Language Identification on FLORES+ (devtest)
99.98Loose AccuracyGlotLID
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| GlotLIDsoftmax thresholding=No2026.02 | 99.98 | 99.98 | 98.24 | 99.6 | 98.6 | 100 | 100 | — | — | — | — | |
| GlotLIDsoftmax thresholding=0.52026.02 | 99.98 | 99.98 | 98.19 | 99.55 | 98.6 | 100 | 100 | — | — | — | — | |
| OpenLID-v3softmax thresholding=No2026.02 | 99.97 | 99.97 | 97.53 | 99.11 | 98.22 | 99.9 | 100 | — | — | — | — | |
| OpenLID-v2softmax thresholding=No2026.02 | 99.97 | 99.97 | 97.19 | 98.91 | 98.08 | 99.9 | 100 | — | — | — | — | |
| OpenLID-v1softmax thresholding=No2026.02 | 99.97 | 99.97 | 97.63 | 98.86 | 98.57 | 99.75 | 100 | — | — | — | — | |
| OpenLID-v3softmax thresholding=0.52026.02 | 99.97 | 99.97 | 97.22 | 99.26 | 98.32 | 99.95 | 100 | — | — | — | — | |
| OpenLID-v2softmax thresholding=0.52026.02 | 99.97 | 99.97 | 96.84 | 98.86 | 98.17 | 99.95 | 100 | — | — | — | — | |
| OpenLID-v1softmax thresholding=0.52026.02 | 99.97 | 99.97 | 97.53 | 98.86 | 98.62 | 99.85 | 100 | — | — | — | — | |
| ensembleDescription=Ensemble of thresholded OpenLID-v3 and GlotLID without thresholding2026.02 | — | — | — | — | — | — | — | 0.0026 | 97.01 | 98.33 | 96.5 | |
| GlotLIDSoftmax thresholding=0.52026.02 | — | — | — | — | — | — | — | 0.0034 | 98.34 | 99.52 | 97.95 | |
| GlotLIDSoftmax thresholding=None2026.02 | — | — | — | — | — | — | — | 0.0038 | 98.38 | 99.46 | 98.07 | |
| OpenLID-v2Softmax thresholding=0.52026.02 | — | — | — | — | — | — | — | 0.0089 | 98.09 | 98.62 | 97.98 | |
| OpenLID-v2Softmax thresholding=None2026.02 | — | — | — | — | — | — | — | 0.01 | 98.11 | 98.46 | 98.16 | |
| OpenLID-v3Softmax thresholding=0.52026.02 | — | — | — | — | — | — | — | 0.0076 | 97.72 | 97.86 | 97.71 | |
| OpenLID-v3Softmax thresholding=None2026.02 | — | — | — | — | — | — | — | 0.0086 | 97.74 | 97.7 | 97.89 |