Retrieval on Economic
0.242NDCG@25Poi.-RAG
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Poi.-RAGVictim Model=SF-Mis.-7B2026.01 | 0.242 | 0.263 | 34.6 | 43.4 | |
| Poi.-RAGVictim Model=jina-Emb.-v32026.01 | 0.241 | 0.264 | 38.3 | 47.3 | |
| Poi.-RAGVictim Model=Emb.-Gemma2026.01 | 0.24 | 0.272 | 30.8 | 44.1 | |
| Poi.-RAGVictim Model=Qwen1.5-7B-Ins2026.01 | 0.233 | 0.26 | 34 | 45.4 | |
| OriginalVictim Model=Emb.-Gemma2026.01 | 0.225 | 0.245 | 30.7 | 39.5 | |
| OriginalVictim Model=jina-Emb.-v32026.01 | 0.225 | 0.248 | 36 | 45.3 | |
| PRADAVictim Model=jina-Emb.-v32026.01 | 0.225 | 0.245 | 37.3 | 45 | |
| GCGVictim Model=jina-Emb.-v32026.01 | 0.223 | 0.246 | 37 | 45.9 | |
| DQ-AVictim Model=jina-Emb.-v32026.01 | 0.221 | 0.243 | 35.1 | 43.7 | |
| OriginalVictim Model=Qwen1.5-7B-Ins2026.01 | 0.212 | 0.237 | 31.4 | 40.9 | |
| PRADAVictim Model=Emb.-Gemma2026.01 | 0.207 | 0.229 | 28.5 | 38.1 | |
| Poi.-RAGVictim Model=Qwen3-Emb.-0.6B2026.01 | 0.204 | 0.222 | 29.4 | 36.3 | |
| OriginalVictim Model=SF-Mis.-7B2026.01 | 0.203 | 0.224 | 31.1 | 39.5 | |
| GCGVictim Model=Emb.-Gemma2026.01 | 0.203 | 0.222 | 29.3 | 37.5 | |
| GCGVictim Model=SF-Mis.-7B2026.01 | 0.199 | 0.22 | 30.3 | 39.6 | |
| PRADAVictim Model=SF-Mis.-7B2026.01 | 0.199 | 0.219 | 31.5 | 40.3 | |
| OriginalVictim Model=Qwen3-Emb.-0.6B2026.01 | 0.198 | 0.211 | 29.3 | 34.4 | |
| Poi.-RAGVictim Model=e5-Mis.-7B2026.01 | 0.197 | 0.22 | 30.5 | 40.4 | |
| Poi.-RAGVictim Model=Granite-Emb.-R22026.01 | 0.196 | 0.221 | 25.6 | 36.4 | |
| GCGVictim Model=Qwen3-Emb.-0.6B2026.01 | 0.194 | 0.208 | 28.8 | 34.2 | |
| PRADAVictim Model=Qwen3-Emb.-0.6B2026.01 | 0.192 | 0.205 | 28.8 | 35 | |
| DQ-AVictim Model=Qwen3-Emb.-0.6B2026.01 | 0.192 | 0.212 | 28.8 | 35.9 | |
| DQ-AVictim Model=Emb.-Gemma2026.01 | 0.191 | 0.214 | 27.8 | 37.4 | |
| PRADAVictim Model=Qwen1.5-7B-Ins2026.01 | 0.189 | 0.215 | 26.1 | 36.8 | |
| DQ-AVictim Model=SF-Mis.-7B2026.01 | 0.188 | 0.21 | 29.7 | 39.2 | |
| OriginalVictim Model=Granite-Emb.-R22026.01 | 0.187 | 0.21 | 24.1 | 34.2 | |
| GCGVictim Model=Qwen1.5-7B-Ins2026.01 | 0.184 | 0.209 | 29.1 | 39.3 | |
| OriginalVictim Model=e5-Mis.-7B2026.01 | 0.182 | 0.198 | 29.4 | 36.5 | |
| PRADAVictim Model=Granite-Emb.-R22026.01 | 0.182 | 0.2 | 25.5 | 33.8 | |
| GCGVictim Model=Granite-Emb.-R22026.01 | 0.174 | 0.198 | 23.3 | 33.5 | |
| PRADAVictim Model=e5-Mis.-7B2026.01 | 0.166 | 0.186 | 26.6 | 34.8 | |
| GCGVictim Model=e5-Mis.-7B2026.01 | 0.158 | 0.183 | 25.2 | 35.5 | |
| DQ-AVictim Model=Granite-Emb.-R22026.01 | 0.157 | 0.179 | 23.1 | 32.6 | |
| DQ-AVictim Model=e5-Mis.-7B2026.01 | 0.145 | 0.173 | 23.7 | 34.9 | |
| DQ-AVictim Model=Qwen1.5-7B-Ins2026.01 | 0.132 | 0.153 | 22.3 | 30.9 |