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ResearchFormerly WizWand

Prompt Injection on CSQA

18.33ASR@3G-Safeguard
17.0525.6934.3342.97Aug 11, 2025Sep 2, 2025Sep 24, 2025Oct 16, 2025Nov 7, 2025Nov 29, 2025Dec 21, 2025
Updated 6mo ago

Evaluation results

MethodLinks
G-SafeguardTopology=Tree2025.1218.33100
G-SafeguardTopology=Star2025.1218.33100
G-SafeguardTopology=Random2025.1218.6798.22
G-SafeguardTopology=Tree, Backbone LLM=GPT-4o-mini2025.0818.6799.56
G-SafeguardTopology=Random, Backbone LLM=GPT-4o-mini2025.081999.11
G-SafeguardTopology=Chain, Backbone LLM=GPT-4o-mini2025.0819.33100
G-SafeguardTopology=Star, Backbone LLM=GPT-4o-mini2025.0819.33100
G-SafeguardTopology=Chain2025.1219.67100
XG-GuardTopology=Star2025.1220.6791.11
XG-GuardTopology=Chain2025.1221.6787.11
BlindGuardTopology=Star, Backbone LLM=GPT-4o-mini2025.082285.78
XG-GuardTopology=Tree2025.1222.6689.78
PREMTopology=Tree, Backbone LLM=GPT-4o-mini2025.0822.6750.67
BlindGuardTopology=Star2025.1223.3383.56
BlindGuardTopology=Chain2025.1223.6777.78
TAMTopology=Tree2025.1223.6755.56
BlindGuardTopology=Chain, Backbone LLM=GPT-4o-mini2025.0823.6780
BlindGuardTopology=Tree, Backbone LLM=GPT-4o-mini2025.082474.67
PREMTopology=Chain2025.122554.22
BlindGuardTopology=Tree2025.122575.11
BlindGuardTopology=Random2025.122575.11
XG-GuardTopology=Random2025.122590.67
DOMINANTTopology=Tree2025.1225.6746.67
TAMTopology=Tree, Backbone LLM=GPT-4o-mini2025.082653.78
DOMINANTTopology=Chain2025.1226.3344.89
PREMTopology=Tree2025.1226.3352
DOMINANTTopology=Tree, Backbone LLM=GPT-4o-mini2025.082744.89
TAMTopology=Chain, Backbone LLM=GPT-4o-mini2025.0827.3355.11
TAMTopology=Chain2025.122854.67
TAMTopology=Star, Backbone LLM=GPT-4o-mini2025.0828.6757.33
PREMTopology=Chain, Backbone LLM=GPT-4o-mini2025.0829.3350.67
BlindGuardTopology=Random, Backbone LLM=GPT-4o-mini2025.083075.11
PREMTopology=Star2025.1230.3350.67
DOMINANTTopology=Chain, Backbone LLM=GPT-4o-mini2025.0830.3347.11
PREMTopology=Random2025.1231.3353.78
TAMTopology=Random2025.1231.3344.44
No DefenseTopology=Tree2025.1232.67—
No DefenseTopology=Tree, Backbone LLM=GPT-4o-mini2025.0833—
DOMINANTTopology=Random2025.123445.33
TAMTopology=Star2025.1234.3356.44
PREMTopology=Star, Backbone LLM=GPT-4o-mini2025.0834.3356.89
PREMTopology=Random, Backbone LLM=GPT-4o-mini2025.0834.6752.44
TAMTopology=Random, Backbone LLM=GPT-4o-mini2025.0835.3345.33
DOMINANTTopology=Random, Backbone LLM=GPT-4o-mini2025.083746.67
No DefenseTopology=Random2025.1238—
DOMINANTTopology=Star, Backbone LLM=GPT-4o-mini2025.0838.6738.22
DOMINANTTopology=Star2025.1240.3344
No DefenseTopology=Random, Backbone LLM=GPT-4o-mini2025.0842—
No DefenseTopology=Chain, Backbone LLM=GPT-4o-mini2025.0842.33—
No DefenseTopology=Chain2025.1243—
No DefenseTopology=Star2025.1247—
No DefenseTopology=Star, Backbone LLM=GPT-4o-mini2025.0850.33—