ResearchBenchmarksUntargeted Poisoning Attack on Llama 7B 3.1Untargeted Poisoning Attack on Llama 7B 3.1Follow64.25Benign F1 ScoreManual10.450824.417938.38552.3521May 22, 2025Evaluation resultsMethodMethodLinksBenign F1 ScoreBenign Exact Match (EM)Malicious F1 ScoreMalicious Exact Match (EM)Difference (Benign F1 - Malicious F1)Difference (Benign EM - Malicious EM)ManualPrompt=ManualPrompt=Manual2025.0564.2556.699.7599.5-35.7-42.9NSPPrompt=NSPPrompt=NSP2025.0558.5947.688.6183-30.02-35.4PARASITEPrompt=PARASITEPrompt=PARASITE2025.0545.1532.0427.4616.417.6915.64AAPPrompt=AAPPrompt=AAP2025.0544.8431.75242-7.16-10.3ECLIPSEPrompt=ECLIPSEPrompt=ECLIPSE2025.0512.524.589.462.95-30.02-35.4