Multilingual Understanding on M-MMLU
1.235Normalized PerformanceTask Arithmetic
Evaluation Results
| Method | Links | |
|---|---|---|
| Task ArithmeticCategory=Conventional Method (+Many-shot), Backbone=Llama-3.2-3B2026.06 | 1.235 | |
| TA + Subspace BoostingCategory=State-of-the-Art (+Many-shot), Backbone=Llama-3.2-3B2026.06 | 1.229 | |
| Iso-CCategory=State-of-the-Art (+Many-shot), Backbone=Llama-3.2-3B2026.06 | 1.018 | |
| Iso-CTSCategory=State-of-the-Art (+Many-shot), Backbone=Llama-3.2-3B2026.06 | 1.012 | |
| FedMergeCategory=Iterative / FL, Backbone=Llama-3.2-3B2026.06 | 1.012 | |
| TSV-MCategory=State-of-the-Art (+Many-shot), Backbone=Llama-3.2-3B2026.06 | 0.964 | |
| TULU 3Category=Data-Mixing, Backbone=Llama-3.2-3B2026.06 | 0.934 | |
| q-FedAvgCategory=Iterative / FL, Backbone=Llama-3.2-3B2026.06 | 0.916 | |
| METISCategory=Ours, Backbone=Llama-3.2-3B2026.06 | 0.91 | |
| DARECategory=Conventional Method (+Many-shot), Backbone=Llama-3.2-3B2026.06 | 0.904 | |
| ColD FusionCategory=Iterative / FL, Backbone=Llama-3.2-3B2026.06 | 0.837 | |
| ConsensusTACategory=Conventional Method (+Many-shot), Backbone=Llama-3.2-3B2026.06 | 0.825 | |
| TIESCategory=Conventional Method (+Many-shot), Backbone=Llama-3.2-3B2026.06 | 0.813 |