Score Prediction on OmniScore-Bench (test)
0.78MAEOmniScore
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| OmniScoreBackbone=mxbai-large2026.04 | 0.78 | 0.98 | 74 | |
| OmniScoreBackbone=DeBERTa-v32026.04 | 0.79 | 0.99 | 74 | |
| OmniScoreBackbone=KaLM-mini2026.04 | 0.79 | 0.99 | 73 | |
| OmniScoreBackbone=MDBR-leaf2026.04 | 0.79 | 0.99 | 74 | |
| OmniScoreBackbone=mBERT2026.04 | 0.8 | 1 | 74 | |
| OmniScoreBackbone=Ettin-32M2026.04 | 0.8 | 1.01 | 73 | |
| OmniScoreBackbone=ModernBERT2026.04 | 0.82 | 1.03 | 72 | |
| OmniScoreBackbone=Qwen3-Emb-0.6B2026.04 | 0.82 | 1.03 | 72 | |
| OmniScoreBackbone=mmBERT-small2026.04 | 0.82 | 1.03 | 73 | |
| OmniScoreBackbone=Ettin-150M2026.04 | 0.83 | 1.03 | 72 | |
| OmniScoreBackbone=Gemma-300M-Emb2026.04 | 0.83 | 1.04 | 72 | |
| OmniScoreBackbone=Ettin-68M2026.04 | 0.83 | 1.02 | 70 | |
| OmniScoreBackbone=Arctic-m-v22026.04 | 0.84 | 1.04 | 72 | |
| OmniScoreBackbone=Ettin-17M2026.04 | 0.84 | 1.03 | 70 | |
| OmniScoreBackbone=mmBERT-base2026.04 | 0.87 | 1.07 | 69 | |
| OmniScoreBackbone=Gemini-3-Flash2026.04 | 0.92 | 1.1 | 73 | |
| OmniScoreBackbone=Matryoshka-mmBERT2026.04 | 0.93 | 1.13 | 68 | |
| OmniScoreBackbone=Gemini-3.1-Flash-Lite2026.04 | 1.01 | 1.25 | 70 |