Question Answering on FinRAGBench-V
77.8Correctness Rate (RC)PCMHE
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| PCMHEEmbedding Model=cohere-embed-v42026.06 | 77.8 | 82.4 | 22.7 | |
| TCTEEmbedding Model=OpenAI text-embedding-3-large2026.06 | 75 | 80.2 | 11.9 | |
| PCMHEEmbedding Model=nomic-multimodal-embed-3b2026.06 | 75 | 79.6 | 21.2 | |
| TCMIEEmbedding Model=cohere-embed-v42026.06 | 70.8 | 76.9 | 11.3 | |
| TCMIEEmbedding Model=nomic-multimodal-embed-3b2026.06 | 63.2 | 71 | 7.3 | |
| Text-Only2026.06 | 54.84 | 60.3 | 6.4 | |
| ColPali2026.06 | 45.7 | 49.3 | — | |
| VisRAG2026.06 | 44.1 | 46 | — |