Cross-lingual Alignment Correlation on Belebele FLORES (test)
0.9796Pearson CorrelationNASCA
Evaluation Results
| Method | Links | |
|---|---|---|
| NASCABackbone=Mistral 0.3 7B, Aggregation Strategy=last2025.07 | 0.9796 | |
| NASCABackbone=Mistral 0.3 7B, Aggregation Strategy=average2025.07 | 0.9774 | |
| MEXABackbone=Mistral 0.3 7B, Aggregation Strategy=average2025.07 | 0.9745 | |
| NASCABackbone=Mistral 0.3 7B, Aggregation Strategy=weighted2025.07 | 0.9744 | |
| NASCABackbone=OLMO 2 7B, Aggregation Strategy=average2025.07 | 0.9699 | |
| NASCABackbone=Llama 3.2 3B, Aggregation Strategy=last2025.07 | 0.9686 | |
| MEXABackbone=Mistral 0.3 7B, Aggregation Strategy=weighted2025.07 | 0.9685 | |
| NASCABackbone=OLMO 2 7B, Aggregation Strategy=last2025.07 | 0.9683 | |
| NASCABackbone=Llama 2 7B, Aggregation Strategy=average2025.07 | 0.9658 | |
| MEXABackbone=OLMO 2 7B, Aggregation Strategy=average2025.07 | 0.9654 | |
| NASCABackbone=OLMO 2 7B, Aggregation Strategy=weighted2025.07 | 0.9648 | |
| NASCABackbone=Llama 3 8B, Aggregation Strategy=last2025.07 | 0.9647 | |
| MEXABackbone=OLMO 2 7B, Aggregation Strategy=weighted2025.07 | 0.964 | |
| NASCABackbone=Llama 3.2 3B, Aggregation Strategy=average2025.07 | 0.9633 | |
| MEXABackbone=OLMO 2 7B, Aggregation Strategy=last2025.07 | 0.9629 | |
| NASCABackbone=Llama 2 7B, Aggregation Strategy=last2025.07 | 0.9621 | |
| NASCABackbone=Llama 3 8B, Aggregation Strategy=average2025.07 | 0.9614 | |
| NAVCABackbone=Mistral 0.3 7B, Aggregation Strategy=weighted2025.07 | 0.961 | |
| NASCABackbone=Llama 3.1 8B, Aggregation Strategy=last2025.07 | 0.96 | |
| NASCABackbone=Llama 3.2 3B, Aggregation Strategy=weighted2025.07 | 0.959 | |
| NASCABackbone=Llama 3.1 8B, Aggregation Strategy=average2025.07 | 0.9588 | |
| MEXABackbone=Llama 3 8B, Aggregation Strategy=average2025.07 | 0.9583 | |
| MEXABackbone=Llama 3.2 3B, Aggregation Strategy=weighted2025.07 | 0.958 | |
| MEXABackbone=Llama 3.2 3B, Aggregation Strategy=average2025.07 | 0.9562 | |
| NASCABackbone=Llama 3 8B, Aggregation Strategy=weighted2025.07 | 0.9555 | |
| NASCABackbone=Llama 3.1 8B, Aggregation Strategy=weighted2025.07 | 0.9526 | |
| MEXABackbone=Llama 3 8B, Aggregation Strategy=weighted2025.07 | 0.9525 | |
| NASCABackbone=Qwen 2.5 7B, Aggregation Strategy=average2025.07 | 0.9494 | |
| MEXABackbone=Llama 3.1 8B, Aggregation Strategy=average2025.07 | 0.9483 | |
| MEXABackbone=Llama 3.1 8B, Aggregation Strategy=weighted2025.07 | 0.9452 | |
| NASCABackbone=Qwen 2.5 7B, Aggregation Strategy=last2025.07 | 0.9446 | |
| NASCABackbone=Qwen 2.5 14B, Aggregation Strategy=average2025.07 | 0.9444 | |
| NAVCABackbone=Llama 3.2 3B, Aggregation Strategy=weighted2025.07 | 0.9444 | |
| NAVCABackbone=Llama 2 7B, Aggregation Strategy=average2025.07 | 0.942 | |
| NASCABackbone=Qwen 2.5 7B, Aggregation Strategy=weighted2025.07 | 0.9416 | |
| NAVCABackbone=Llama 3 8B, Aggregation Strategy=weighted2025.07 | 0.9387 | |
| NAVCABackbone=Llama 2 7B, Aggregation Strategy=last2025.07 | 0.9356 | |
| NAVCABackbone=Llama 3.1 8B, Aggregation Strategy=weighted2025.07 | 0.9343 | |
| NAVCABackbone=Llama 3.2 3B, Aggregation Strategy=average2025.07 | 0.9339 | |
| NASCABackbone=Qwen 2.5 14B, Aggregation Strategy=last2025.07 | 0.9335 | |
| NASCABackbone=GLM 4 9B, Aggregation Strategy=weighted2025.07 | 0.9334 | |
| NAVCABackbone=Llama 3.2 3B, Aggregation Strategy=last2025.07 | 0.9334 | |
| NAVCABackbone=OLMO 2 7B, Aggregation Strategy=weighted2025.07 | 0.933 | |
| NAVCABackbone=Mistral 0.3 7B, Aggregation Strategy=average2025.07 | 0.9301 | |
| NASCABackbone=GLM 4 9B, Aggregation Strategy=average2025.07 | 0.9283 | |
| NAVCABackbone=Llama 3 8B, Aggregation Strategy=average2025.07 | 0.9214 | |
| NAVCABackbone=Mistral 0.3 7B, Aggregation Strategy=last2025.07 | 0.9207 | |
| NAVCABackbone=Llama 3 8B, Aggregation Strategy=last2025.07 | 0.919 | |
| NASCABackbone=GLM 4 9B, Aggregation Strategy=last2025.07 | 0.9183 | |
| NAVCABackbone=GLM 4 9B, Aggregation Strategy=weighted2025.07 | 0.9104 | |
| NAVCABackbone=Llama 3.1 8B, Aggregation Strategy=last2025.07 | 0.9089 | |
| NAVCABackbone=Llama 3.1 8B, Aggregation Strategy=average2025.07 | 0.9087 | |
| NAVCABackbone=Qwen 2.5 7B, Aggregation Strategy=weighted2025.07 | 0.9016 | |
| MEXABackbone=Qwen 2.5 7B, Aggregation Strategy=weighted2025.07 | 0.8996 | |
| NAVCABackbone=OLMO 2 7B, Aggregation Strategy=average2025.07 | 0.8951 | |
| MEXABackbone=GLM 4 9B, Aggregation Strategy=weighted2025.07 | 0.8888 | |
| NASCABackbone=Qwen 2.5 14B, Aggregation Strategy=weighted2025.07 | 0.8877 | |
| NAVCABackbone=OLMO 2 7B, Aggregation Strategy=last2025.07 | 0.8745 | |
| NAVCABackbone=Qwen 2.5 14B, Aggregation Strategy=average2025.07 | 0.8671 | |
| NAVCABackbone=GLM 4 9B, Aggregation Strategy=average2025.07 | 0.8612 | |
| MEXABackbone=Qwen 2.5 14B, Aggregation Strategy=weighted2025.07 | 0.8572 | |
| NAVCABackbone=Qwen 2.5 14B, Aggregation Strategy=last2025.07 | 0.8569 | |
| NAVCABackbone=GLM 4 9B, Aggregation Strategy=last2025.07 | 0.8508 | |
| NAVCABackbone=Qwen 2.5 7B, Aggregation Strategy=average2025.07 | 0.8501 | |
| MEXABackbone=Llama 2 7B, Aggregation Strategy=weighted2025.07 | 0.8498 | |
| NAVCABackbone=Qwen 2.5 7B, Aggregation Strategy=last2025.07 | 0.8473 | |
| NAVCABackbone=Qwen 2.5 14B, Aggregation Strategy=weighted2025.07 | 0.8298 | |
| MEXABackbone=Llama 2 7B, Aggregation Strategy=average2025.07 | 0.8108 | |
| NASCABackbone=Llama 2 7B, Aggregation Strategy=weighted2025.07 | 0.7626 | |
| MEXABackbone=Llama 2 7B, Aggregation Strategy=last2025.07 | 0.7507 | |
| MEXABackbone=Mistral 0.3 7B, Aggregation Strategy=last2025.07 | 0.7448 | |
| NAVCABackbone=Llama 2 7B, Aggregation Strategy=weighted2025.07 | 0.7438 | |
| MEXABackbone=Qwen 2.5 7B, Aggregation Strategy=average2025.07 | 0.7422 | |
| MEXABackbone=GLM 4 9B, Aggregation Strategy=average2025.07 | 0.7229 | |
| MEXABackbone=Llama 3.2 3B, Aggregation Strategy=last2025.07 | 0.7202 | |
| MEXABackbone=Llama 3 8B, Aggregation Strategy=last2025.07 | 0.6907 | |
| MEXABackbone=Llama 3.1 8B, Aggregation Strategy=last2025.07 | 0.6675 | |
| MEXABackbone=Qwen 2.5 14B, Aggregation Strategy=average2025.07 | 0.6076 | |
| MEXABackbone=GLM 4 9B, Aggregation Strategy=last2025.07 | 0.5611 | |
| MEXABackbone=Qwen 2.5 14B, Aggregation Strategy=last2025.07 | 0.4955 | |
| MEXABackbone=Qwen 2.5 7B, Aggregation Strategy=last2025.07 | 0.4924 |