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Data Extraction Attack on ReAct

86EQADAM
828.2548.568.75Apr 10, 2026

Evaluation results

MethodLinks
ADAMModel=ChatGPT-4, Number of prompts=30, Memory size=3002026.04869590100
ADAMModel=Qwen2-72B, Number of prompts=30, Memory size=3002026.04798880100
ADAMModel=Llama2-7b-chat, Number of prompts=30, Memory size=3002026.04758376100
ADAMModel=Mistral-7B-Instruct, Number of prompts=30, Memory size=3002026.04707870100
PirateModel=Mistral-7B-Instruct, Number of prompts=30, Memory size=3002026.04505613100
PirateModel=Qwen2-72B, Number of prompts=30, Memory size=3002026.04485320100
PirateModel=ChatGPT-4, Number of prompts=30, Memory size=3002026.04475215100
PirateModel=Llama2-7b-chat, Number of prompts=30, Memory size=3002026.0446512590
MEXTRAModel=ChatGPT-4, Number of prompts=30, Memory size=3002026.0441452357
MEXTRAModel=Qwen2-72B, Number of prompts=30, Memory size=3002026.0438422067
MEXTRAModel=Llama2-7b-chat, Number of prompts=30, Memory size=3002026.0436401647
RAG-ThiefModel=Mistral-7B-Instruct, Number of prompts=30, Memory size=3002026.0433371090
RAG-ThiefModel=ChatGPT-4, Number of prompts=30, Memory size=3002026.0433371090
MEXTRAModel=Mistral-7B-Instruct, Number of prompts=30, Memory size=3002026.0433361736
RAG-ThiefModel=Qwen2-72B, Number of prompts=30, Memory size=3002026.043033786
RAG-ThiefModel=Llama2-7b-chat, Number of prompts=30, Memory size=3002026.042831093
VanillaModel=Qwen2-72B, Number of prompts=30, Memory size=3002026.041314043
VanillaModel=ChatGPT-4, Number of prompts=30, Memory size=3002026.041314043
VanillaModel=Llama2-7b-chat, Number of prompts=30, Memory size=3002026.041213040
VanillaModel=Mistral-7B-Instruct, Number of prompts=30, Memory size=3002026.041112037