General Benchmark Aggregation on Overall Evaluation Suite
59.8Math AverageMPO+
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MPO+Backbone=olmo-3.1-32b-it-sft2026.04 | 59.8 | 58.2 | 58.8 | |
| Pair+Backbone=olmo-3.1-32b-it-sft2026.04 | 59.6 | 59.5 | 59.6 | |
| Soft+Backbone=olmo-3.1-32b-it-sft2026.04 | 58.5 | 58.3 | 58.4 | |
| Mag+Backbone=olmo-3.1-32b-it-sft2026.04 | 57.7 | 57.3 | 57.5 | |
| DPOBackbone=olmo-3.1-32b-it-sft2026.04 | 52.8 | 59 | 56.5 | |
| Soft+Backbone=olmo-3-7b-it-sft2026.04 | 52.6 | 49.7 | 50.9 | |
| Pair+Backbone=olmo-3-7b-it-sft2026.04 | 52.2 | 51.8 | 52 | |
| MPO+Backbone=olmo-3-7b-it-sft2026.04 | 52 | 51.6 | 51.7 | |
| Mag+Backbone=olmo-3-7b-it-sft2026.04 | 51.1 | 51.3 | 51.2 | |
| RFTBackbone=olmo-3.1-32b-it-sft2026.04 | 50.2 | 53.6 | 52.2 | |
| DPOBackbone=olmo-3-7b-it-sft2026.04 | 46.5 | 49.8 | 48.5 | |
| RFTBackbone=olmo-3-7b-it-sft2026.04 | 40.4 | 44.2 | 42.7 | |
| BaseBackbone=olmo-3.1-32b-it-sft2026.04 | 39 | 52.9 | 47.3 | |
| BaseBackbone=olmo-3-7b-it-sft2026.04 | 32 | 43.7 | 39 | |
| Pair+Backbone=gemma-3-4b-sft2026.04 | 22.3 | 36 | 31.8 | |
| MPO+Backbone=gemma-3-4b-sft2026.04 | 21.9 | 36.9 | 32.3 | |
| Soft+Backbone=gemma-3-4b-sft2026.04 | 21.7 | 37.8 | 32.8 | |
| Mag+Backbone=gemma-3-4b-sft2026.04 | 21.6 | 36.6 | 32 | |
| DPOBackbone=gemma-3-4b-sft2026.04 | 21.4 | 37.8 | 32.8 | |
| RFTBackbone=gemma-3-4b-sft2026.04 | 20.2 | 34.1 | 29.8 | |
| BaseBackbone=gemma-3-4b-sft2026.04 | 19.5 | 31.6 | 27.9 |