Mathematical Reasoning on AfriMGSM
59.2Accuracy (Amharic)MERLIN
Evaluation results
| Method | Links | |||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MERLINBase LLM=Gemma 2 9B, Encoder=NLLB-600M distilled2025.09 | 59.2 | 41.2 | 60.8 | 52 | 52 | 49.6 | 46.8 | 32 | 58.8 | 56 | 76.8 | 37.6 | 26 | 51.2 | 54 | 55.6 | 50.6 | |
| GPT-4oModel Category=closed models2025.09 | 57.6 | 8.8 | 64.8 | 57.6 | 60.4 | 51.2 | 51.6 | 61.2 | 58.4 | 60.8 | 78.8 | 31.2 | 28 | 52.4 | 62 | 57.2 | 52.6 | |
| SLAMBase LLM=Gemma 2 9B, Encoder=NLLB-600M distilled2025.09 | 51.6 | 26 | 43.2 | 33.6 | 41.6 | 37.2 | 33.6 | 45.6 | 40 | 33.2 | 57.6 | 21.2 | 18.8 | 30.4 | 41.2 | 34.8 | 39 | |
| MERLINBase LLM=MetaMath Mistral 7B, Encoder=AfriTeVa2025.09 | 45.6 | 12.8 | 60.8 | 37.6 | 48.8 | 26.4 | 33.6 | 39.6 | 44 | 44.4 | 58.8 | 7.6 | 9.2 | 38 | 43.2 | 41.2 | 37 | |
| QAlign-LoRABase LLM=Gemma 2 9B, Encoder=NLLB-600M distilled2025.09 | 45.2 | 9.6 | 44.8 | 29.6 | 30.8 | 19.2 | 21.6 | 14.8 | 31.2 | 30.4 | 65.6 | 12.4 | 6.4 | 26.8 | 26 | 30.4 | 33.7 | |
| MindMergerBase LLM=Gemma 2 9B, Encoder=NLLB-600M distilled2025.09 | 45.2 | 32.4 | 44.8 | 34.4 | 43.2 | 38.4 | 36.4 | 40 | 44.8 | 36.8 | 53.2 | 24.4 | 21.2 | 33.6 | 34.8 | 40.4 | 37.7 | |
| MindMergerBase LLM=MetaMath Mistral 7B, Encoder=AfriTeVa2025.09 | 34.4 | 12 | 54.4 | 33.6 | 43.2 | 22 | 30 | 28.8 | 40.4 | 42.8 | 60 | 8.4 | 7.2 | 32 | 41.2 | 40.8 | 33.2 | |
| GPT-4o-miniModel Category=closed models2025.09 | 31.6 | 6 | 56 | 33.6 | 48 | 25.6 | 29.2 | 39.2 | 44.8 | 36.8 | 70.8 | 15.6 | 7.6 | 32.4 | 45.6 | 43.6 | 35.4 | |
| LangBridgeBase LLM=MetaMath Mistral 7B, Encoder=AfriTeVa-v2-Large2025.09 | 31.6 | 2 | 41.2 | 14 | 28.4 | 4 | 11.2 | 17.2 | 30 | 29.6 | 54.4 | 2.8 | 0.8 | 18.4 | 21.2 | 27.2 | 20.9 | |
| LayAlignBase LLM=MetaMath Mistral 7B, Encoder=AfriTeVa2025.09 | 30 | 6.4 | 36.4 | 27.2 | 32 | 16 | 21.6 | 26.8 | 31.6 | 30 | 42.8 | 4 | 6 | 23.6 | 30.4 | 29.6 | 24.6 | |
| Gemma 2 9BModel Category=open models2025.09 | 26.4 | 4.8 | 35.2 | 11.6 | 22.4 | 11.6 | 17.6 | 9.6 | 26 | 22 | 61.6 | 9.2 | 3.6 | 20.8 | 13.6 | 21.2 | 19.8 | |
| QAlign-LoRABase LLM=MetaMath Mistral 7B, Encoder=AfriTeVa2025.09 | 4.4 | 3.6 | 3.2 | 1.6 | 5.6 | 7.6 | 3.2 | 4.8 | 5.6 | 4.8 | 18.4 | 2.4 | 3.6 | 4 | 4.4 | 4.8 | 5.1 | |
| SLAMBase LLM=MetaMath Mistral 7B, Encoder=AfriTeVa2025.09 | 1.6 | 2 | 1.6 | 1.6 | 1.2 | 2 | 2.4 | 1.6 | 1.2 | 4 | 2.4 | 4.4 | 2 | 2.8 | 2.4 | 1.6 | 2.2 | |
| MetaMath-Mistral 7BModel Category=open models2025.09 | 1.2 | 2.4 | 2 | 2 | 2.4 | 3.6 | 4.4 | 2 | 1.2 | 2.4 | 10.4 | 2.8 | 2.8 | 1.6 | 1.6 | 1.6 | 2.8 |