List your company

Long-context retrieval on Lost-in-the-Middle 30-passage contexts

62.57Average Exact MatchPRISM-∆
43.631648.548353.46558.3817Mar 11, 2026

Evaluation results

MethodLinks
PRISM-∆Model=QWEN3-14B2026.0362.57
PRISM-∆VModel=QWEN3-14B2026.0362
SEKAModel=QWEN3-14B2026.0360.86
VanillaModel=QWEN3-14B2026.0357.13
SEKAModel=GEMMA3-12B2026.0355.57
PRISM-∆VModel=GEMMA3-12B2026.0355.57
PRISM-∆Model=GEMMA3-12B2026.0354.43
PRISM-∆Model=QWEN3-8B2026.0352.71
PRISM-∆VModel=QWEN3-8B2026.0351.86
VanillaModel=GEMMA3-12B2026.0351.64
PRISM-∆Model=QWEN3-4B2026.0351.43
PRISM-∆VModel=QWEN3-4B2026.0350.57
SEKAModel=QWEN3-8B2026.0350.29
PRISM-∆VModel=GEMMA3-4B2026.0350.14
PRISM-∆Model=GEMMA3-4B2026.0349.29
SEKAModel=QWEN3-4B2026.0349.14
SEKAModel=GEMMA3-4B2026.0347.71
VanillaModel=QWEN3-8B2026.0346.69
VanillaModel=QWEN3-4B2026.0345.47
VanillaModel=GEMMA3-4B2026.0344.36