-A3B-Base, Layer=322025.0997.57
EE-MLP (5th exit)Backbone LLM=Qwen3-30b-A3B-Base, Layer=322025.0997.52
Bilinear probeBackbone LLM=gpt-oss-20b, Layer=162025.0997.5
Linear probeBackbone LLM=gpt-oss-20b, Layer=162025.0997.37
TPC (5th order)Backbone LLM=Llama-3.2-3B, Layer=162025.0997.18
MLPBackbone LLM=Llama-3.2-3B, Layer=162025.0997.12
Bilinear probeBackbone LLM=Qwen3-30b-A3B-Base, Layer=322025.0997.1
EE-MLP (5th exit)Backbone LLM=Llama-3.2-3B, Layer=162025.0996.92
Bilinear probeBackbone LLM=Llama-3.2-3B, Layer=162025.0996.7
Linear probeBackbone LLM=Qwen3-30b-A3B-Base, Layer=322025.0995.77
Linear probeBackbone LLM=Llama-3.2-3B, Layer=162025.0995.1