MillID leaderboard against GlotLID and fastText

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- ---
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- library_name: pytorch
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- pipeline_tag: text-classification
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- tags:
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- - language-identification
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- - leaderboard
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- datasets:
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- - baobabtech/millid-dataset
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- ---
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-
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- # MillID leaderboard
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-
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- **MillID** (MultiLingual Language IDentifier) against [GlotLID](https://huggingface.co/cis-lmu/glotlid) and Meta's
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- [fastText language identifier](https://huggingface.co/facebook/fasttext-language-identification) (NLLB), on
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- [baobabtech/millid-dataset](https://huggingface.co/datasets/baobabtech/millid-dataset). F1 is per language, then
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- averaged with every language weighted equally (macro).
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-
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- - MillID knows 1,641 labels, GlotLID over 2,000, fastText 218. Each external model is shown *restricted to
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- MillID's labels* (its best answer among them), the like-for-like comparison; its as-is scores are below.
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- - On `test` and `udhr`, fastText is mostly scored on languages it cannot answer. `test-common` and
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- `udhr-common` keep the passages whose language all three know (about 210 languages): the head-to-head on
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- equal terms.
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- - Read GlotLID's scores with their bias in mind: the dataset's FinePDFs and FineWeb-2 passages were labelled
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- by GlotLID, and GlotLID was trained on UDHR, so both favour it.
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- - fastText's labels are mapped onto MillID's spelling: Simplified and Traditional Han as `Hani`, `pes`/`prs`
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- as `fas`, `est` as `ekk`, `tgl` as `fil`.
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-
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- ## Macro F1, every set
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-
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- | Set | Languages | MillID tiny | MillID medium | MillID large | MillID tiny v1.5 | MillID medium v1.5 | MillID large v1.5 | GlotLID | fastText |
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- |---|---|---|---|---|---|---|---|---|---|
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- | `test`: every language, passages from documents never seen in training | 1621 | 0.9524 | 0.9576 | 0.9566 | 0.9554 | 0.9535 | 0.9646 | **0.9755** | 0.0659 |
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- | `test-common`: the languages all three systems know | 213 | 0.9458 | 0.9527 | 0.9501 | 0.9513 | 0.9467 | 0.9594 | **0.9846** | 0.9173 |
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- | `udhr`: the Declaration of Human Rights, languages MillID knows | 358 | 0.8698 | 0.8780 | 0.8755 | 0.8764 | 0.8704 | 0.8812 | **0.8873** | 0.3499 |
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- | `udhr-common`: the Declaration, languages all three know | 170 | 0.9489 | 0.9480 | 0.9443 | 0.9513 | 0.9390 | 0.9529 | **0.9659** | 0.9329 |
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- | `udhr-all`: the Declaration, every language in it | 429 | 0.7099 | 0.7184 | 0.7153 | 0.7149 | 0.7121 | 0.7201 | **0.7245** | 0.2797 |
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-
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- The best score on each set is in bold.
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-
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- ## test
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-
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- Every language, passages from documents never seen in training.
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-
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- | Model | Size | Top-1 | Top-3 | Top-5 | Macro P | Macro R | Macro F1 | Median F1 | Languages F1 ≥ 0.9 |
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- |---|---|---|---|---|---|---|---|---|---|
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- | [GlotLID, restricted to MillID's labels](https://huggingface.co/cis-lmu/glotlid) | fastText, 1.7 GB | 0.9783 | 0.9978 | 0.9985 | 0.9778 | 0.9765 | 0.9755 | 1.0000 | 1490 of 1621 |
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- | [GlotLID](https://huggingface.co/cis-lmu/glotlid) | fastText, 1.7 GB | 0.9776 | 0.9977 | 0.9984 | 0.9783 | 0.9752 | 0.9748 | 1.0000 | 1488 of 1621 |
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- | [MillID large v1.5](https://huggingface.co/baobabtech/millid-large-v1.5) | 192.6M | 0.9674 | 0.9924 | 0.9956 | 0.9655 | 0.9663 | 0.9646 | 0.9894 | 1478 of 1621 |
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- | [MillID medium](https://huggingface.co/baobabtech/millid-medium) | 115.0M | 0.9616 | 0.9910 | 0.9945 | 0.9564 | 0.9614 | 0.9576 | 0.9841 | 1451 of 1621 |
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- | [MillID large](https://huggingface.co/baobabtech/millid-large) | 192.6M | 0.9602 | 0.9913 | 0.9948 | 0.9559 | 0.9601 | 0.9566 | 0.9844 | 1444 of 1621 |
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- | [MillID tiny v1.5](https://huggingface.co/baobabtech/millid-tiny-v1.5) | 2.9M | 0.9587 | 0.9890 | 0.9932 | 0.9550 | 0.9588 | 0.9554 | 0.9825 | 1446 of 1621 |
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- | [MillID medium v1.5](https://huggingface.co/baobabtech/millid-medium-v1.5) | 115.0M | 0.9576 | 0.9894 | 0.9937 | 0.9533 | 0.9578 | 0.9535 | 0.9824 | 1439 of 1621 |
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- | [MillID tiny](https://huggingface.co/baobabtech/millid-tiny) | 2.9M | 0.9555 | 0.9884 | 0.9929 | 0.9527 | 0.9553 | 0.9524 | 0.9802 | 1428 of 1621 |
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- | [fastText, restricted to MillID's labels](https://huggingface.co/facebook/fasttext-language-identification) | fastText, 1.2 GB | 0.2515 | 0.2611 | 0.2625 | 0.0521 | 0.1209 | 0.0659 | 0.0000 | 26 of 1621 |
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- | [fastText (Meta, NLLB)](https://huggingface.co/facebook/fasttext-language-identification) | fastText, 1.2 GB | 0.2511 | 0.2610 | 0.2625 | 0.0520 | 0.1205 | 0.0657 | 0.0000 | 25 of 1621 |
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-
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- ## test-common
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-
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- The languages all three systems know.
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-
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- | Model | Size | Top-1 | Top-3 | Top-5 | Macro P | Macro R | Macro F1 | Median F1 | Languages F1 ≥ 0.9 |
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- |---|---|---|---|---|---|---|---|---|---|
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- | [GlotLID, restricted to MillID's labels](https://huggingface.co/cis-lmu/glotlid) | fastText, 1.7 GB | 0.9749 | 0.9927 | 0.9948 | 0.9923 | 0.9790 | 0.9846 | 0.9983 | 203 of 213 |
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- | [GlotLID](https://huggingface.co/cis-lmu/glotlid) | fastText, 1.7 GB | 0.9738 | 0.9925 | 0.9946 | 0.9924 | 0.9771 | 0.9835 | 0.9983 | 201 of 213 |
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- | [MillID large v1.5](https://huggingface.co/baobabtech/millid-large-v1.5) | 192.6M | 0.9525 | 0.9898 | 0.9938 | 0.9757 | 0.9460 | 0.9594 | 0.9791 | 193 of 213 |
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- | [MillID medium](https://huggingface.co/baobabtech/millid-medium) | 115.0M | 0.9425 | 0.9882 | 0.9924 | 0.9732 | 0.9361 | 0.9527 | 0.9738 | 191 of 213 |
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- | [MillID tiny v1.5](https://huggingface.co/baobabtech/millid-tiny-v1.5) | 2.9M | 0.9396 | 0.9857 | 0.9909 | 0.9709 | 0.9353 | 0.9513 | 0.9726 | 188 of 213 |
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- | [MillID large](https://huggingface.co/baobabtech/millid-large) | 192.6M | 0.9401 | 0.9885 | 0.9929 | 0.9706 | 0.9337 | 0.9501 | 0.9735 | 185 of 213 |
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- | [MillID medium v1.5](https://huggingface.co/baobabtech/millid-medium-v1.5) | 115.0M | 0.9357 | 0.9855 | 0.9911 | 0.9693 | 0.9301 | 0.9467 | 0.9703 | 186 of 213 |
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- | [MillID tiny](https://huggingface.co/baobabtech/millid-tiny) | 2.9M | 0.9354 | 0.9848 | 0.9904 | 0.9661 | 0.9296 | 0.9458 | 0.9694 | 185 of 213 |
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- | [fastText, restricted to MillID's labels](https://huggingface.co/facebook/fasttext-language-identification) | fastText, 1.2 GB | 0.9352 | 0.9710 | 0.9763 | 0.9354 | 0.9201 | 0.9173 | 0.9680 | 166 of 213 |
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- | [fastText (Meta, NLLB)](https://huggingface.co/facebook/fasttext-language-identification) | fastText, 1.2 GB | 0.9339 | 0.9707 | 0.9762 | 0.9357 | 0.9169 | 0.9149 | 0.9680 | 165 of 213 |
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-
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- ## udhr
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- The Declaration of Human Rights, languages MillID knows.
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-
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- | Model | Size | Top-1 | Top-3 | Top-5 | Macro P | Macro R | Macro F1 | Median F1 | Languages F1 ≥ 0.9 |
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- |---|---|---|---|---|---|---|---|---|---|
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- | [GlotLID, restricted to MillID's labels](https://huggingface.co/cis-lmu/glotlid) | fastText, 1.7 GB | 0.8614 | 0.9294 | 0.9433 | 0.9258 | 0.8844 | 0.8873 | 0.9915 | 291 of 358 |
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- | [GlotLID](https://huggingface.co/cis-lmu/glotlid) | fastText, 1.7 GB | 0.8598 | 0.9280 | 0.9421 | 0.9261 | 0.8826 | 0.8865 | 0.9915 | 287 of 358 |
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- | [MillID large v1.5](https://huggingface.co/baobabtech/millid-large-v1.5) | 192.6M | 0.8579 | 0.9183 | 0.9309 | 0.9171 | 0.8825 | 0.8812 | 0.9914 | 283 of 358 |
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- | [MillID medium](https://huggingface.co/baobabtech/millid-medium) | 115.0M | 0.8524 | 0.9194 | 0.9340 | 0.9187 | 0.8769 | 0.8780 | 0.9910 | 282 of 358 |
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- | [MillID tiny v1.5](https://huggingface.co/baobabtech/millid-tiny-v1.5) | 2.9M | 0.8492 | 0.9117 | 0.9257 | 0.9148 | 0.8736 | 0.8764 | 0.9907 | 274 of 358 |
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- | [MillID large](https://huggingface.co/baobabtech/millid-large) | 192.6M | 0.8502 | 0.9168 | 0.9287 | 0.9120 | 0.8757 | 0.8755 | 0.9912 | 273 of 358 |
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- | [MillID medium v1.5](https://huggingface.co/baobabtech/millid-medium-v1.5) | 115.0M | 0.8453 | 0.9224 | 0.9390 | 0.9146 | 0.8688 | 0.8704 | 0.9846 | 275 of 358 |
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- | [MillID tiny](https://huggingface.co/baobabtech/millid-tiny) | 2.9M | 0.8423 | 0.9134 | 0.9274 | 0.9043 | 0.8685 | 0.8698 | 0.9846 | 274 of 358 |
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- | [fastText, restricted to MillID's labels](https://huggingface.co/facebook/fasttext-language-identification) | fastText, 1.2 GB | 0.4629 | 0.4857 | 0.4904 | 0.3152 | 0.4483 | 0.3499 | 0.0000 | 61 of 358 |
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- | [fastText (Meta, NLLB)](https://huggingface.co/facebook/fasttext-language-identification) | fastText, 1.2 GB | 0.4625 | 0.4857 | 0.4903 | 0.3152 | 0.4479 | 0.3497 | 0.0000 | 60 of 358 |
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- ## udhr-common
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- The Declaration, languages all three know.
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- | Model | Size | Top-1 | Top-3 | Top-5 | Macro P | Macro R | Macro F1 | Median F1 | Languages F1 ≥ 0.9 |
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- |---|---|---|---|---|---|---|---|---|---|
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- | [GlotLID, restricted to MillID's labels](https://huggingface.co/cis-lmu/glotlid) | fastText, 1.7 GB | 0.9338 | 0.9683 | 0.9736 | 0.9888 | 0.9579 | 0.9659 | 1.0000 | 156 of 170 |
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- | [GlotLID](https://huggingface.co/cis-lmu/glotlid) | fastText, 1.7 GB | 0.9336 | 0.9678 | 0.9732 | 0.9888 | 0.9576 | 0.9657 | 1.0000 | 155 of 170 |
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- | [MillID large v1.5](https://huggingface.co/baobabtech/millid-large-v1.5) | 192.6M | 0.9168 | 0.9630 | 0.9687 | 0.9800 | 0.9436 | 0.9529 | 1.0000 | 152 of 170 |
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- | [MillID tiny v1.5](https://huggingface.co/baobabtech/millid-tiny-v1.5) | 2.9M | 0.9123 | 0.9606 | 0.9655 | 0.9794 | 0.9393 | 0.9513 | 1.0000 | 149 of 170 |
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- | [MillID tiny](https://huggingface.co/baobabtech/millid-tiny) | 2.9M | 0.9082 | 0.9581 | 0.9641 | 0.9777 | 0.9371 | 0.9489 | 0.9917 | 151 of 170 |
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- | [MillID medium](https://huggingface.co/baobabtech/millid-medium) | 115.0M | 0.9121 | 0.9633 | 0.9688 | 0.9770 | 0.9382 | 0.9480 | 0.9955 | 153 of 170 |
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- | [MillID large](https://huggingface.co/baobabtech/millid-large) | 192.6M | 0.9075 | 0.9615 | 0.9666 | 0.9735 | 0.9340 | 0.9443 | 0.9924 | 148 of 170 |
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- | [MillID medium v1.5](https://huggingface.co/baobabtech/millid-medium-v1.5) | 115.0M | 0.9003 | 0.9630 | 0.9702 | 0.9738 | 0.9284 | 0.9390 | 0.9916 | 146 of 170 |
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- | [fastText, restricted to MillID's labels](https://huggingface.co/facebook/fasttext-language-identification) | fastText, 1.2 GB | 0.9195 | 0.9647 | 0.9742 | 0.9474 | 0.9441 | 0.9329 | 1.0000 | 142 of 170 |
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- | [fastText (Meta, NLLB)](https://huggingface.co/facebook/fasttext-language-identification) | fastText, 1.2 GB | 0.9187 | 0.9647 | 0.9741 | 0.9474 | 0.9431 | 0.9323 | 1.0000 | 141 of 170 |
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- ## udhr-all
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- The Declaration, every language in it.
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- | Model | Size | Top-1 | Top-3 | Top-5 | Macro P | Macro R | Macro F1 | Median F1 | Languages F1 ≥ 0.9 |
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- | [GlotLID](https://huggingface.co/cis-lmu/glotlid) | fastText, 1.7 GB | 0.7502 | 0.8145 | 0.8282 | 0.7695 | 0.7529 | 0.7454 | 0.9796 | 277 of 429 |
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- | [GlotLID, restricted to MillID's labels](https://huggingface.co/cis-lmu/glotlid) | fastText, 1.7 GB | 0.7378 | 0.7960 | 0.8079 | 0.7425 | 0.7381 | 0.7245 | 0.9748 | 272 of 429 |
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- | [MillID large v1.5](https://huggingface.co/baobabtech/millid-large-v1.5) | 192.6M | 0.7348 | 0.7865 | 0.7973 | 0.7392 | 0.7364 | 0.7201 | 0.9643 | 266 of 429 |
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- | [MillID medium](https://huggingface.co/baobabtech/millid-medium) | 115.0M | 0.7301 | 0.7875 | 0.8000 | 0.7415 | 0.7318 | 0.7184 | 0.9672 | 266 of 429 |
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- | [MillID large](https://huggingface.co/baobabtech/millid-large) | 192.6M | 0.7282 | 0.7853 | 0.7954 | 0.7344 | 0.7307 | 0.7153 | 0.9640 | 254 of 429 |
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- | [MillID tiny v1.5](https://huggingface.co/baobabtech/millid-tiny-v1.5) | 2.9M | 0.7274 | 0.7809 | 0.7928 | 0.7340 | 0.7290 | 0.7149 | 0.9649 | 254 of 429 |
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- | [MillID medium v1.5](https://huggingface.co/baobabtech/millid-medium-v1.5) | 115.0M | 0.7240 | 0.7900 | 0.8042 | 0.7359 | 0.7250 | 0.7121 | 0.9649 | 259 of 429 |
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- | [MillID tiny](https://huggingface.co/baobabtech/millid-tiny) | 2.9M | 0.7214 | 0.7823 | 0.7943 | 0.7256 | 0.7247 | 0.7099 | 0.9583 | 255 of 429 |
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- | [fastText, restricted to MillID's labels](https://huggingface.co/facebook/fasttext-language-identification) | fastText, 1.2 GB | 0.3964 | 0.4160 | 0.4200 | 0.2479 | 0.3741 | 0.2797 | 0.0000 | 55 of 429 |
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- | [fastText (Meta, NLLB)](https://huggingface.co/facebook/fasttext-language-identification) | fastText, 1.2 GB | 0.3961 | 0.4160 | 0.4200 | 0.2479 | 0.3737 | 0.2795 | 0.0000 | 54 of 429 |
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- ## Per language, test
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- Against GlotLID restricted, the best MillID is better on **180** languages and worse on **440**; against fastText restricted, the best MillID is better on **1616** languages and worse on **0** (F1 differing by more than 0.01), of 1621. Every language is in `leaderboard_test.csv`.
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- The 30 languages with the most passages:
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- | Label | Language | Passages | GlotLID | GlotLID restricted | fastText | fastText restricted | MillID tiny | MillID medium | MillID large | MillID tiny v1.5 | MillID medium v1.5 | MillID large v1.5 |
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- | `fra_Latn` | French | 1652 | 0.928 | 0.928 | 0.808 | 0.808 | 0.939 | 0.952 | 0.946 | 0.929 | 0.948 | 0.960 |
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- | `eng_Latn` | English | 1444 | 0.858 | 0.859 | 0.653 | 0.648 | 0.914 | 0.916 | 0.910 | 0.917 | 0.904 | 0.934 |
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- | `spa_Latn` | Spanish | 1136 | 0.951 | 0.951 | 0.574 | 0.574 | 0.928 | 0.942 | 0.944 | 0.930 | 0.942 | 0.955 |
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- | `tam_Taml` | Tamil | 754 | 0.993 | 0.993 | 0.965 | 0.965 | 0.999 | 0.997 | 0.998 | 0.997 | 0.995 | 0.999 |
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- | `arb_Arab` | Arabic (Modern Standard) | 745 | 0.785 | 0.785 | 0.513 | 0.512 | 0.812 | 0.829 | 0.807 | 0.814 | 0.814 | 0.833 |
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- | `por_Latn` | Portuguese | 657 | 0.947 | 0.949 | 0.756 | 0.755 | 0.949 | 0.955 | 0.953 | 0.947 | 0.940 | 0.965 |
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- | `kan_Knda` | Kannada | 601 | 0.993 | 0.993 | 0.922 | 0.922 | 0.978 | 0.982 | 0.985 | 0.969 | 0.963 | 0.965 |
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- | `zul_Latn` | Zulu | 594 | 0.896 | 0.896 | 0.539 | 0.539 | 0.806 | 0.833 | 0.801 | 0.846 | 0.816 | 0.878 |
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- | `swh_Latn` | Swahili | 592 | 0.917 | 0.916 | 0.346 | 0.346 | 0.855 | 0.858 | 0.848 | 0.848 | 0.824 | 0.870 |
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- | `mar_Deva` | Marathi | 589 | 0.989 | 0.990 | 0.926 | 0.926 | 0.967 | 0.981 | 0.974 | 0.965 | 0.969 | 0.976 |
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- | `tso_Latn` | Tsonga | 581 | 0.956 | 0.956 | 0.425 | 0.425 | 0.969 | 0.970 | 0.967 | 0.965 | 0.964 | 0.978 |
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- | `hun_Latn` | Hungarian | 576 | 0.999 | 0.999 | 0.232 | 0.232 | 0.978 | 0.990 | 0.991 | 0.987 | 0.989 | 0.991 |
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- | `afr_Latn` | Afrikaans | 569 | 0.985 | 0.985 | 0.861 | 0.860 | 0.974 | 0.974 | 0.976 | 0.967 | 0.978 | 0.979 |
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- | `tel_Telu` | Telugu | 555 | 0.994 | 0.994 | 0.951 | 0.951 | 0.991 | 0.994 | 0.995 | 0.991 | 0.990 | 0.988 |
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- | `nbl_Latn` | South Ndebele | 528 | 0.948 | 0.949 | 0.000 | 0.000 | 0.885 | 0.895 | 0.903 | 0.903 | 0.906 | 0.927 |
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- | `rus_Cyrl` | Russian | 528 | 0.949 | 0.949 | 0.462 | 0.462 | 0.913 | 0.925 | 0.945 | 0.932 | 0.933 | 0.949 |
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- | `ory_Orya` | Odia (individual language) | 511 | 0.991 | 0.994 | 0.976 | 0.976 | 0.990 | 0.993 | 0.993 | 0.988 | 0.994 | 0.993 |
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- | `sot_Latn` | Southern Sotho | 491 | 0.977 | 0.978 | 0.660 | 0.660 | 0.966 | 0.966 | 0.965 | 0.966 | 0.961 | 0.972 |
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- | `nso_Latn` | Northern Sotho | 479 | 0.969 | 0.969 | 0.915 | 0.914 | 0.945 | 0.960 | 0.951 | 0.956 | 0.962 | 0.962 |
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- | `kua_Latn` | Kuanyama | 476 | 0.986 | 0.986 | 0.000 | 0.000 | 0.959 | 0.979 | 0.960 | 0.962 | 0.965 | 0.975 |
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- | `asm_Beng` | Assamese | 467 | 0.999 | 0.999 | 0.990 | 0.990 | 0.993 | 0.994 | 0.994 | 0.997 | 0.995 | 0.996 |
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- | `ben_Beng` | Bangla | 466 | 0.997 | 0.997 | 0.718 | 0.718 | 0.963 | 0.980 | 0.972 | 0.977 | 0.973 | 0.979 |
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- | `pan_Guru` | Punjabi | 460 | 1.000 | 1.000 | 0.990 | 0.990 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
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- | `amh_Ethi` | Amharic | 458 | 1.000 | 1.000 | 0.807 | 0.807 | 0.983 | 0.984 | 0.975 | 0.981 | 0.984 | 0.986 |
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- | `tsn_Latn` | Tswana | 456 | 0.961 | 0.961 | 0.652 | 0.652 | 0.930 | 0.939 | 0.934 | 0.945 | 0.939 | 0.947 |
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- | `vro_Latn` | Võro | 448 | 0.990 | 0.990 | 0.000 | 0.000 | 0.960 | 0.958 | 0.965 | 0.947 | 0.958 | 0.973 |
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- | `gaz_Latn` | Oromo (West Central) | 441 | 0.938 | 0.938 | 0.407 | 0.407 | 0.914 | 0.943 | 0.931 | 0.910 | 0.921 | 0.928 |
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- | `som_Latn` | Somali | 439 | 0.994 | 0.994 | 0.487 | 0.487 | 0.985 | 0.988 | 0.990 | 0.982 | 0.986 | 0.990 |
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- | `uzn_Latn` | Northern Uzbek | 436 | 0.994 | 0.994 | 0.449 | 0.449 | 0.972 | 0.978 | 0.979 | 0.976 | 0.979 | 0.982 |
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- | `tha_Thai` | Thai | 431 | 0.980 | 0.980 | 0.650 | 0.650 | 0.978 | 0.970 | 0.979 | 0.979 | 0.969 | 0.981 |
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- Where MillID gains most over GlotLID:
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- | Label | Language | Passages | GlotLID | GlotLID restricted | fastText | fastText restricted | MillID tiny | MillID medium | MillID large | MillID tiny v1.5 | MillID medium v1.5 | MillID large v1.5 |
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- | `lbj_Tibt` | Ladakhi | 66 | 0.000 | 0.000 | 0.000 | 0.000 | 0.898 | 0.943 | 0.880 | 0.943 | 0.971 | 0.923 |
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- | `ain_Latn` | Ainu | 1 | 0.000 | 0.000 | 0.000 | 0.000 | 0.400 | 0.667 | 0.667 | 0.667 | 0.400 | 0.667 |
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- | `ajp_Arab` | South Levantine Arabic | 28 | 0.581 | 0.581 | 0.000 | 0.000 | 0.963 | 0.902 | 0.906 | 0.946 | 0.750 | 0.902 |
171
- | `und_Laoo` | und | 20 | 0.621 | 0.621 | 0.000 | 0.000 | 0.750 | 0.857 | 0.927 | 0.923 | 0.865 | 0.788 |
172
- | `und_Deva` | und | 5 | 0.727 | 0.615 | 0.000 | 0.000 | 0.889 | 0.667 | 0.750 | 0.667 | 0.750 | 0.750 |
173
- | `und_Thaa` | und | 29 | 0.651 | 0.651 | 0.000 | 0.000 | 0.792 | 0.873 | 0.750 | 0.881 | 0.906 | 0.863 |
174
- | `sgh_Cyrl` | Shughni | 9 | 0.667 | 0.667 | 0.000 | 0.000 | 0.842 | 0.900 | 0.818 | 0.857 | 0.875 | 0.889 |
175
- | `icr_Latn` | Islander Creole English | 24 | 0.649 | 0.684 | 0.000 | 0.000 | 0.783 | 0.870 | 0.744 | 0.698 | 0.727 | 0.700 |
176
- | `und_Geor` | und | 32 | 0.694 | 0.694 | 0.000 | 0.000 | 0.583 | 0.706 | 0.828 | 0.877 | 0.731 | 0.792 |
177
- | `tdt_Latn` | Tetun Dili | 57 | 0.603 | 0.603 | 0.000 | 0.000 | 0.726 | 0.656 | 0.617 | 0.693 | 0.660 | 0.782 |
178
- | `cek_Latn` | Eastern Khumi Chin | 67 | 0.680 | 0.684 | 0.000 | 0.000 | 0.718 | 0.853 | 0.688 | 0.785 | 0.830 | 0.825 |
179
- | `und_Syrc` | und | 43 | 0.822 | 0.822 | 0.000 | 0.000 | 0.956 | 0.977 | 0.966 | 0.966 | 0.977 | 0.989 |
180
- | `neb_Latn` | Toura (Côte d'Ivoire) | 11 | 0.625 | 0.842 | 0.000 | 0.000 | 1.000 | 0.957 | 0.952 | 0.957 | 1.000 | 1.000 |
181
- | `dag_Latn` | Dagbani | 149 | 0.662 | 0.660 | 0.000 | 0.000 | 0.801 | 0.817 | 0.791 | 0.767 | 0.780 | 0.814 |
182
- | `tuk_Arab` | Turkmen | 135 | 0.761 | 0.761 | 0.000 | 0.000 | 0.893 | 0.903 | 0.906 | 0.905 | 0.899 | 0.917 |
183
-
184
- Where MillID loses most to GlotLID:
185
-
186
- | Label | Language | Passages | GlotLID | GlotLID restricted | fastText | fastText restricted | MillID tiny | MillID medium | MillID large | MillID tiny v1.5 | MillID medium v1.5 | MillID large v1.5 |
187
- |---|---|---|---|---|---|---|---|---|---|---|---|---|
188
- | `ttj_Latn` | Tooro | 28 | 0.946 | 0.946 | 0.000 | 0.000 | 0.597 | 0.490 | 0.618 | 0.485 | 0.578 | 0.622 |
189
- | `knc_Arab` | Central Kanuri | 68 | 0.823 | 0.825 | 0.007 | 0.007 | 0.514 | 0.509 | 0.488 | 0.462 | 0.485 | 0.532 |
190
- | `hrv_Latn` | Croatian | 168 | 0.944 | 0.944 | 0.178 | 0.178 | 0.615 | 0.687 | 0.630 | 0.622 | 0.625 | 0.707 |
191
- | `esi_Latn` | North Alaskan Inupiatun | 9 | 0.783 | 0.783 | 0.000 | 0.000 | 0.222 | 0.500 | 0.400 | 0.455 | 0.381 | 0.556 |
192
- | `hak_Hani` | Hakka Chinese | 29 | 0.824 | 0.824 | 0.000 | 0.000 | 0.618 | 0.415 | 0.458 | 0.621 | 0.491 | 0.581 |
193
- | `bos_Latn` | Bosnian | 198 | 0.902 | 0.902 | 0.181 | 0.181 | 0.603 | 0.673 | 0.680 | 0.649 | 0.607 | 0.700 |
194
- | `plw_Latn` | Brooke's Point Palawano | 8 | 1.000 | 1.000 | 0.000 | 0.000 | 0.696 | 0.800 | 0.667 | 0.727 | 0.800 | 0.762 |
195
- | `ccp_Latn` | Chakma | 3 | 1.000 | 1.000 | 0.000 | 0.000 | 0.800 | 0.333 | 0.333 | 0.800 | 0.571 | 0.750 |
196
- | `taq_Tfng` | Tamasheq | 104 | 0.718 | 0.718 | 0.000 | 0.000 | 0.524 | 0.535 | 0.523 | 0.529 | 0.518 | 0.527 |
197
- | `mbd_Latn` | Dibabawon Manobo | 14 | 1.000 | 1.000 | 0.000 | 0.000 | 0.667 | 0.757 | 0.824 | 0.596 | 0.757 | 0.800 |
198
- | `zsm_Latn` | Standard Malay | 244 | 0.957 | 0.957 | 0.321 | 0.319 | 0.677 | 0.746 | 0.729 | 0.770 | 0.763 | 0.781 |
199
- | `biu_Latn` | Biete | 7 | 1.000 | 1.000 | 0.000 | 0.000 | 0.500 | 0.667 | 0.667 | 0.667 | 0.545 | 0.833 |
200
- | `ldi_Latn` | Laari | 62 | 0.992 | 0.992 | 0.000 | 0.000 | 0.780 | 0.831 | 0.827 | 0.777 | 0.803 | 0.765 |
201
- | `tzm_Tfng` | Central Atlas Tamazight | 157 | 0.816 | 0.816 | 0.569 | 0.569 | 0.572 | 0.620 | 0.611 | 0.659 | 0.541 | 0.614 |
202
- | `nse_Latn` | Nsenga | 12 | 0.750 | 0.750 | 0.000 | 0.000 | 0.545 | 0.500 | 0.500 | 0.600 | 0.526 | 0.500 |
203
-
204
- ## Per language, test-common
205
-
206
- Against GlotLID restricted, the best MillID is better on **14** languages and worse on **108**; against fastText restricted, the best MillID is better on **115** languages and worse on **29** (F1 differing by more than 0.01), of 213. Every language is in `leaderboard_test-common.csv`.
207
-
208
- The 30 languages with the most passages:
209
-
210
- | Label | Language | Passages | GlotLID | GlotLID restricted | fastText | fastText restricted | MillID tiny | MillID medium | MillID large | MillID tiny v1.5 | MillID medium v1.5 | MillID large v1.5 |
211
- |---|---|---|---|---|---|---|---|---|---|---|---|---|
212
- | `fra_Latn` | French | 1652 | 0.955 | 0.955 | 0.963 | 0.963 | 0.958 | 0.974 | 0.964 | 0.943 | 0.975 | 0.983 |
213
- | `eng_Latn` | English | 1444 | 0.876 | 0.877 | 0.857 | 0.857 | 0.936 | 0.941 | 0.932 | 0.932 | 0.921 | 0.953 |
214
- | `spa_Latn` | Spanish | 1136 | 0.958 | 0.958 | 0.941 | 0.941 | 0.943 | 0.953 | 0.958 | 0.937 | 0.957 | 0.972 |
215
- | `tam_Taml` | Tamil | 754 | 1.000 | 1.000 | 0.997 | 0.997 | 0.999 | 0.998 | 0.998 | 0.997 | 0.995 | 0.999 |
216
- | `arb_Arab` | Arabic (Modern Standard) | 745 | 0.886 | 0.886 | 0.957 | 0.954 | 0.877 | 0.905 | 0.892 | 0.871 | 0.909 | 0.905 |
217
- | `por_Latn` | Portuguese | 657 | 0.954 | 0.956 | 0.950 | 0.949 | 0.958 | 0.963 | 0.960 | 0.959 | 0.949 | 0.973 |
218
- | `kan_Knda` | Kannada | 601 | 0.994 | 0.994 | 0.999 | 0.999 | 0.982 | 0.987 | 0.991 | 0.973 | 0.966 | 0.967 |
219
- | `zul_Latn` | Zulu | 594 | 0.904 | 0.904 | 0.970 | 0.970 | 0.845 | 0.871 | 0.830 | 0.883 | 0.843 | 0.909 |
220
- | `swh_Latn` | Swahili | 592 | 0.954 | 0.953 | 0.945 | 0.945 | 0.902 | 0.897 | 0.902 | 0.893 | 0.852 | 0.909 |
221
- | `mar_Deva` | Marathi | 589 | 0.989 | 0.990 | 0.987 | 0.987 | 0.971 | 0.981 | 0.974 | 0.968 | 0.970 | 0.979 |
222
- | `tso_Latn` | Tsonga | 581 | 0.956 | 0.956 | 0.986 | 0.986 | 0.983 | 0.984 | 0.983 | 0.979 | 0.985 | 0.985 |
223
- | `hun_Latn` | Hungarian | 576 | 1.000 | 1.000 | 0.980 | 0.980 | 0.983 | 0.991 | 0.991 | 0.989 | 0.991 | 0.993 |
224
- | `afr_Latn` | Afrikaans | 569 | 0.985 | 0.985 | 0.986 | 0.986 | 0.978 | 0.976 | 0.982 | 0.972 | 0.983 | 0.983 |
225
- | `tel_Telu` | Telugu | 555 | 0.998 | 0.998 | 0.999 | 0.999 | 0.999 | 1.000 | 1.000 | 0.997 | 0.998 | 0.999 |
226
- | `rus_Cyrl` | Russian | 528 | 0.985 | 0.985 | 0.927 | 0.927 | 0.924 | 0.929 | 0.956 | 0.945 | 0.939 | 0.956 |
227
- | `ory_Orya` | Odia (individual language) | 511 | 0.997 | 1.000 | 0.996 | 0.996 | 0.996 | 0.996 | 0.996 | 0.994 | 0.996 | 0.995 |
228
- | `sot_Latn` | Southern Sotho | 491 | 0.977 | 0.978 | 0.856 | 0.856 | 0.970 | 0.967 | 0.967 | 0.969 | 0.965 | 0.974 |
229
- | `nso_Latn` | Northern Sotho | 479 | 0.970 | 0.970 | 0.967 | 0.967 | 0.947 | 0.961 | 0.952 | 0.958 | 0.965 | 0.964 |
230
- | `asm_Beng` | Assamese | 467 | 0.999 | 0.999 | 0.997 | 0.997 | 0.993 | 0.995 | 0.994 | 0.997 | 0.995 | 0.997 |
231
- | `ben_Beng` | Bangla | 466 | 0.997 | 0.997 | 0.989 | 0.989 | 0.974 | 0.987 | 0.982 | 0.988 | 0.987 | 0.993 |
232
- | `pan_Guru` | Punjabi | 460 | 1.000 | 1.000 | 0.990 | 0.990 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
233
- | `amh_Ethi` | Amharic | 458 | 1.000 | 1.000 | 0.998 | 0.998 | 0.986 | 0.987 | 0.978 | 0.984 | 0.986 | 0.986 |
234
- | `tsn_Latn` | Tswana | 456 | 0.961 | 0.961 | 0.870 | 0.870 | 0.934 | 0.940 | 0.936 | 0.948 | 0.944 | 0.947 |
235
- | `gaz_Latn` | Oromo (West Central) | 441 | 0.974 | 0.974 | 0.973 | 0.973 | 0.935 | 0.955 | 0.954 | 0.935 | 0.947 | 0.941 |
236
- | `som_Latn` | Somali | 439 | 0.995 | 0.995 | 0.991 | 0.991 | 0.989 | 0.992 | 0.992 | 0.984 | 0.990 | 0.991 |
237
- | `uzn_Latn` | Northern Uzbek | 436 | 0.999 | 0.999 | 0.985 | 0.985 | 0.978 | 0.984 | 0.983 | 0.984 | 0.981 | 0.986 |
238
- | `tha_Thai` | Thai | 431 | 0.980 | 0.980 | 0.981 | 0.981 | 0.978 | 0.970 | 0.979 | 0.980 | 0.970 | 0.981 |
239
- | `ydd_Hebr` | Eastern Yiddish | 430 | 1.000 | 1.000 | 0.999 | 0.999 | 0.994 | 0.998 | 0.992 | 0.993 | 0.993 | 0.994 |
240
- | `tur_Latn` | Turkish | 430 | 0.999 | 0.999 | 0.980 | 0.980 | 0.969 | 0.974 | 0.977 | 0.968 | 0.959 | 0.973 |
241
- | `nno_Latn` | Norwegian Nynorsk | 427 | 0.985 | 0.985 | 0.954 | 0.954 | 0.894 | 0.919 | 0.915 | 0.913 | 0.903 | 0.927 |
242
-
243
- Where MillID gains most over GlotLID:
244
-
245
- | Label | Language | Passages | GlotLID | GlotLID restricted | fastText | fastText restricted | MillID tiny | MillID medium | MillID large | MillID tiny v1.5 | MillID medium v1.5 | MillID large v1.5 |
246
- |---|---|---|---|---|---|---|---|---|---|---|---|---|
247
- | `ewo_Latn` | Ewondo | 134 | 0.879 | 0.883 | 0.860 | 0.860 | 0.962 | 0.965 | 0.970 | 0.959 | 0.981 | 0.978 |
248
- | `eng_Latn` | English | 1444 | 0.876 | 0.877 | 0.857 | 0.857 | 0.936 | 0.941 | 0.932 | 0.932 | 0.921 | 0.953 |
249
- | `arb_Latn` | Standard Arabic | 163 | 0.906 | 0.913 | 0.852 | 0.852 | 0.957 | 0.944 | 0.933 | 0.942 | 0.953 | 0.949 |
250
- | `tso_Latn` | Tsonga | 581 | 0.956 | 0.956 | 0.986 | 0.986 | 0.983 | 0.984 | 0.983 | 0.979 | 0.985 | 0.985 |
251
- | `fra_Latn` | French | 1652 | 0.955 | 0.955 | 0.963 | 0.963 | 0.958 | 0.974 | 0.964 | 0.943 | 0.975 | 0.983 |
252
- | `arb_Arab` | Arabic (Modern Standard) | 745 | 0.886 | 0.886 | 0.957 | 0.954 | 0.877 | 0.905 | 0.892 | 0.871 | 0.909 | 0.905 |
253
- | `por_Latn` | Portuguese | 657 | 0.954 | 0.956 | 0.950 | 0.949 | 0.958 | 0.963 | 0.960 | 0.959 | 0.949 | 0.973 |
254
- | `hin_Deva` | Hindi | 392 | 0.877 | 0.877 | 0.863 | 0.863 | 0.818 | 0.817 | 0.836 | 0.855 | 0.802 | 0.893 |
255
- | `fuv_Latn` | Nigerian Fulfulde | 164 | 0.877 | 0.892 | 0.859 | 0.859 | 0.804 | 0.797 | 0.849 | 0.907 | 0.672 | 0.844 |
256
- | `kam_Latn` | Kamba | 272 | 0.972 | 0.974 | 0.863 | 0.863 | 0.982 | 0.980 | 0.974 | 0.980 | 0.969 | 0.989 |
257
- | `knc_Latn` | Central Kanuri | 293 | 0.952 | 0.952 | 0.981 | 0.981 | 0.954 | 0.959 | 0.965 | 0.967 | 0.952 | 0.967 |
258
- | `spa_Latn` | Spanish | 1136 | 0.958 | 0.958 | 0.941 | 0.941 | 0.943 | 0.953 | 0.958 | 0.937 | 0.957 | 0.972 |
259
- | `bjn_Arab` | Banjar | 116 | 0.834 | 0.987 | 0.453 | 0.960 | 0.987 | 0.983 | 1.000 | 0.992 | 1.000 | 0.996 |
260
- | `bug_Latn` | Buginese | 78 | 0.981 | 0.981 | 0.938 | 0.938 | 0.987 | 0.987 | 0.987 | 0.981 | 0.994 | 0.994 |
261
- | `san_Deva` | Sanskrit | 239 | 0.990 | 0.990 | 0.971 | 0.971 | 0.990 | 0.996 | 0.992 | 0.990 | 0.994 | 0.998 |
262
-
263
- Where MillID loses most to GlotLID:
264
-
265
- | Label | Language | Passages | GlotLID | GlotLID restricted | fastText | fastText restricted | MillID tiny | MillID medium | MillID large | MillID tiny v1.5 | MillID medium v1.5 | MillID large v1.5 |
266
- |---|---|---|---|---|---|---|---|---|---|---|---|---|
267
- | `bos_Latn` | Bosnian | 198 | 1.000 | 1.000 | 0.897 | 0.897 | 0.655 | 0.727 | 0.711 | 0.685 | 0.632 | 0.762 |
268
- | `tzm_Tfng` | Central Atlas Tamazight | 157 | 0.934 | 0.934 | 0.751 | 0.751 | 0.633 | 0.645 | 0.643 | 0.697 | 0.562 | 0.649 |
269
- | `hrv_Latn` | Croatian | 168 | 0.994 | 0.994 | 0.856 | 0.856 | 0.667 | 0.717 | 0.657 | 0.659 | 0.670 | 0.757 |
270
- | `knc_Arab` | Central Kanuri | 68 | 0.857 | 0.860 | 0.029 | 0.029 | 0.583 | 0.562 | 0.626 | 0.522 | 0.532 | 0.598 |
271
- | `zsm_Latn` | Standard Malay | 244 | 0.998 | 0.998 | 0.908 | 0.908 | 0.700 | 0.773 | 0.749 | 0.789 | 0.769 | 0.809 |
272
- | `taq_Tfng` | Tamasheq | 104 | 0.805 | 0.805 | 0.000 | 0.000 | 0.600 | 0.613 | 0.600 | 0.654 | 0.604 | 0.604 |
273
- | `ind_Latn` | Indonesian | 335 | 0.991 | 0.991 | 0.887 | 0.887 | 0.768 | 0.807 | 0.806 | 0.842 | 0.838 | 0.848 |
274
- | `nob_Latn` | Norwegian Bokmål | 265 | 0.961 | 0.959 | 0.894 | 0.894 | 0.791 | 0.820 | 0.799 | 0.821 | 0.792 | 0.832 |
275
- | `kin_Latn` | Kinyarwanda | 210 | 0.981 | 0.981 | 0.854 | 0.854 | 0.828 | 0.818 | 0.812 | 0.849 | 0.836 | 0.864 |
276
- | `run_Latn` | Rundi | 291 | 0.985 | 0.985 | 0.855 | 0.855 | 0.837 | 0.843 | 0.845 | 0.883 | 0.832 | 0.879 |
277
- | `mag_Deva` | Magahi | 97 | 1.000 | 1.000 | 0.772 | 0.772 | 0.856 | 0.905 | 0.897 | 0.890 | 0.828 | 0.897 |
278
- | `cjk_Latn` | Chokwe | 24 | 1.000 | 1.000 | 0.807 | 0.807 | 0.769 | 0.909 | 0.800 | 0.857 | 0.884 | 0.837 |
279
- | `dzo_Tibt` | Dzongkha | 346 | 0.999 | 0.999 | 0.696 | 0.696 | 0.895 | 0.926 | 0.896 | 0.906 | 0.924 | 0.916 |
280
- | `taq_Latn` | Tamasheq | 106 | 1.000 | 1.000 | 0.838 | 0.838 | 0.896 | 0.909 | 0.929 | 0.902 | 0.922 | 0.922 |
281
- | `lim_Latn` | Limburgish | 196 | 1.000 | 1.000 | 0.956 | 0.956 | 0.889 | 0.915 | 0.904 | 0.896 | 0.918 | 0.930 |
282
-
283
- ## Per language, udhr
284
-
285
- Against GlotLID restricted, the best MillID is better on **86** languages and worse on **48**; against fastText restricted, the best MillID is better on **317** languages and worse on **8** (F1 differing by more than 0.01), of 358. Every language is in `leaderboard_udhr.csv`.
286
-
287
- The 30 languages with the most passages:
288
-
289
- | Label | Language | Passages | GlotLID | GlotLID restricted | fastText | fastText restricted | MillID tiny | MillID medium | MillID large | MillID tiny v1.5 | MillID medium v1.5 | MillID large v1.5 |
290
- |---|---|---|---|---|---|---|---|---|---|---|---|---|
291
- | `roh_Latn` | Romansh | 399 | 0.999 | 0.999 | 0.946 | 0.946 | 0.989 | 0.991 | 0.994 | 0.994 | 0.994 | 0.998 |
292
- | `oci_Latn` | Occitan | 398 | 0.376 | 0.376 | 0.435 | 0.435 | 0.291 | 0.331 | 0.314 | 0.277 | 0.295 | 0.338 |
293
- | `cmn_Hani` | Chinese (Mandarin) | 319 | 0.868 | 0.868 | 0.468 | 0.468 | 0.875 | 0.886 | 0.857 | 0.892 | 0.858 | 0.875 |
294
- | `krl_Latn` | Karelian | 183 | 0.011 | 0.011 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.032 | 0.000 |
295
- | `qug_Latn` | Chimborazo Highland Quichua | 182 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.011 | 0.000 | 0.000 |
296
- | `acu_Latn` | Achuar-Shiwiar | 180 | 0.854 | 0.854 | 0.000 | 0.000 | 0.850 | 0.743 | 0.732 | 0.828 | 0.835 | 0.801 |
297
- | `hus_Latn` | Huastec | 175 | 0.986 | 0.986 | 0.000 | 0.000 | 0.958 | 0.991 | 0.991 | 0.977 | 0.980 | 0.988 |
298
- | `hau_Latn` | Hausa | 155 | 1.000 | 1.000 | 0.876 | 0.876 | 0.997 | 0.997 | 0.997 | 0.990 | 0.997 | 1.000 |
299
- | `auc_Latn` | Waorani | 154 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.050 | 0.000 | 0.000 | 0.013 | 0.025 |
300
- | `kwi_Latn` | Awa-Cuaiquer | 145 | 0.877 | 0.877 | 0.000 | 0.000 | 0.771 | 0.775 | 0.797 | 0.880 | 0.845 | 0.863 |
301
- | `jpn_Jpan` | Japanese | 140 | 1.000 | 1.000 | 0.944 | 0.944 | 1.000 | 1.000 | 1.000 | 1.000 | 0.983 | 1.000 |
302
- | `snn_Latn` | Siona | 136 | 0.514 | 0.514 | 0.000 | 0.000 | 0.393 | 0.773 | 0.621 | 0.630 | 0.770 | 0.467 |
303
- | `ktu_Latn` | Kituba (Democratic Republic of Congo) | 118 | 0.680 | 0.680 | 0.000 | 0.000 | 0.755 | 0.769 | 0.753 | 0.765 | 0.776 | 0.773 |
304
- | `lat_Latn` | Latin | 118 | 0.992 | 0.992 | 0.000 | 0.000 | 0.996 | 0.996 | 0.996 | 0.996 | 0.992 | 0.996 |
305
- | `hat_Latn` | Haitian Creole | 117 | 0.979 | 0.979 | 0.699 | 0.699 | 0.987 | 0.991 | 0.987 | 0.992 | 0.978 | 0.987 |
306
- | `twi_Latn` | Twi | 116 | 0.996 | 0.996 | 0.399 | 0.396 | 0.996 | 0.987 | 0.983 | 0.983 | 0.991 | 0.991 |
307
- | `rmn_Latn` | Balkan Romani | 116 | 0.857 | 0.857 | 0.000 | 0.000 | 0.721 | 0.667 | 0.735 | 0.678 | 0.682 | 0.704 |
308
- | `kmb_Latn` | Kimbundu | 116 | 1.000 | 1.000 | 0.877 | 0.877 | 0.991 | 0.979 | 0.991 | 0.970 | 0.991 | 0.991 |
309
- | `nya_Latn` | Nyanja | 116 | 1.000 | 1.000 | 0.806 | 0.806 | 0.978 | 0.987 | 0.966 | 0.991 | 0.983 | 0.978 |
310
- | `chr_Cher` | Cherokee | 115 | 0.663 | 0.663 | 0.000 | 0.000 | 0.670 | 0.715 | 0.729 | 0.670 | 0.777 | 0.945 |
311
- | `ell_Grek` | Greek | 115 | 1.000 | 1.000 | 1.000 | 1.000 | 0.670 | 0.655 | 0.670 | 0.670 | 0.670 | 0.670 |
312
- | `lvs_Latn` | Standard Latvian | 115 | 1.000 | 1.000 | 0.991 | 0.991 | 0.996 | 0.996 | 0.996 | 0.987 | 1.000 | 1.000 |
313
- | `kng_Latn` | Koongo | 115 | 0.193 | 0.193 | 0.457 | 0.457 | 0.101 | 0.047 | 0.101 | 0.076 | 0.062 | 0.047 |
314
- | `pov_Latn` | Upper Guinea Crioulo | 115 | 0.833 | 0.833 | 0.000 | 0.000 | 0.844 | 0.838 | 0.838 | 0.821 | 0.930 | 0.827 |
315
- | `por_Latn` | Portuguese | 115 | 0.996 | 0.996 | 0.793 | 0.793 | 0.978 | 0.996 | 0.983 | 0.955 | 1.000 | 1.000 |
316
- | `cjk_Latn` | Chokwe | 114 | 1.000 | 1.000 | 0.533 | 0.533 | 0.888 | 0.949 | 0.949 | 0.871 | 0.914 | 0.959 |
317
- | `tha_Thai` | Thai | 114 | 1.000 | 1.000 | 0.996 | 0.996 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
318
- | `tso_Latn` | Tsonga | 114 | 0.781 | 0.781 | 0.691 | 0.691 | 0.743 | 0.882 | 0.843 | 0.860 | 0.761 | 0.774 |
319
- | `fas_Arab` | Persian | 114 | 1.000 | 1.000 | 0.934 | 0.934 | 0.982 | 0.991 | 0.973 | 0.991 | 0.991 | 0.982 |
320
- | `lin_Latn` | Lingala | 110 | 1.000 | 1.000 | 0.986 | 0.986 | 0.974 | 1.000 | 0.969 | 0.991 | 0.991 | 0.996 |
321
-
322
- Where MillID gains most over GlotLID:
323
-
324
- | Label | Language | Passages | GlotLID | GlotLID restricted | fastText | fastText restricted | MillID tiny | MillID medium | MillID large | MillID tiny v1.5 | MillID medium v1.5 | MillID large v1.5 |
325
- |---|---|---|---|---|---|---|---|---|---|---|---|---|
326
- | `mic_Latn` | Mi'kmaw | 59 | 0.427 | 0.427 | 0.000 | 0.000 | 0.983 | 1.000 | 1.000 | 0.992 | 0.992 | 1.000 |
327
- | `tet_Latn` | Tetum | 58 | 0.167 | 0.167 | 0.000 | 0.000 | 0.623 | 0.699 | 0.726 | 0.638 | 0.713 | 0.708 |
328
- | `fuf_Latn` | Pular | 58 | 0.483 | 0.483 | 0.000 | 0.000 | 0.897 | 0.816 | 0.916 | 0.906 | 0.911 | 0.936 |
329
- | `skr_Arab` | Saraiki | 63 | 0.500 | 0.500 | 0.000 | 0.000 | 0.800 | 0.923 | 0.855 | 0.867 | 0.914 | 0.875 |
330
- | `sag_Latn` | Sango | 59 | 0.578 | 0.578 | 0.189 | 0.189 | 0.992 | 0.992 | 0.992 | 0.992 | 0.965 | 0.992 |
331
- | `bum_Latn` | Bulu | 58 | 0.098 | 0.098 | 0.000 | 0.000 | 0.242 | 0.319 | 0.474 | 0.215 | 0.239 | 0.188 |
332
- | `zgh_Tfng` | Standard Moroccan Tamazight | 60 | 0.462 | 0.462 | 0.000 | 0.000 | 0.518 | 0.824 | 0.737 | 0.750 | 0.788 | 0.652 |
333
- | `qvh_Latn` | Huamalíes-Dos de Mayo Huánuco Quechua | 58 | 0.154 | 0.154 | 0.000 | 0.000 | 0.159 | 0.215 | 0.098 | 0.468 | 0.098 | 0.215 |
334
- | `chr_Cher` | Cherokee | 115 | 0.663 | 0.663 | 0.000 | 0.000 | 0.670 | 0.715 | 0.729 | 0.670 | 0.777 | 0.945 |
335
- | `tzm_Tfng` | Central Atlas Tamazight | 1 | 0.065 | 0.065 | 0.033 | 0.033 | 0.100 | 0.333 | 0.143 | 0.167 | 0.250 | 0.100 |
336
- | `snn_Latn` | Siona | 136 | 0.514 | 0.514 | 0.000 | 0.000 | 0.393 | 0.773 | 0.621 | 0.630 | 0.770 | 0.467 |
337
- | `fkv_Latn` | Kven Finnish | 58 | 0.667 | 0.667 | 0.000 | 0.000 | 0.792 | 0.697 | 0.852 | 0.635 | 0.513 | 0.906 |
338
- | `mxv_Latn` | Metlatónoc Mixtec | 58 | 0.000 | 0.000 | 0.000 | 0.000 | 0.098 | 0.215 | 0.034 | 0.129 | 0.185 | 0.034 |
339
- | `lld_Latn` | Ladin | 59 | 0.731 | 0.731 | 0.000 | 0.000 | 0.946 | 0.899 | 0.816 | 0.909 | 0.832 | 0.881 |
340
- | `hak_Hani` | Hakka Chinese | 48 | 0.041 | 0.041 | 0.000 | 0.000 | 0.071 | 0.000 | 0.000 | 0.039 | 0.246 | 0.075 |
341
-
342
- Where MillID loses most to GlotLID:
343
-
344
- | Label | Language | Passages | GlotLID | GlotLID restricted | fastText | fastText restricted | MillID tiny | MillID medium | MillID large | MillID tiny v1.5 | MillID medium v1.5 | MillID large v1.5 |
345
- |---|---|---|---|---|---|---|---|---|---|---|---|---|
346
- | `dyu_Latn` | Dyula | 58 | 0.434 | 0.434 | 0.015 | 0.015 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
347
- | `gyr_Latn` | Guarayu | 49 | 0.990 | 0.990 | 0.000 | 0.000 | 0.580 | 0.339 | 0.182 | 0.537 | 0.185 | 0.393 |
348
- | `ell_Grek` | Greek | 115 | 1.000 | 1.000 | 1.000 | 1.000 | 0.670 | 0.655 | 0.670 | 0.670 | 0.670 | 0.670 |
349
- | `cpu_Latn` | Pichis Ashéninka | 60 | 0.974 | 0.974 | 0.000 | 0.000 | 0.659 | 0.571 | 0.667 | 0.729 | 0.442 | 0.571 |
350
- | `hin_Deva` | Hindi | 59 | 0.957 | 0.957 | 0.975 | 0.975 | 0.644 | 0.607 | 0.450 | 0.723 | 0.710 | 0.727 |
351
- | `cbu_Latn` | Candoshi-Shapra | 57 | 0.882 | 0.874 | 0.000 | 0.000 | 0.667 | 0.371 | 0.185 | 0.500 | 0.411 | 0.557 |
352
- | `qvn_Latn` | North Junín Quechua | 57 | 0.460 | 0.460 | 0.000 | 0.000 | 0.261 | 0.219 | 0.095 | 0.219 | 0.068 | 0.034 |
353
- | `cni_Latn` | Asháninka | 52 | 0.963 | 0.963 | 0.000 | 0.000 | 0.750 | 0.708 | 0.748 | 0.773 | 0.684 | 0.717 |
354
- | `koi_Cyrl` | Komi-Permyak | 57 | 1.000 | 1.000 | 0.000 | 0.000 | 0.719 | 0.837 | 0.849 | 0.837 | 0.849 | 0.849 |
355
- | `hrv_Latn` | Croatian | 58 | 0.727 | 0.727 | 0.474 | 0.474 | 0.497 | 0.537 | 0.583 | 0.500 | 0.521 | 0.559 |
356
- | `qvm_Latn` | Margos-Yarowilca-Lauricocha Quechua | 60 | 0.500 | 0.500 | 0.000 | 0.000 | 0.125 | 0.094 | 0.182 | 0.356 | 0.033 | 0.356 |
357
- | `ind_Latn` | Indonesian | 60 | 0.903 | 0.903 | 0.565 | 0.565 | 0.614 | 0.674 | 0.644 | 0.768 | 0.742 | 0.645 |
358
- | `rmn_Latn` | Balkan Romani | 116 | 0.857 | 0.857 | 0.000 | 0.000 | 0.721 | 0.667 | 0.735 | 0.678 | 0.682 | 0.704 |
359
- | `maz_Latn` | Central Mazahua | 59 | 0.939 | 0.939 | 0.000 | 0.000 | 0.725 | 0.742 | 0.823 | 0.789 | 0.766 | 0.814 |
360
- | `shp_Latn` | Shipibo-Conibo | 62 | 0.912 | 0.912 | 0.000 | 0.000 | 0.558 | 0.410 | 0.808 | 0.469 | 0.452 | 0.607 |
361
-
362
- The models: [MillID tiny](https://huggingface.co/baobabtech/millid-tiny), [MillID medium](https://huggingface.co/baobabtech/millid-medium), [MillID large](https://huggingface.co/baobabtech/millid-large), [MillID tiny v1.5](https://huggingface.co/baobabtech/millid-tiny-v1.5), [MillID medium v1.5](https://huggingface.co/baobabtech/millid-medium-v1.5), [MillID large v1.5](https://huggingface.co/baobabtech/millid-large-v1.5).
 
1
+ ---
2
+ license: apache-2.0
3
+ library_name: pytorch
4
+ pipeline_tag: text-classification
5
+ tags:
6
+ - language-identification
7
+ - leaderboard
8
+ datasets:
9
+ - baobabtech/millid-dataset
10
+ ---
11
+
12
+ # MillID leaderboard
13
+
14
+ **MillID** (MultiLingual Language IDentifier) against [GlotLID](https://huggingface.co/cis-lmu/glotlid) and Meta's [fastText language identifier](https://huggingface.co/facebook/fasttext-language-identification) (NLLB). F1 is per language, then averaged with every language weighted equally (macro).
15
+
16
+ The models: [MillID tiny v1.5](https://huggingface.co/baobabtech/millid-tiny-v1.5), [MillID medium v1](https://huggingface.co/baobabtech/millid-medium-v1), [MillID large v1.5](https://huggingface.co/baobabtech/millid-large-v1.5). Code, and running them in Python or JavaScript without a server: [baobab-tech/millid](https://github.com/baobab-tech/millid).
17
+
18
+ Every score is on the test split of the build the models were trained on. The public [baobabtech/millid-dataset](https://huggingface.co/datasets/baobabtech/millid-dataset) is that build without Save the Children's and Nal'ibali's text, which is not ours to redistribute: the same splits, and a `test` split 1.3% smaller. `udhr` is the same everywhere.
19
+
20
+ - MillID knows 1,641 labels, GlotLID over 2,000, fastText 218. Each external model is shown *restricted to MillID's labels* (its best answer among them), the like-for-like comparison; its as-is scores are below.
21
+ - On `test` and `udhr`, fastText is mostly scored on languages it cannot answer. `test-common` and `udhr-common` keep the passages whose language all three know (about 210 languages): the head-to-head on equal terms.
22
+ - Read GlotLID's scores with their bias in mind: the dataset's FinePDFs and FineWeb-2 passages were labelled by GlotLID, and GlotLID was trained on UDHR, so both favour it.
23
+ - fastText's labels are mapped onto MillID's spelling: Simplified and Traditional Han as `Hani`, `pes`/`prs` as `fas`, `est` as `ekk`, `tgl` as `fil`.
24
+
25
+ ## Macro F1, every set
26
+
27
+ | Set | Languages | MillID tiny v1.5 | MillID medium v1 | MillID large v1.5 | GlotLID | fastText |
28
+ |---|---|---|---|---|---|---|
29
+ | `test`: every language, passages from documents never seen in training | 1621 | 0.9554 | 0.9576 | 0.9646 | **0.9755** | 0.0659 |
30
+ | `test-common`: the languages all three systems know | 213 | 0.9513 | 0.9527 | 0.9594 | **0.9846** | 0.9173 |
31
+ | `udhr`: the Declaration of Human Rights, languages MillID knows | 358 | 0.8764 | 0.8780 | 0.8812 | **0.8873** | 0.3499 |
32
+ | `udhr-common`: the Declaration, languages all three know | 170 | 0.9513 | 0.9480 | 0.9529 | **0.9659** | 0.9329 |
33
+ | `udhr-all`: the Declaration, every language in it | 429 | 0.7149 | 0.7184 | 0.7201 | **0.7245** | 0.2797 |
34
+
35
+ The best score on each set is in bold.
36
+
37
+ ## test
38
+
39
+ Every language, passages from documents never seen in training.
40
+
41
+ | Model | Size | Top-1 | Top-3 | Top-5 | Macro P | Macro R | Macro F1 | Median F1 | Languages F1 ≥ 0.9 |
42
+ |---|---|---|---|---|---|---|---|---|---|
43
+ | [GlotLID, restricted to MillID's labels](https://huggingface.co/cis-lmu/glotlid) | fastText, 1.7 GB | 0.9783 | 0.9978 | 0.9985 | 0.9778 | 0.9765 | 0.9755 | 1.0000 | 1490 of 1621 |
44
+ | [GlotLID](https://huggingface.co/cis-lmu/glotlid) | fastText, 1.7 GB | 0.9776 | 0.9977 | 0.9984 | 0.9783 | 0.9752 | 0.9748 | 1.0000 | 1488 of 1621 |
45
+ | [MillID large v1.5](https://huggingface.co/baobabtech/millid-large-v1.5) | 192.6M | 0.9674 | 0.9924 | 0.9956 | 0.9655 | 0.9663 | 0.9646 | 0.9894 | 1478 of 1621 |
46
+ | [MillID medium v1](https://huggingface.co/baobabtech/millid-medium-v1) | 115.0M | 0.9616 | 0.9910 | 0.9945 | 0.9564 | 0.9614 | 0.9576 | 0.9841 | 1451 of 1621 |
47
+ | [MillID tiny v1.5](https://huggingface.co/baobabtech/millid-tiny-v1.5) | 2.9M | 0.9587 | 0.9890 | 0.9932 | 0.9550 | 0.9588 | 0.9554 | 0.9825 | 1446 of 1621 |
48
+ | [fastText, restricted to MillID's labels](https://huggingface.co/facebook/fasttext-language-identification) | fastText, 1.2 GB | 0.2515 | 0.2611 | 0.2625 | 0.0521 | 0.1209 | 0.0659 | 0.0000 | 26 of 1621 |
49
+ | [fastText (Meta, NLLB)](https://huggingface.co/facebook/fasttext-language-identification) | fastText, 1.2 GB | 0.2511 | 0.2610 | 0.2625 | 0.0520 | 0.1205 | 0.0657 | 0.0000 | 25 of 1621 |
50
+
51
+ ## test-common
52
+
53
+ The languages all three systems know.
54
+
55
+ | Model | Size | Top-1 | Top-3 | Top-5 | Macro P | Macro R | Macro F1 | Median F1 | Languages F1 ≥ 0.9 |
56
+ |---|---|---|---|---|---|---|---|---|---|
57
+ | [GlotLID, restricted to MillID's labels](https://huggingface.co/cis-lmu/glotlid) | fastText, 1.7 GB | 0.9749 | 0.9927 | 0.9948 | 0.9923 | 0.9790 | 0.9846 | 0.9983 | 203 of 213 |
58
+ | [GlotLID](https://huggingface.co/cis-lmu/glotlid) | fastText, 1.7 GB | 0.9738 | 0.9925 | 0.9946 | 0.9924 | 0.9771 | 0.9835 | 0.9983 | 201 of 213 |
59
+ | [MillID large v1.5](https://huggingface.co/baobabtech/millid-large-v1.5) | 192.6M | 0.9525 | 0.9898 | 0.9938 | 0.9757 | 0.9460 | 0.9594 | 0.9791 | 193 of 213 |
60
+ | [MillID medium v1](https://huggingface.co/baobabtech/millid-medium-v1) | 115.0M | 0.9425 | 0.9882 | 0.9924 | 0.9732 | 0.9361 | 0.9527 | 0.9738 | 191 of 213 |
61
+ | [MillID tiny v1.5](https://huggingface.co/baobabtech/millid-tiny-v1.5) | 2.9M | 0.9396 | 0.9857 | 0.9909 | 0.9709 | 0.9353 | 0.9513 | 0.9726 | 188 of 213 |
62
+ | [fastText, restricted to MillID's labels](https://huggingface.co/facebook/fasttext-language-identification) | fastText, 1.2 GB | 0.9352 | 0.9710 | 0.9763 | 0.9354 | 0.9201 | 0.9173 | 0.9680 | 166 of 213 |
63
+ | [fastText (Meta, NLLB)](https://huggingface.co/facebook/fasttext-language-identification) | fastText, 1.2 GB | 0.9339 | 0.9707 | 0.9762 | 0.9357 | 0.9169 | 0.9149 | 0.9680 | 165 of 213 |
64
+
65
+ ## udhr
66
+
67
+ The Declaration of Human Rights, languages MillID knows.
68
+
69
+ | Model | Size | Top-1 | Top-3 | Top-5 | Macro P | Macro R | Macro F1 | Median F1 | Languages F1 ≥ 0.9 |
70
+ |---|---|---|---|---|---|---|---|---|---|
71
+ | [GlotLID, restricted to MillID's labels](https://huggingface.co/cis-lmu/glotlid) | fastText, 1.7 GB | 0.8614 | 0.9294 | 0.9433 | 0.9258 | 0.8844 | 0.8873 | 0.9915 | 291 of 358 |
72
+ | [GlotLID](https://huggingface.co/cis-lmu/glotlid) | fastText, 1.7 GB | 0.8598 | 0.9280 | 0.9421 | 0.9261 | 0.8826 | 0.8865 | 0.9915 | 287 of 358 |
73
+ | [MillID large v1.5](https://huggingface.co/baobabtech/millid-large-v1.5) | 192.6M | 0.8579 | 0.9183 | 0.9309 | 0.9171 | 0.8825 | 0.8812 | 0.9914 | 283 of 358 |
74
+ | [MillID medium v1](https://huggingface.co/baobabtech/millid-medium-v1) | 115.0M | 0.8524 | 0.9194 | 0.9340 | 0.9187 | 0.8769 | 0.8780 | 0.9910 | 282 of 358 |
75
+ | [MillID tiny v1.5](https://huggingface.co/baobabtech/millid-tiny-v1.5) | 2.9M | 0.8492 | 0.9117 | 0.9257 | 0.9148 | 0.8736 | 0.8764 | 0.9907 | 274 of 358 |
76
+ | [fastText, restricted to MillID's labels](https://huggingface.co/facebook/fasttext-language-identification) | fastText, 1.2 GB | 0.4629 | 0.4857 | 0.4904 | 0.3152 | 0.4483 | 0.3499 | 0.0000 | 61 of 358 |
77
+ | [fastText (Meta, NLLB)](https://huggingface.co/facebook/fasttext-language-identification) | fastText, 1.2 GB | 0.4625 | 0.4857 | 0.4903 | 0.3152 | 0.4479 | 0.3497 | 0.0000 | 60 of 358 |
78
+
79
+ ## udhr-common
80
+
81
+ The Declaration, languages all three know.
82
+
83
+ | Model | Size | Top-1 | Top-3 | Top-5 | Macro P | Macro R | Macro F1 | Median F1 | Languages F1 ≥ 0.9 |
84
+ |---|---|---|---|---|---|---|---|---|---|
85
+ | [GlotLID, restricted to MillID's labels](https://huggingface.co/cis-lmu/glotlid) | fastText, 1.7 GB | 0.9338 | 0.9683 | 0.9736 | 0.9888 | 0.9579 | 0.9659 | 1.0000 | 156 of 170 |
86
+ | [GlotLID](https://huggingface.co/cis-lmu/glotlid) | fastText, 1.7 GB | 0.9336 | 0.9678 | 0.9732 | 0.9888 | 0.9576 | 0.9657 | 1.0000 | 155 of 170 |
87
+ | [MillID large v1.5](https://huggingface.co/baobabtech/millid-large-v1.5) | 192.6M | 0.9168 | 0.9630 | 0.9687 | 0.9800 | 0.9436 | 0.9529 | 1.0000 | 152 of 170 |
88
+ | [MillID tiny v1.5](https://huggingface.co/baobabtech/millid-tiny-v1.5) | 2.9M | 0.9123 | 0.9606 | 0.9655 | 0.9794 | 0.9393 | 0.9513 | 1.0000 | 149 of 170 |
89
+ | [MillID medium v1](https://huggingface.co/baobabtech/millid-medium-v1) | 115.0M | 0.9121 | 0.9633 | 0.9688 | 0.9770 | 0.9382 | 0.9480 | 0.9955 | 153 of 170 |
90
+ | [fastText, restricted to MillID's labels](https://huggingface.co/facebook/fasttext-language-identification) | fastText, 1.2 GB | 0.9195 | 0.9647 | 0.9742 | 0.9474 | 0.9441 | 0.9329 | 1.0000 | 142 of 170 |
91
+ | [fastText (Meta, NLLB)](https://huggingface.co/facebook/fasttext-language-identification) | fastText, 1.2 GB | 0.9187 | 0.9647 | 0.9741 | 0.9474 | 0.9431 | 0.9323 | 1.0000 | 141 of 170 |
92
+
93
+ ## udhr-all
94
+
95
+ The Declaration, every language in it.
96
+
97
+ | Model | Size | Top-1 | Top-3 | Top-5 | Macro P | Macro R | Macro F1 | Median F1 | Languages F1 ≥ 0.9 |
98
+ |---|---|---|---|---|---|---|---|---|---|
99
+ | [GlotLID](https://huggingface.co/cis-lmu/glotlid) | fastText, 1.7 GB | 0.7502 | 0.8145 | 0.8282 | 0.7695 | 0.7529 | 0.7454 | 0.9796 | 277 of 429 |
100
+ | [GlotLID, restricted to MillID's labels](https://huggingface.co/cis-lmu/glotlid) | fastText, 1.7 GB | 0.7378 | 0.7960 | 0.8079 | 0.7425 | 0.7381 | 0.7245 | 0.9748 | 272 of 429 |
101
+ | [MillID large v1.5](https://huggingface.co/baobabtech/millid-large-v1.5) | 192.6M | 0.7348 | 0.7865 | 0.7973 | 0.7392 | 0.7364 | 0.7201 | 0.9643 | 266 of 429 |
102
+ | [MillID medium v1](https://huggingface.co/baobabtech/millid-medium-v1) | 115.0M | 0.7301 | 0.7875 | 0.8000 | 0.7415 | 0.7318 | 0.7184 | 0.9672 | 266 of 429 |
103
+ | [MillID tiny v1.5](https://huggingface.co/baobabtech/millid-tiny-v1.5) | 2.9M | 0.7274 | 0.7809 | 0.7928 | 0.7340 | 0.7290 | 0.7149 | 0.9649 | 254 of 429 |
104
+ | [fastText, restricted to MillID's labels](https://huggingface.co/facebook/fasttext-language-identification) | fastText, 1.2 GB | 0.3964 | 0.4160 | 0.4200 | 0.2479 | 0.3741 | 0.2797 | 0.0000 | 55 of 429 |
105
+ | [fastText (Meta, NLLB)](https://huggingface.co/facebook/fasttext-language-identification) | fastText, 1.2 GB | 0.3961 | 0.4160 | 0.4200 | 0.2479 | 0.3737 | 0.2795 | 0.0000 | 54 of 429 |
106
+
107
+ ## Per language, test
108
+
109
+ Against GlotLID restricted, the best MillID is better on **165** languages and worse on **498**; against fastText restricted, the best MillID is better on **1616** languages and worse on **0** (F1 differing by more than 0.01), of 1621. Every language is in `leaderboard_test.csv`.
110
+
111
+ The 30 languages with the most passages:
112
+
113
+ | Label | Language | Passages | GlotLID | GlotLID restricted | fastText | fastText restricted | MillID tiny v1.5 | MillID medium v1 | MillID large v1.5 |
114
+ |---|---|---|---|---|---|---|---|---|---|
115
+ | `fra_Latn` | French | 1652 | 0.928 | 0.928 | 0.808 | 0.808 | 0.929 | 0.952 | 0.960 |
116
+ | `eng_Latn` | English | 1444 | 0.858 | 0.859 | 0.653 | 0.648 | 0.917 | 0.916 | 0.934 |
117
+ | `spa_Latn` | Spanish | 1136 | 0.951 | 0.951 | 0.574 | 0.574 | 0.930 | 0.942 | 0.955 |
118
+ | `tam_Taml` | Tamil | 754 | 0.993 | 0.993 | 0.965 | 0.965 | 0.997 | 0.997 | 0.999 |
119
+ | `arb_Arab` | Arabic (Modern Standard) | 745 | 0.785 | 0.785 | 0.513 | 0.512 | 0.814 | 0.829 | 0.833 |
120
+ | `por_Latn` | Portuguese | 657 | 0.947 | 0.949 | 0.756 | 0.755 | 0.947 | 0.955 | 0.965 |
121
+ | `kan_Knda` | Kannada | 601 | 0.993 | 0.993 | 0.922 | 0.922 | 0.969 | 0.982 | 0.965 |
122
+ | `zul_Latn` | Zulu | 594 | 0.896 | 0.896 | 0.539 | 0.539 | 0.846 | 0.833 | 0.878 |
123
+ | `swh_Latn` | Swahili | 592 | 0.917 | 0.916 | 0.346 | 0.346 | 0.848 | 0.858 | 0.870 |
124
+ | `mar_Deva` | Marathi | 589 | 0.989 | 0.990 | 0.926 | 0.926 | 0.965 | 0.981 | 0.976 |
125
+ | `tso_Latn` | Tsonga | 581 | 0.956 | 0.956 | 0.425 | 0.425 | 0.965 | 0.970 | 0.978 |
126
+ | `hun_Latn` | Hungarian | 576 | 0.999 | 0.999 | 0.232 | 0.232 | 0.987 | 0.990 | 0.991 |
127
+ | `afr_Latn` | Afrikaans | 569 | 0.985 | 0.985 | 0.861 | 0.860 | 0.967 | 0.974 | 0.979 |
128
+ | `tel_Telu` | Telugu | 555 | 0.994 | 0.994 | 0.951 | 0.951 | 0.991 | 0.994 | 0.988 |
129
+ | `rus_Cyrl` | Russian | 528 | 0.949 | 0.949 | 0.462 | 0.462 | 0.932 | 0.925 | 0.949 |
130
+ | `nbl_Latn` | South Ndebele | 528 | 0.948 | 0.949 | 0.000 | 0.000 | 0.903 | 0.895 | 0.927 |
131
+ | `ory_Orya` | Odia (individual language) | 511 | 0.991 | 0.994 | 0.976 | 0.976 | 0.988 | 0.993 | 0.993 |
132
+ | `sot_Latn` | Southern Sotho | 491 | 0.977 | 0.978 | 0.660 | 0.660 | 0.966 | 0.966 | 0.972 |
133
+ | `nso_Latn` | Northern Sotho | 479 | 0.969 | 0.969 | 0.915 | 0.914 | 0.956 | 0.960 | 0.962 |
134
+ | `kua_Latn` | Kuanyama | 476 | 0.986 | 0.986 | 0.000 | 0.000 | 0.962 | 0.979 | 0.975 |
135
+ | `asm_Beng` | Assamese | 467 | 0.999 | 0.999 | 0.990 | 0.990 | 0.997 | 0.994 | 0.996 |
136
+ | `ben_Beng` | Bangla | 466 | 0.997 | 0.997 | 0.718 | 0.718 | 0.977 | 0.980 | 0.979 |
137
+ | `pan_Guru` | Punjabi | 460 | 1.000 | 1.000 | 0.990 | 0.990 | 1.000 | 1.000 | 1.000 |
138
+ | `amh_Ethi` | Amharic | 458 | 1.000 | 1.000 | 0.807 | 0.807 | 0.981 | 0.984 | 0.986 |
139
+ | `tsn_Latn` | Tswana | 456 | 0.961 | 0.961 | 0.652 | 0.652 | 0.945 | 0.939 | 0.947 |
140
+ | `vro_Latn` | Võro | 448 | 0.990 | 0.990 | 0.000 | 0.000 | 0.947 | 0.958 | 0.973 |
141
+ | `gaz_Latn` | Oromo (West Central) | 441 | 0.938 | 0.938 | 0.407 | 0.407 | 0.910 | 0.943 | 0.928 |
142
+ | `som_Latn` | Somali | 439 | 0.994 | 0.994 | 0.487 | 0.487 | 0.982 | 0.988 | 0.990 |
143
+ | `uzn_Latn` | Northern Uzbek | 436 | 0.994 | 0.994 | 0.449 | 0.449 | 0.976 | 0.978 | 0.982 |
144
+ | `tha_Thai` | Thai | 431 | 0.980 | 0.980 | 0.650 | 0.650 | 0.979 | 0.970 | 0.981 |
145
+
146
+ Where MillID gains most over GlotLID:
147
+
148
+ | Label | Language | Passages | GlotLID | GlotLID restricted | fastText | fastText restricted | MillID tiny v1.5 | MillID medium v1 | MillID large v1.5 |
149
+ |---|---|---|---|---|---|---|---|---|---|
150
+ | `lbj_Tibt` | Ladakhi | 66 | 0.000 | 0.000 | 0.000 | 0.000 | 0.943 | 0.943 | 0.923 |
151
+ | `ain_Latn` | Ainu | 1 | 0.000 | 0.000 | 0.000 | 0.000 | 0.667 | 0.667 | 0.667 |
152
+ | `ajp_Arab` | South Levantine Arabic | 28 | 0.581 | 0.581 | 0.000 | 0.000 | 0.946 | 0.902 | 0.902 |
153
+ | `und_Laoo` | und | 20 | 0.621 | 0.621 | 0.000 | 0.000 | 0.923 | 0.857 | 0.788 |
154
+ | `sgh_Cyrl` | Shughni | 9 | 0.667 | 0.667 | 0.000 | 0.000 | 0.857 | 0.900 | 0.889 |
155
+ | `und_Thaa` | und | 29 | 0.651 | 0.651 | 0.000 | 0.000 | 0.881 | 0.873 | 0.863 |
156
+ | `icr_Latn` | Islander Creole English | 24 | 0.649 | 0.684 | 0.000 | 0.000 | 0.698 | 0.870 | 0.700 |
157
+ | `und_Geor` | und | 32 | 0.694 | 0.694 | 0.000 | 0.000 | 0.877 | 0.706 | 0.792 |
158
+ | `tdt_Latn` | Tetun Dili | 57 | 0.603 | 0.603 | 0.000 | 0.000 | 0.693 | 0.656 | 0.782 |
159
+ | `cek_Latn` | Eastern Khumi Chin | 67 | 0.680 | 0.684 | 0.000 | 0.000 | 0.785 | 0.853 | 0.825 |
160
+ | `und_Syrc` | und | 43 | 0.822 | 0.822 | 0.000 | 0.000 | 0.966 | 0.977 | 0.989 |
161
+ | `neb_Latn` | Toura (Côte d'Ivoire) | 11 | 0.625 | 0.842 | 0.000 | 0.000 | 0.957 | 0.957 | 1.000 |
162
+ | `dag_Latn` | Dagbani | 149 | 0.662 | 0.660 | 0.000 | 0.000 | 0.767 | 0.817 | 0.814 |
163
+ | `tuk_Arab` | Turkmen | 135 | 0.761 | 0.761 | 0.000 | 0.000 | 0.905 | 0.903 | 0.917 |
164
+ | `orv_Cyrl` | Old Russian | 239 | 0.800 | 0.800 | 0.000 | 0.000 | 0.931 | 0.935 | 0.938 |
165
+
166
+ Where MillID loses most to GlotLID:
167
+
168
+ | Label | Language | Passages | GlotLID | GlotLID restricted | fastText | fastText restricted | MillID tiny v1.5 | MillID medium v1 | MillID large v1.5 |
169
+ |---|---|---|---|---|---|---|---|---|---|
170
+ | `mus_Latn` | Muscogee | 2 | 1.000 | 1.000 | 0.000 | 0.000 | 0.333 | 0.667 | 0.667 |
171
+ | `ttj_Latn` | Tooro | 28 | 0.946 | 0.946 | 0.000 | 0.000 | 0.485 | 0.490 | 0.622 |
172
+ | `knc_Arab` | Central Kanuri | 68 | 0.823 | 0.825 | 0.007 | 0.007 | 0.462 | 0.509 | 0.532 |
173
+ | `hrv_Latn` | Croatian | 168 | 0.944 | 0.944 | 0.178 | 0.178 | 0.622 | 0.687 | 0.707 |
174
+ | `esi_Latn` | North Alaskan Inupiatun | 9 | 0.783 | 0.783 | 0.000 | 0.000 | 0.455 | 0.500 | 0.556 |
175
+ | `hak_Hani` | Hakka Chinese | 29 | 0.824 | 0.824 | 0.000 | 0.000 | 0.621 | 0.415 | 0.581 |
176
+ | `bos_Latn` | Bosnian | 198 | 0.902 | 0.902 | 0.181 | 0.181 | 0.649 | 0.673 | 0.700 |
177
+ | `plw_Latn` | Brooke's Point Palawano | 8 | 1.000 | 1.000 | 0.000 | 0.000 | 0.727 | 0.800 | 0.762 |
178
+ | `ccp_Latn` | Chakma | 3 | 1.000 | 1.000 | 0.000 | 0.000 | 0.800 | 0.333 | 0.750 |
179
+ | `mbd_Latn` | Dibabawon Manobo | 14 | 1.000 | 1.000 | 0.000 | 0.000 | 0.596 | 0.757 | 0.800 |
180
+ | `taq_Tfng` | Tamasheq | 104 | 0.718 | 0.718 | 0.000 | 0.000 | 0.529 | 0.535 | 0.527 |
181
+ | `zsm_Latn` | Standard Malay | 244 | 0.957 | 0.957 | 0.321 | 0.319 | 0.770 | 0.746 | 0.781 |
182
+ | `biu_Latn` | Biete | 7 | 1.000 | 1.000 | 0.000 | 0.000 | 0.667 | 0.667 | 0.833 |
183
+ | `ldi_Latn` | Laari | 62 | 0.992 | 0.992 | 0.000 | 0.000 | 0.777 | 0.831 | 0.765 |
184
+ | `tzm_Tfng` | Central Atlas Tamazight | 157 | 0.816 | 0.816 | 0.569 | 0.569 | 0.659 | 0.620 | 0.614 |
185
+
186
+ ## Per language, test-common
187
+
188
+ Against GlotLID restricted, the best MillID is better on **13** languages and worse on **114**; against fastText restricted, the best MillID is better on **111** languages and worse on **31** (F1 differing by more than 0.01), of 213. Every language is in `leaderboard_test-common.csv`.
189
+
190
+ The 30 languages with the most passages:
191
+
192
+ | Label | Language | Passages | GlotLID | GlotLID restricted | fastText | fastText restricted | MillID tiny v1.5 | MillID medium v1 | MillID large v1.5 |
193
+ |---|---|---|---|---|---|---|---|---|---|
194
+ | `fra_Latn` | French | 1652 | 0.955 | 0.955 | 0.963 | 0.963 | 0.943 | 0.974 | 0.983 |
195
+ | `eng_Latn` | English | 1444 | 0.876 | 0.877 | 0.857 | 0.857 | 0.932 | 0.941 | 0.953 |
196
+ | `spa_Latn` | Spanish | 1136 | 0.958 | 0.958 | 0.941 | 0.941 | 0.937 | 0.953 | 0.972 |
197
+ | `tam_Taml` | Tamil | 754 | 1.000 | 1.000 | 0.997 | 0.997 | 0.997 | 0.998 | 0.999 |
198
+ | `arb_Arab` | Arabic (Modern Standard) | 745 | 0.886 | 0.886 | 0.957 | 0.954 | 0.871 | 0.905 | 0.905 |
199
+ | `por_Latn` | Portuguese | 657 | 0.954 | 0.956 | 0.950 | 0.949 | 0.959 | 0.963 | 0.973 |
200
+ | `kan_Knda` | Kannada | 601 | 0.994 | 0.994 | 0.999 | 0.999 | 0.973 | 0.987 | 0.967 |
201
+ | `zul_Latn` | Zulu | 594 | 0.904 | 0.904 | 0.970 | 0.970 | 0.883 | 0.871 | 0.909 |
202
+ | `swh_Latn` | Swahili | 592 | 0.954 | 0.953 | 0.945 | 0.945 | 0.893 | 0.897 | 0.909 |
203
+ | `mar_Deva` | Marathi | 589 | 0.989 | 0.990 | 0.987 | 0.987 | 0.968 | 0.981 | 0.979 |
204
+ | `tso_Latn` | Tsonga | 581 | 0.956 | 0.956 | 0.986 | 0.986 | 0.979 | 0.984 | 0.985 |
205
+ | `hun_Latn` | Hungarian | 576 | 1.000 | 1.000 | 0.980 | 0.980 | 0.989 | 0.991 | 0.993 |
206
+ | `afr_Latn` | Afrikaans | 569 | 0.985 | 0.985 | 0.986 | 0.986 | 0.972 | 0.976 | 0.983 |
207
+ | `tel_Telu` | Telugu | 555 | 0.998 | 0.998 | 0.999 | 0.999 | 0.997 | 1.000 | 0.999 |
208
+ | `rus_Cyrl` | Russian | 528 | 0.985 | 0.985 | 0.927 | 0.927 | 0.945 | 0.929 | 0.956 |
209
+ | `ory_Orya` | Odia (individual language) | 511 | 0.997 | 1.000 | 0.996 | 0.996 | 0.994 | 0.996 | 0.995 |
210
+ | `sot_Latn` | Southern Sotho | 491 | 0.977 | 0.978 | 0.856 | 0.856 | 0.969 | 0.967 | 0.974 |
211
+ | `nso_Latn` | Northern Sotho | 479 | 0.970 | 0.970 | 0.967 | 0.967 | 0.958 | 0.961 | 0.964 |
212
+ | `asm_Beng` | Assamese | 467 | 0.999 | 0.999 | 0.997 | 0.997 | 0.997 | 0.995 | 0.997 |
213
+ | `ben_Beng` | Bangla | 466 | 0.997 | 0.997 | 0.989 | 0.989 | 0.988 | 0.987 | 0.993 |
214
+ | `pan_Guru` | Punjabi | 460 | 1.000 | 1.000 | 0.990 | 0.990 | 1.000 | 1.000 | 1.000 |
215
+ | `amh_Ethi` | Amharic | 458 | 1.000 | 1.000 | 0.998 | 0.998 | 0.984 | 0.987 | 0.986 |
216
+ | `tsn_Latn` | Tswana | 456 | 0.961 | 0.961 | 0.870 | 0.870 | 0.948 | 0.940 | 0.947 |
217
+ | `gaz_Latn` | Oromo (West Central) | 441 | 0.974 | 0.974 | 0.973 | 0.973 | 0.935 | 0.955 | 0.941 |
218
+ | `som_Latn` | Somali | 439 | 0.995 | 0.995 | 0.991 | 0.991 | 0.984 | 0.992 | 0.991 |
219
+ | `uzn_Latn` | Northern Uzbek | 436 | 0.999 | 0.999 | 0.985 | 0.985 | 0.984 | 0.984 | 0.986 |
220
+ | `tha_Thai` | Thai | 431 | 0.980 | 0.980 | 0.981 | 0.981 | 0.980 | 0.970 | 0.981 |
221
+ | `ydd_Hebr` | Eastern Yiddish | 430 | 1.000 | 1.000 | 0.999 | 0.999 | 0.993 | 0.998 | 0.994 |
222
+ | `tur_Latn` | Turkish | 430 | 0.999 | 0.999 | 0.980 | 0.980 | 0.968 | 0.974 | 0.973 |
223
+ | `nno_Latn` | Norwegian Nynorsk | 427 | 0.985 | 0.985 | 0.954 | 0.954 | 0.913 | 0.919 | 0.927 |
224
+
225
+ Where MillID gains most over GlotLID:
226
+
227
+ | Label | Language | Passages | GlotLID | GlotLID restricted | fastText | fastText restricted | MillID tiny v1.5 | MillID medium v1 | MillID large v1.5 |
228
+ |---|---|---|---|---|---|---|---|---|---|
229
+ | `ewo_Latn` | Ewondo | 134 | 0.879 | 0.883 | 0.860 | 0.860 | 0.959 | 0.965 | 0.978 |
230
+ | `eng_Latn` | English | 1444 | 0.876 | 0.877 | 0.857 | 0.857 | 0.932 | 0.941 | 0.953 |
231
+ | `arb_Latn` | Standard Arabic | 163 | 0.906 | 0.913 | 0.852 | 0.852 | 0.942 | 0.944 | 0.949 |
232
+ | `tso_Latn` | Tsonga | 581 | 0.956 | 0.956 | 0.986 | 0.986 | 0.979 | 0.984 | 0.985 |
233
+ | `fra_Latn` | French | 1652 | 0.955 | 0.955 | 0.963 | 0.963 | 0.943 | 0.974 | 0.983 |
234
+ | `arb_Arab` | Arabic (Modern Standard) | 745 | 0.886 | 0.886 | 0.957 | 0.954 | 0.871 | 0.905 | 0.905 |
235
+ | `por_Latn` | Portuguese | 657 | 0.954 | 0.956 | 0.950 | 0.949 | 0.959 | 0.963 | 0.973 |
236
+ | `hin_Deva` | Hindi | 392 | 0.877 | 0.877 | 0.863 | 0.863 | 0.855 | 0.817 | 0.893 |
237
+ | `fuv_Latn` | Nigerian Fulfulde | 164 | 0.877 | 0.892 | 0.859 | 0.859 | 0.907 | 0.797 | 0.844 |
238
+ | `kam_Latn` | Kamba | 272 | 0.972 | 0.974 | 0.863 | 0.863 | 0.980 | 0.980 | 0.989 |
239
+ | `knc_Latn` | Central Kanuri | 293 | 0.952 | 0.952 | 0.981 | 0.981 | 0.967 | 0.959 | 0.967 |
240
+ | `spa_Latn` | Spanish | 1136 | 0.958 | 0.958 | 0.941 | 0.941 | 0.937 | 0.953 | 0.972 |
241
+ | `bug_Latn` | Buginese | 78 | 0.981 | 0.981 | 0.938 | 0.938 | 0.981 | 0.987 | 0.994 |
242
+ | `bjn_Arab` | Banjar | 116 | 0.834 | 0.987 | 0.453 | 0.960 | 0.992 | 0.983 | 0.996 |
243
+ | `san_Deva` | Sanskrit | 239 | 0.990 | 0.990 | 0.971 | 0.971 | 0.990 | 0.996 | 0.998 |
244
+
245
+ Where MillID loses most to GlotLID:
246
+
247
+ | Label | Language | Passages | GlotLID | GlotLID restricted | fastText | fastText restricted | MillID tiny v1.5 | MillID medium v1 | MillID large v1.5 |
248
+ |---|---|---|---|---|---|---|---|---|---|
249
+ | `knc_Arab` | Central Kanuri | 68 | 0.857 | 0.860 | 0.029 | 0.029 | 0.522 | 0.562 | 0.598 |
250
+ | `bos_Latn` | Bosnian | 198 | 1.000 | 1.000 | 0.897 | 0.897 | 0.685 | 0.727 | 0.762 |
251
+ | `tzm_Tfng` | Central Atlas Tamazight | 157 | 0.934 | 0.934 | 0.751 | 0.751 | 0.697 | 0.645 | 0.649 |
252
+ | `hrv_Latn` | Croatian | 168 | 0.994 | 0.994 | 0.856 | 0.856 | 0.659 | 0.717 | 0.757 |
253
+ | `zsm_Latn` | Standard Malay | 244 | 0.998 | 0.998 | 0.908 | 0.908 | 0.789 | 0.773 | 0.809 |
254
+ | `taq_Tfng` | Tamasheq | 104 | 0.805 | 0.805 | 0.000 | 0.000 | 0.654 | 0.613 | 0.604 |
255
+ | `ind_Latn` | Indonesian | 335 | 0.991 | 0.991 | 0.887 | 0.887 | 0.842 | 0.807 | 0.848 |
256
+ | `nob_Latn` | Norwegian Bokmål | 265 | 0.961 | 0.959 | 0.894 | 0.894 | 0.821 | 0.820 | 0.832 |
257
+ | `kin_Latn` | Kinyarwanda | 210 | 0.981 | 0.981 | 0.854 | 0.854 | 0.849 | 0.818 | 0.864 |
258
+ | `run_Latn` | Rundi | 291 | 0.985 | 0.985 | 0.855 | 0.855 | 0.883 | 0.843 | 0.879 |
259
+ | `mag_Deva` | Magahi | 97 | 1.000 | 1.000 | 0.772 | 0.772 | 0.890 | 0.905 | 0.897 |
260
+ | `cjk_Latn` | Chokwe | 24 | 1.000 | 1.000 | 0.807 | 0.807 | 0.857 | 0.909 | 0.837 |
261
+ | `taq_Latn` | Tamasheq | 106 | 1.000 | 1.000 | 0.838 | 0.838 | 0.902 | 0.909 | 0.922 |
262
+ | `dzo_Tibt` | Dzongkha | 346 | 0.999 | 0.999 | 0.696 | 0.696 | 0.906 | 0.926 | 0.916 |
263
+ | `lim_Latn` | Limburgish | 196 | 1.000 | 1.000 | 0.956 | 0.956 | 0.896 | 0.915 | 0.930 |
264
+
265
+ ## Per language, udhr
266
+
267
+ Against GlotLID restricted, the best MillID is better on **75** languages and worse on **57**; against fastText restricted, the best MillID is better on **313** languages and worse on **8** (F1 differing by more than 0.01), of 358. Every language is in `leaderboard_udhr.csv`.
268
+
269
+ The 30 languages with the most passages:
270
+
271
+ | Label | Language | Passages | GlotLID | GlotLID restricted | fastText | fastText restricted | MillID tiny v1.5 | MillID medium v1 | MillID large v1.5 |
272
+ |---|---|---|---|---|---|---|---|---|---|
273
+ | `roh_Latn` | Romansh | 399 | 0.999 | 0.999 | 0.946 | 0.946 | 0.994 | 0.991 | 0.998 |
274
+ | `oci_Latn` | Occitan | 398 | 0.376 | 0.376 | 0.435 | 0.435 | 0.277 | 0.331 | 0.338 |
275
+ | `cmn_Hani` | Chinese (Mandarin) | 319 | 0.868 | 0.868 | 0.468 | 0.468 | 0.892 | 0.886 | 0.875 |
276
+ | `krl_Latn` | Karelian | 183 | 0.011 | 0.011 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
277
+ | `qug_Latn` | Chimborazo Highland Quichua | 182 | 0.000 | 0.000 | 0.000 | 0.000 | 0.011 | 0.000 | 0.000 |
278
+ | `acu_Latn` | Achuar-Shiwiar | 180 | 0.854 | 0.854 | 0.000 | 0.000 | 0.828 | 0.743 | 0.801 |
279
+ | `hus_Latn` | Huastec | 175 | 0.986 | 0.986 | 0.000 | 0.000 | 0.977 | 0.991 | 0.988 |
280
+ | `hau_Latn` | Hausa | 155 | 1.000 | 1.000 | 0.876 | 0.876 | 0.990 | 0.997 | 1.000 |
281
+ | `auc_Latn` | Waorani | 154 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.050 | 0.025 |
282
+ | `kwi_Latn` | Awa-Cuaiquer | 145 | 0.877 | 0.877 | 0.000 | 0.000 | 0.880 | 0.775 | 0.863 |
283
+ | `jpn_Jpan` | Japanese | 140 | 1.000 | 1.000 | 0.944 | 0.944 | 1.000 | 1.000 | 1.000 |
284
+ | `snn_Latn` | Siona | 136 | 0.514 | 0.514 | 0.000 | 0.000 | 0.630 | 0.773 | 0.467 |
285
+ | `ktu_Latn` | Kituba (Democratic Republic of Congo) | 118 | 0.680 | 0.680 | 0.000 | 0.000 | 0.765 | 0.769 | 0.773 |
286
+ | `lat_Latn` | Latin | 118 | 0.992 | 0.992 | 0.000 | 0.000 | 0.996 | 0.996 | 0.996 |
287
+ | `hat_Latn` | Haitian Creole | 117 | 0.979 | 0.979 | 0.699 | 0.699 | 0.992 | 0.991 | 0.987 |
288
+ | `nya_Latn` | Nyanja | 116 | 1.000 | 1.000 | 0.806 | 0.806 | 0.991 | 0.987 | 0.978 |
289
+ | `kmb_Latn` | Kimbundu | 116 | 1.000 | 1.000 | 0.877 | 0.877 | 0.970 | 0.979 | 0.991 |
290
+ | `rmn_Latn` | Balkan Romani | 116 | 0.857 | 0.857 | 0.000 | 0.000 | 0.678 | 0.667 | 0.704 |
291
+ | `twi_Latn` | Twi | 116 | 0.996 | 0.996 | 0.399 | 0.396 | 0.983 | 0.987 | 0.991 |
292
+ | `chr_Cher` | Cherokee | 115 | 0.663 | 0.663 | 0.000 | 0.000 | 0.670 | 0.715 | 0.945 |
293
+ | `por_Latn` | Portuguese | 115 | 0.996 | 0.996 | 0.793 | 0.793 | 0.955 | 0.996 | 1.000 |
294
+ | `lvs_Latn` | Standard Latvian | 115 | 1.000 | 1.000 | 0.991 | 0.991 | 0.987 | 0.996 | 1.000 |
295
+ | `pov_Latn` | Upper Guinea Crioulo | 115 | 0.833 | 0.833 | 0.000 | 0.000 | 0.821 | 0.838 | 0.827 |
296
+ | `kng_Latn` | Koongo | 115 | 0.193 | 0.193 | 0.457 | 0.457 | 0.076 | 0.047 | 0.047 |
297
+ | `ell_Grek` | Greek | 115 | 1.000 | 1.000 | 1.000 | 1.000 | 0.670 | 0.655 | 0.670 |
298
+ | `tha_Thai` | Thai | 114 | 1.000 | 1.000 | 0.996 | 0.996 | 1.000 | 1.000 | 1.000 |
299
+ | `tso_Latn` | Tsonga | 114 | 0.781 | 0.781 | 0.691 | 0.691 | 0.860 | 0.882 | 0.774 |
300
+ | `cjk_Latn` | Chokwe | 114 | 1.000 | 1.000 | 0.533 | 0.533 | 0.871 | 0.949 | 0.959 |
301
+ | `fas_Arab` | Persian | 114 | 1.000 | 1.000 | 0.934 | 0.934 | 0.991 | 0.991 | 0.982 |
302
+ | `lin_Latn` | Lingala | 110 | 1.000 | 1.000 | 0.986 | 0.986 | 0.991 | 1.000 | 0.996 |
303
+
304
+ Where MillID gains most over GlotLID:
305
+
306
+ | Label | Language | Passages | GlotLID | GlotLID restricted | fastText | fastText restricted | MillID tiny v1.5 | MillID medium v1 | MillID large v1.5 |
307
+ |---|---|---|---|---|---|---|---|---|---|
308
+ | `mic_Latn` | Mi'kmaw | 59 | 0.427 | 0.427 | 0.000 | 0.000 | 0.992 | 1.000 | 1.000 |
309
+ | `tet_Latn` | Tetum | 58 | 0.167 | 0.167 | 0.000 | 0.000 | 0.638 | 0.699 | 0.708 |
310
+ | `fuf_Latn` | Pular | 58 | 0.483 | 0.483 | 0.000 | 0.000 | 0.906 | 0.816 | 0.936 |
311
+ | `skr_Arab` | Saraiki | 63 | 0.500 | 0.500 | 0.000 | 0.000 | 0.867 | 0.923 | 0.875 |
312
+ | `sag_Latn` | Sango | 59 | 0.578 | 0.578 | 0.189 | 0.189 | 0.992 | 0.992 | 0.992 |
313
+ | `zgh_Tfng` | Standard Moroccan Tamazight | 60 | 0.462 | 0.462 | 0.000 | 0.000 | 0.750 | 0.824 | 0.652 |
314
+ | `qvh_Latn` | Huamalíes-Dos de Mayo Huánuco Quechua | 58 | 0.154 | 0.154 | 0.000 | 0.000 | 0.468 | 0.215 | 0.215 |
315
+ | `chr_Cher` | Cherokee | 115 | 0.663 | 0.663 | 0.000 | 0.000 | 0.670 | 0.715 | 0.945 |
316
+ | `tzm_Tfng` | Central Atlas Tamazight | 1 | 0.065 | 0.065 | 0.033 | 0.033 | 0.167 | 0.333 | 0.100 |
317
+ | `snn_Latn` | Siona | 136 | 0.514 | 0.514 | 0.000 | 0.000 | 0.630 | 0.773 | 0.467 |
318
+ | `fkv_Latn` | Kven Finnish | 58 | 0.667 | 0.667 | 0.000 | 0.000 | 0.635 | 0.697 | 0.906 |
319
+ | `bum_Latn` | Bulu | 58 | 0.098 | 0.098 | 0.000 | 0.000 | 0.215 | 0.319 | 0.188 |
320
+ | `mxv_Latn` | Metlatónoc Mixtec | 58 | 0.000 | 0.000 | 0.000 | 0.000 | 0.129 | 0.215 | 0.034 |
321
+ | `pnb_Arab` | Western Panjabi | 61 | 0.739 | 0.739 | 0.000 | 0.000 | 0.882 | 0.931 | 0.884 |
322
+ | `lld_Latn` | Ladin | 59 | 0.731 | 0.731 | 0.000 | 0.000 | 0.909 | 0.899 | 0.881 |
323
+
324
+ Where MillID loses most to GlotLID:
325
+
326
+ | Label | Language | Passages | GlotLID | GlotLID restricted | fastText | fastText restricted | MillID tiny v1.5 | MillID medium v1 | MillID large v1.5 |
327
+ |---|---|---|---|---|---|---|---|---|---|
328
+ | `gyr_Latn` | Guarayu | 49 | 0.990 | 0.990 | 0.000 | 0.000 | 0.537 | 0.339 | 0.393 |
329
+ | `dyu_Latn` | Dyula | 58 | 0.434 | 0.434 | 0.015 | 0.015 | 0.000 | 0.000 | 0.000 |
330
+ | `ell_Grek` | Greek | 115 | 1.000 | 1.000 | 1.000 | 1.000 | 0.670 | 0.655 | 0.670 |
331
+ | `cbu_Latn` | Candoshi-Shapra | 57 | 0.882 | 0.874 | 0.000 | 0.000 | 0.500 | 0.371 | 0.557 |
332
+ | `shp_Latn` | Shipibo-Conibo | 62 | 0.912 | 0.912 | 0.000 | 0.000 | 0.469 | 0.410 | 0.607 |
333
+ | `cpu_Latn` | Pichis Ashéninka | 60 | 0.974 | 0.974 | 0.000 | 0.000 | 0.729 | 0.571 | 0.571 |
334
+ | `qvn_Latn` | North Junín Quechua | 57 | 0.460 | 0.460 | 0.000 | 0.000 | 0.219 | 0.219 | 0.034 |
335
+ | `hin_Deva` | Hindi | 59 | 0.957 | 0.957 | 0.975 | 0.975 | 0.723 | 0.607 | 0.727 |
336
+ | `cni_Latn` | Asháninka | 52 | 0.963 | 0.963 | 0.000 | 0.000 | 0.773 | 0.708 | 0.717 |
337
+ | `hrv_Latn` | Croatian | 58 | 0.727 | 0.727 | 0.474 | 0.474 | 0.500 | 0.537 | 0.559 |
338
+ | `rmn_Latn` | Balkan Romani | 116 | 0.857 | 0.857 | 0.000 | 0.000 | 0.678 | 0.667 | 0.704 |
339
+ | `koi_Cyrl` | Komi-Permyak | 57 | 1.000 | 1.000 | 0.000 | 0.000 | 0.837 | 0.837 | 0.849 |
340
+ | `qvm_Latn` | Margos-Yarowilca-Lauricocha Quechua | 60 | 0.500 | 0.500 | 0.000 | 0.000 | 0.356 | 0.094 | 0.356 |
341
+ | `kea_Latn` | Kabuverdianu | 58 | 0.935 | 0.935 | 0.125 | 0.124 | 0.792 | 0.794 | 0.773 |
342
+ | `ind_Latn` | Indonesian | 60 | 0.903 | 0.903 | 0.565 | 0.565 | 0.768 | 0.674 | 0.645 |
343
+
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
leaderboard_overall.csv CHANGED
@@ -1,51 +1,36 @@
1
- set,model,repo,size,top1_accuracy,top3_accuracy,top5_accuracy,macro_precision,macro_recall,macro_f1,median_f1,languages_f1_at_least_0_9,languages
2
- test,MillID tiny,baobabtech/millid-tiny,2.9M,0.9555030157217128,0.9884449365428882,0.9929362598390783,0.9526668942822866,0.9552731489219365,0.9523793552235162,0.9801980198019801,1428,1621
3
- test,GlotLID,cis-lmu/glotlid,"fastText, 1.7 GB",0.977614145795264,0.9977189572137978,0.9983766301339072,0.9782517709855841,0.9751782136320077,0.9748179587217549,1.0,1488,1621
4
- test,"GlotLID, restricted to MillID's labels",cis-lmu/glotlid,"fastText, 1.7 GB",0.978292631149554,0.9977897194900122,0.9984557173837938,0.9778492893480586,0.9764998669631992,0.9754780061637239,1.0,1490,1621
5
- test,"fastText (Meta, NLLB)",facebook/fasttext-language-identification,"fastText, 1.2 GB",0.25110201838986684,0.2610045745730329,0.262482257399861,0.05202750834127428,0.12048375928156996,0.06567764337804372,0.0,25,1621
6
- test,"fastText, restricted to MillID's labels",facebook/fasttext-language-identification,"fastText, 1.2 GB",0.2514599922577745,0.2610753368492472,0.2625197197813862,0.05205991842533006,0.12089826722608317,0.06593662879256669,0.0,26,1621
7
- test-common,MillID tiny,baobabtech/millid-tiny,2.9M,0.9353685155657383,0.9848135362323328,0.9904175116491478,0.9660575837196331,0.9296483535685888,0.9457638050058335,0.9693593314763231,185,213
8
- test-common,GlotLID,cis-lmu/glotlid,"fastText, 1.7 GB",0.9738223137297398,0.9924609501989257,0.9946437141043701,0.9924377815827973,0.9770740040297234,0.9835053354686013,0.9982788296041308,201,213
9
- test-common,"GlotLID, restricted to MillID's labels",cis-lmu/glotlid,"fastText, 1.7 GB",0.9749369165750732,0.9926931591250368,0.994829481245259,0.9922871273519716,0.9790381188248578,0.9845885184031669,0.9983471074380166,203,213
10
- test-common,"fastText (Meta, NLLB)",facebook/fasttext-language-identification,"fastText, 1.2 GB",0.9338668978435531,0.9706952335247767,0.9761908447760732,0.9356570616737796,0.9169210037343893,0.9148824189777787,0.9680365296803652,165,213
11
- test-common,"fastText, restricted to MillID's labels",facebook/fasttext-language-identification,"fastText, 1.2 GB",0.9351982290199236,0.9709584036410359,0.9763301701317398,0.9353710554982398,0.9200755454154029,0.9173068426975766,0.9680365296803652,166,213
12
- udhr,MillID tiny,baobabtech/millid-tiny,2.9M,0.8422587598799611,0.9133944799019401,0.9274271947250518,0.9042851534127834,0.8684660374682479,0.8697706233854194,0.9845569018769303,274,358
13
- udhr,GlotLID,cis-lmu/glotlid,"fastText, 1.7 GB",0.8598419206221734,0.9279766684982459,0.9420516505346802,0.9261030959501081,0.8825915640670888,0.8864649884094992,0.9915248150542268,287,358
14
- udhr,"GlotLID, restricted to MillID's labels",cis-lmu/glotlid,"fastText, 1.7 GB",0.8614480747284331,0.9294137537512152,0.943319666934359,0.9257695969546421,0.8844312457708232,0.8873151713293488,0.9915248150542268,291,358
15
- udhr,"fastText (Meta, NLLB)",facebook/fasttext-language-identification,"fastText, 1.2 GB",0.4624878481761697,0.4856502810769686,0.49034194175578005,0.31521227915727285,0.4478627321056064,0.3496561644788506,0.0,60,358
16
- udhr,"fastText, restricted to MillID's labels",facebook/fasttext-language-identification,"fastText, 1.2 GB",0.4628682530960734,0.4856502810769686,0.4904264761824253,0.3151627394343268,0.4483116546914005,0.34986047374808604,0.0,61,358
17
- udhr-common,MillID tiny,baobabtech/millid-tiny,2.9M,0.9082283795130143,0.9581024349286315,0.964063811922754,0.9777246258536298,0.9371042669433332,0.9488557553664688,0.9916660879227723,151,170
18
- udhr-common,GlotLID,cis-lmu/glotlid,"fastText, 1.7 GB",0.9335852225020991,0.9677581863979848,0.973215785054576,0.9887806114106193,0.9575995164374027,0.9657221446088623,1.0,155,170
19
- udhr-common,"GlotLID, restricted to MillID's labels",cis-lmu/glotlid,"fastText, 1.7 GB",0.9338371116708648,0.9682619647355164,0.9735516372795969,0.9887806114106193,0.9578604445634422,0.9658801542070193,1.0,156,170
20
- udhr-common,"fastText (Meta, NLLB)",facebook/fasttext-language-identification,"fastText, 1.2 GB",0.9187237615449202,0.964735516372796,0.9740554156171285,0.9473808585265043,0.9431462240812183,0.9323102708833079,1.0,141,170
21
- udhr-common,"fastText, restricted to MillID's labels",facebook/fasttext-language-identification,"fastText, 1.2 GB",0.9194794290512175,0.964735516372796,0.974223341729639,0.9473808585265043,0.9440916022324787,0.9328542536140149,1.0,142,170
22
- udhr-all,MillID tiny,baobabtech/millid-tiny,2.9M,0.7213915939615537,0.7823190819244832,0.794338051623647,0.7256409354705163,0.724733896069074,0.7099014209433365,0.9583333333333334,255,429
23
- udhr-all,GlotLID,cis-lmu/glotlid,"fastText, 1.7 GB",0.750244361582739,0.8144662056981501,0.8281866560474966,0.7694575973118034,0.7529055089081532,0.7454327849166208,0.9795918367346939,277,429
24
- udhr-all,"GlotLID, restricted to MillID's labels",cis-lmu/glotlid,"fastText, 1.7 GB",0.7378271730080006,0.7960395322738297,0.8079498968251095,0.7425329775774382,0.7380568437901042,0.724506747472521,0.9747899159663865,272,429
25
- udhr-all,"fastText (Meta, NLLB)",facebook/fasttext-language-identification,"fastText, 1.2 GB",0.3961191760489447,0.4159577163957572,0.4199761068674655,0.24791077144530446,0.3737409279575923,0.279501714390051,0.0,54,429
26
- udhr-all,"fastText, restricted to MillID's labels",facebook/fasttext-language-identification,"fastText, 1.2 GB",0.39644499149259677,0.4159577163957572,0.42004851029938817,0.2478791005299098,0.3741155533322177,0.27967804305179117,0.0,55,429
27
- test,MillID medium,baobabtech/millid-medium,115.0M,0.9616468462918486,0.9910007034602754,0.9945180048368097,0.9564228576676835,0.9614016943550959,0.9575764452347921,0.9841269841269842,1451,1621
28
- test-common,MillID medium,baobabtech/millid-medium,115.0M,0.9424741087047386,0.988172825363407,0.9923525860334071,0.9732280825173869,0.9360723187927141,0.9527046866271709,0.9738219895287958,191,213
29
- udhr,MillID medium,baobabtech/millid-medium,115.0M,0.8524028910773913,0.9194386914070756,0.9340208800033813,0.9186545076419138,0.8769388469921001,0.8779986710808113,0.9909909909909909,282,358
30
- udhr-common,MillID medium,baobabtech/millid-medium,115.0M,0.9120906801007557,0.9633081444164567,0.9688497061293031,0.9770201360820081,0.9382111759192128,0.947989665742032,0.9955099164401491,153,170
31
- udhr-all,MillID medium,baobabtech/millid-medium,115.0M,0.7300800057922745,0.7874959273069544,0.7999855193136155,0.7415286668963516,0.731804445741659,0.718364827833673,0.9672131147540983,266,429
32
- test,MillID large,baobabtech/millid-large,192.6M,0.9602482507149072,0.9912587776441157,0.9947511040996333,0.9559036355479716,0.9600643840879677,0.9565531272722871,0.9844097995545658,1444,1621
33
- test-common,MillID large,baobabtech/millid-large,192.6M,0.9401365388485533,0.9884824372648885,0.9928789262659257,0.9705884030398076,0.9336637416047967,0.9501275801789851,0.9734513274336283,185,213
34
- udhr,MillID large,baobabtech/millid-large,192.6M,0.8501627287712921,0.9168181241810728,0.928652943911408,0.9119599467677029,0.8756693668405147,0.8755434870560866,0.9912273951519814,273,358
35
- udhr-common,MillID large,baobabtech/millid-large,192.6M,0.9074727120067171,0.9614609571788413,0.9665827036104114,0.9734869274166918,0.9340443413049637,0.9443039665233331,0.9924238076106295,148,170
36
- udhr-all,MillID large,baobabtech/millid-large,192.6M,0.7281613148463237,0.7852514209173515,0.7953879013865257,0.7343781921576387,0.7307450660347418,0.7152922540753559,0.9640287769784173,254,429
37
- test,MillID tiny v1.5,baobabtech/millid-tiny-v1.5,2.9M,0.9587247805328816,0.9890484971341278,0.9932401213781161,0.9549770065582561,0.9588167712047285,0.9553762683202616,0.9824561403508771,1446,1621
38
- test-common,MillID tiny v1.5,baobabtech/millid-tiny-v1.5,2.9M,0.9395947180209607,0.9856649689614069,0.9908664489062959,0.970922775379856,0.9353270477650256,0.951259698841108,0.9726495726495726,188,213
39
- udhr,MillID tiny v1.5,baobabtech/millid-tiny-v1.5,2.9M,0.8492328500781944,0.911703791369035,0.9256519717655015,0.914803800630921,0.8736275490421017,0.8764285216392155,0.9906542056074767,274,358
40
- udhr-common,MillID tiny v1.5,baobabtech/millid-tiny-v1.5,2.9M,0.9123425692695214,0.9606213266162889,0.9654911838790932,0.9794271783100589,0.9393117513722192,0.9512636942896991,1.0,149,170
41
- udhr-all,MillID tiny v1.5,baobabtech/millid-tiny-v1.5,2.9M,0.7273648770951743,0.7808710132860297,0.7928175795532708,0.7340309394117082,0.7290411714617072,0.7148579318843858,0.9649122807017544,254,429
42
- test,MillID medium v1.5,baobabtech/millid-medium-v1.5,115.0M,0.9575592842187637,0.9894064710020355,0.9936563700617297,0.9533057182844771,0.957795228936456,0.9535414152154522,0.9823874755381604,1439,1621
43
- test-common,MillID medium v1.5,baobabtech/millid-medium-v1.5,115.0M,0.9357400498475161,0.985494682415592,0.9911296190225553,0.9693373446332887,0.9301139180681923,0.9467462692735156,0.9702602230483272,186,213
44
- udhr,MillID medium v1.5,baobabtech/millid-medium-v1.5,115.0M,0.8453019992391901,0.9223973963396593,0.9389661439621286,0.9146460443129042,0.8687651165993733,0.87036932500799,0.9845569018769303,275,358
45
- udhr-common,MillID medium v1.5,baobabtech/millid-medium-v1.5,115.0M,0.9002518891687658,0.9629722921914358,0.9701931150293871,0.9738075955416304,0.9283847515638696,0.9389938762973807,0.9915966386554621,146,170
46
- udhr-all,MillID medium v1.5,baobabtech/millid-medium-v1.5,115.0M,0.72399811751077,0.7900300474242479,0.8042211200810918,0.7358829743260015,0.7249834772554209,0.7121266253368457,0.9649122807017544,259,429
47
- test,MillID large v1.5,baobabtech/millid-large-v1.5,192.6M,0.9674118905598961,0.9924242739582336,0.9955503015721713,0.9655219790304682,0.9662728030347064,0.9646355846561194,0.9893617021276596,1478,1621
48
- test-common,MillID large v1.5,baobabtech/millid-large-v1.5,192.6M,0.952505534312739,0.989829249036333,0.993761320185148,0.9756915726411073,0.946030279290983,0.9594091462508073,0.9790794979079497,193,213
49
- udhr,MillID large v1.5,baobabtech/millid-large-v1.5,192.6M,0.85785536159601,0.9182974766473646,0.9308931062175071,0.9171072333156591,0.8824937737402124,0.8812295192906267,0.9914161508989096,283,358
50
- udhr-common,MillID large v1.5,baobabtech/millid-large-v1.5,192.6M,0.9167926112510495,0.9629722921914358,0.9686817800167926,0.9800375512974252,0.9436021694458361,0.9528568922894297,1.0,152,170
51
- udhr-all,MillID large v1.5,baobabtech/millid-large-v1.5,192.6M,0.734750027151287,0.7865184809759983,0.7973065923324766,0.7392238103714293,0.7364400256386854,0.7200574273845932,0.9642857142857142,266,429
 
1
+ set,model,repo,size,top1_accuracy,top3_accuracy,top5_accuracy,macro_precision,macro_recall,macro_f1,median_f1,languages_f1_at_least_0_9,languages
2
+ test,MillID tiny v1.5,baobabtech/millid-tiny-v1.5,2.9M,0.9587247805328816,0.9890484971341278,0.9932401213781161,0.9549770065582561,0.9588167712047285,0.9553762683202616,0.9824561403508771,1446,1621
3
+ test,GlotLID,cis-lmu/glotlid,"fastText, 1.7 GB",0.977614145795264,0.9977189572137978,0.9983766301339072,0.9782517709855841,0.9751782136320077,0.9748179587217549,1.0,1488,1621
4
+ test,"GlotLID, restricted to MillID's labels",cis-lmu/glotlid,"fastText, 1.7 GB",0.978292631149554,0.9977897194900122,0.9984557173837938,0.9778492893480586,0.9764998669631992,0.9754780061637239,1.0,1490,1621
5
+ test,"fastText (Meta, NLLB)",facebook/fasttext-language-identification,"fastText, 1.2 GB",0.25110201838986684,0.2610045745730329,0.262482257399861,0.05202750834127428,0.12048375928156996,0.06567764337804372,0.0,25,1621
6
+ test,"fastText, restricted to MillID's labels",facebook/fasttext-language-identification,"fastText, 1.2 GB",0.2514599922577745,0.2610753368492472,0.2625197197813862,0.05205991842533006,0.12089826722608317,0.06593662879256669,0.0,26,1621
7
+ test-common,MillID tiny v1.5,baobabtech/millid-tiny-v1.5,2.9M,0.9395947180209607,0.9856649689614069,0.9908664489062959,0.970922775379856,0.9353270477650256,0.951259698841108,0.9726495726495726,188,213
8
+ test-common,GlotLID,cis-lmu/glotlid,"fastText, 1.7 GB",0.9738223137297398,0.9924609501989257,0.9946437141043701,0.9924377815827973,0.9770740040297234,0.9835053354686013,0.9982788296041308,201,213
9
+ test-common,"GlotLID, restricted to MillID's labels",cis-lmu/glotlid,"fastText, 1.7 GB",0.9749369165750732,0.9926931591250368,0.994829481245259,0.9922871273519716,0.9790381188248578,0.9845885184031669,0.9983471074380166,203,213
10
+ test-common,"fastText (Meta, NLLB)",facebook/fasttext-language-identification,"fastText, 1.2 GB",0.9338668978435531,0.9706952335247767,0.9761908447760732,0.9356570616737796,0.9169210037343893,0.9148824189777787,0.9680365296803652,165,213
11
+ test-common,"fastText, restricted to MillID's labels",facebook/fasttext-language-identification,"fastText, 1.2 GB",0.9351982290199236,0.9709584036410359,0.9763301701317398,0.9353710554982398,0.9200755454154029,0.9173068426975766,0.9680365296803652,166,213
12
+ udhr,MillID tiny v1.5,baobabtech/millid-tiny-v1.5,2.9M,0.8492328500781944,0.911703791369035,0.9256519717655015,0.914803800630921,0.8736275490421017,0.8764285216392155,0.9906542056074767,274,358
13
+ udhr,GlotLID,cis-lmu/glotlid,"fastText, 1.7 GB",0.8598419206221734,0.9279766684982459,0.9420516505346802,0.9261030959501081,0.8825915640670888,0.8864649884094992,0.9915248150542268,287,358
14
+ udhr,"GlotLID, restricted to MillID's labels",cis-lmu/glotlid,"fastText, 1.7 GB",0.8614480747284331,0.9294137537512152,0.943319666934359,0.9257695969546421,0.8844312457708232,0.8873151713293488,0.9915248150542268,291,358
15
+ udhr,"fastText (Meta, NLLB)",facebook/fasttext-language-identification,"fastText, 1.2 GB",0.4624878481761697,0.4856502810769686,0.49034194175578005,0.31521227915727285,0.4478627321056064,0.3496561644788506,0.0,60,358
16
+ udhr,"fastText, restricted to MillID's labels",facebook/fasttext-language-identification,"fastText, 1.2 GB",0.4628682530960734,0.4856502810769686,0.4904264761824253,0.3151627394343268,0.4483116546914005,0.34986047374808604,0.0,61,358
17
+ udhr-common,MillID tiny v1.5,baobabtech/millid-tiny-v1.5,2.9M,0.9123425692695214,0.9606213266162889,0.9654911838790932,0.9794271783100589,0.9393117513722192,0.9512636942896991,1.0,149,170
18
+ udhr-common,GlotLID,cis-lmu/glotlid,"fastText, 1.7 GB",0.9335852225020991,0.9677581863979848,0.973215785054576,0.9887806114106193,0.9575995164374027,0.9657221446088623,1.0,155,170
19
+ udhr-common,"GlotLID, restricted to MillID's labels",cis-lmu/glotlid,"fastText, 1.7 GB",0.9338371116708648,0.9682619647355164,0.9735516372795969,0.9887806114106193,0.9578604445634422,0.9658801542070193,1.0,156,170
20
+ udhr-common,"fastText (Meta, NLLB)",facebook/fasttext-language-identification,"fastText, 1.2 GB",0.9187237615449202,0.964735516372796,0.9740554156171285,0.9473808585265043,0.9431462240812183,0.9323102708833079,1.0,141,170
21
+ udhr-common,"fastText, restricted to MillID's labels",facebook/fasttext-language-identification,"fastText, 1.2 GB",0.9194794290512175,0.964735516372796,0.974223341729639,0.9473808585265043,0.9440916022324787,0.9328542536140149,1.0,142,170
22
+ udhr-all,MillID tiny v1.5,baobabtech/millid-tiny-v1.5,2.9M,0.7273648770951743,0.7808710132860297,0.7928175795532708,0.7340309394117082,0.7290411714617072,0.7148579318843858,0.9649122807017544,254,429
23
+ udhr-all,GlotLID,cis-lmu/glotlid,"fastText, 1.7 GB",0.750244361582739,0.8144662056981501,0.8281866560474966,0.7694575973118034,0.7529055089081532,0.7454327849166208,0.9795918367346939,277,429
24
+ udhr-all,"GlotLID, restricted to MillID's labels",cis-lmu/glotlid,"fastText, 1.7 GB",0.7378271730080006,0.7960395322738297,0.8079498968251095,0.7425329775774382,0.7380568437901042,0.724506747472521,0.9747899159663865,272,429
25
+ udhr-all,"fastText (Meta, NLLB)",facebook/fasttext-language-identification,"fastText, 1.2 GB",0.3961191760489447,0.4159577163957572,0.4199761068674655,0.24791077144530446,0.3737409279575923,0.279501714390051,0.0,54,429
26
+ udhr-all,"fastText, restricted to MillID's labels",facebook/fasttext-language-identification,"fastText, 1.2 GB",0.39644499149259677,0.4159577163957572,0.42004851029938817,0.2478791005299098,0.3741155533322177,0.27967804305179117,0.0,55,429
27
+ test,MillID medium v1,baobabtech/millid-medium-v1,115.0M,0.9616468462918486,0.9910007034602754,0.9945180048368097,0.9564228576676835,0.9614016943550959,0.9575764452347921,0.9841269841269842,1451,1621
28
+ test-common,MillID medium v1,baobabtech/millid-medium-v1,115.0M,0.9424741087047386,0.988172825363407,0.9923525860334071,0.9732280825173869,0.9360723187927141,0.9527046866271709,0.9738219895287958,191,213
29
+ udhr,MillID medium v1,baobabtech/millid-medium-v1,115.0M,0.8524028910773913,0.9194386914070756,0.9340208800033813,0.9186545076419138,0.8769388469921001,0.8779986710808113,0.9909909909909909,282,358
30
+ udhr-common,MillID medium v1,baobabtech/millid-medium-v1,115.0M,0.9120906801007557,0.9633081444164567,0.9688497061293031,0.9770201360820081,0.9382111759192128,0.947989665742032,0.9955099164401491,153,170
31
+ udhr-all,MillID medium v1,baobabtech/millid-medium-v1,115.0M,0.7300800057922745,0.7874959273069544,0.7999855193136155,0.7415286668963516,0.731804445741659,0.718364827833673,0.9672131147540983,266,429
32
+ test,MillID large v1.5,baobabtech/millid-large-v1.5,192.6M,0.9674118905598961,0.9924242739582336,0.9955503015721713,0.9655219790304682,0.9662728030347064,0.9646355846561194,0.9893617021276596,1478,1621
33
+ test-common,MillID large v1.5,baobabtech/millid-large-v1.5,192.6M,0.952505534312739,0.989829249036333,0.993761320185148,0.9756915726411073,0.946030279290983,0.9594091462508073,0.9790794979079497,193,213
34
+ udhr,MillID large v1.5,baobabtech/millid-large-v1.5,192.6M,0.85785536159601,0.9182974766473646,0.9308931062175071,0.9171072333156591,0.8824937737402124,0.8812295192906267,0.9914161508989096,283,358
35
+ udhr-common,MillID large v1.5,baobabtech/millid-large-v1.5,192.6M,0.9167926112510495,0.9629722921914358,0.9686817800167926,0.9800375512974252,0.9436021694458361,0.9528568922894297,1.0,152,170
36
+ udhr-all,MillID large v1.5,baobabtech/millid-large-v1.5,192.6M,0.734750027151287,0.7865184809759983,0.7973065923324766,0.7392238103714293,0.7364400256386854,0.7200574273845932,0.9642857142857142,266,429
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
leaderboard_test-common.csv CHANGED
@@ -1,214 +1,214 @@
1
- label,language,support,GlotLID,GlotLID restricted,fastText,fastText restricted,MillID tiny,MillID medium,MillID large,MillID tiny v1.5,MillID medium v1.5,MillID large v1.5,best MillID,best MillID model,gain over GlotLID restricted,gain over fastText restricted
2
- fra_Latn,French,1652,0.9548,0.9548,0.9632,0.9632,0.9583,0.9737,0.9636,0.943,0.9747,0.9831,0.9831,MillID large v1.5,0.0283,0.0199
3
- eng_Latn,English,1444,0.876,0.8768,0.8574,0.8571,0.9357,0.9414,0.9321,0.9324,0.9212,0.9525,0.9525,MillID large v1.5,0.0757,0.0954
4
- spa_Latn,Spanish,1136,0.9583,0.9583,0.9407,0.9407,0.9434,0.953,0.9575,0.937,0.9574,0.9719,0.9719,MillID large v1.5,0.0136,0.0312
5
- tam_Taml,Tamil,754,1.0,1.0,0.9973,0.9973,0.9993,0.998,0.998,0.9973,0.9953,0.9987,0.9993,MillID tiny,-0.0007,0.002
6
- arb_Arab,Arabic (Modern Standard),745,0.8864,0.8864,0.9573,0.9542,0.8774,0.905,0.8919,0.8712,0.9095,0.9046,0.9095,MillID medium v1.5,0.0231,-0.0447
7
- por_Latn,Portuguese,657,0.9538,0.9562,0.95,0.9493,0.9581,0.9628,0.9601,0.9589,0.9491,0.9731,0.9731,MillID large v1.5,0.0169,0.0238
8
- kan_Knda,Kannada,601,0.9941,0.9941,0.9992,0.9992,0.9822,0.9865,0.9908,0.9726,0.9656,0.9665,0.9908,MillID large,-0.0033,-0.0084
9
- zul_Latn,Zulu,594,0.9042,0.9042,0.9704,0.9704,0.8449,0.8713,0.8295,0.883,0.8432,0.9094,0.9094,MillID large v1.5,0.0052,-0.061
10
- swh_Latn,Swahili,592,0.9536,0.9528,0.9454,0.9454,0.9021,0.8967,0.9019,0.893,0.8522,0.9094,0.9094,MillID large v1.5,-0.0434,-0.036
11
- mar_Deva,Marathi,589,0.9888,0.9897,0.9871,0.9871,0.9705,0.9811,0.9744,0.9683,0.9697,0.9785,0.9811,MillID medium,-0.0086,-0.006
12
- tso_Latn,Tsonga,581,0.956,0.956,0.9861,0.9861,0.9834,0.9843,0.9834,0.9789,0.9852,0.9852,0.9852,MillID medium v1.5,0.0292,-0.0009
13
- hun_Latn,Hungarian,576,1.0,1.0,0.9804,0.9804,0.9826,0.9913,0.9913,0.9886,0.9912,0.993,0.993,MillID large v1.5,-0.007,0.0126
14
- afr_Latn,Afrikaans,569,0.9849,0.9849,0.9858,0.9858,0.9781,0.976,0.9816,0.9716,0.9833,0.9831,0.9833,MillID medium v1.5,-0.0016,-0.0025
15
- tel_Telu,Telugu,555,0.9982,0.9982,0.9991,0.9991,0.9991,1.0,1.0,0.9973,0.9982,0.9991,1.0,MillID medium,0.0018,0.0009
16
- rus_Cyrl,Russian,528,0.9846,0.9846,0.9271,0.9271,0.9242,0.9291,0.9557,0.9453,0.9389,0.9557,0.9557,MillID large,-0.0289,0.0286
17
- ory_Orya,Odia (individual language),511,0.9971,1.0,0.9961,0.9961,0.9961,0.9961,0.9961,0.9941,0.9961,0.9951,0.9961,MillID tiny,-0.0039,0.0
18
- sot_Latn,Southern Sotho,491,0.9774,0.9784,0.8562,0.8562,0.9703,0.9665,0.9671,0.9694,0.9652,0.9737,0.9737,MillID large v1.5,-0.0047,0.1175
19
- nso_Latn,Northern Sotho,479,0.9695,0.9695,0.9673,0.9673,0.9471,0.9614,0.9521,0.9579,0.9648,0.9635,0.9648,MillID medium v1.5,-0.0047,-0.0025
20
- asm_Beng,Assamese,467,0.9989,0.9989,0.9968,0.9968,0.9925,0.9946,0.9936,0.9968,0.9947,0.9968,0.9968,MillID tiny v1.5,-0.0021,0.0
21
- ben_Beng,Bangla,466,0.9968,0.9968,0.9894,0.9894,0.9737,0.9871,0.9817,0.9882,0.987,0.9925,0.9925,MillID large v1.5,-0.0043,0.0031
22
- pan_Guru,Punjabi,460,1.0,1.0,0.9901,0.9901,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,0.0099
23
- amh_Ethi,Amharic,458,1.0,1.0,0.9978,0.9978,0.9857,0.9869,0.9781,0.9835,0.9856,0.9857,0.9869,MillID medium,-0.0131,-0.0109
24
- tsn_Latn,Tswana,456,0.9605,0.9605,0.8698,0.8698,0.9336,0.9397,0.9365,0.9475,0.9442,0.9467,0.9475,MillID tiny v1.5,-0.013,0.0777
25
- gaz_Latn,Oromo (West Central),441,0.9744,0.9744,0.9733,0.9733,0.9349,0.9552,0.9541,0.9354,0.9466,0.9413,0.9552,MillID medium,-0.0192,-0.0181
26
- som_Latn,Somali,439,0.9954,0.9954,0.9909,0.9909,0.9885,0.992,0.992,0.9839,0.9897,0.9909,0.992,MillID medium,-0.0034,0.0011
27
- uzn_Latn,Northern Uzbek,436,0.9989,0.9989,0.9849,0.9849,0.9779,0.9838,0.9825,0.9839,0.9814,0.9861,0.9861,MillID large v1.5,-0.0128,0.0012
28
- tha_Thai,Thai,431,0.9799,0.9799,0.9811,0.9811,0.9775,0.9701,0.9787,0.9799,0.9701,0.9811,0.9811,MillID large v1.5,0.0012,0.0
29
- ydd_Hebr,Eastern Yiddish,430,1.0,1.0,0.9988,0.9988,0.9942,0.9977,0.9918,0.993,0.993,0.9942,0.9977,MillID medium,-0.0023,-0.0011
30
- tur_Latn,Turkish,430,0.9988,0.9988,0.9803,0.9803,0.9685,0.9742,0.9766,0.968,0.959,0.9731,0.9766,MillID large,-0.0222,-0.0037
31
- nno_Latn,Norwegian Nynorsk,427,0.9845,0.9845,0.9542,0.9542,0.8945,0.9189,0.9147,0.9132,0.9035,0.9273,0.9273,MillID large v1.5,-0.0572,-0.0269
32
- smo_Latn,Samoan,426,0.9988,0.9988,0.9372,0.9372,0.9929,0.9917,0.9976,0.9905,0.9929,0.9977,0.9977,MillID large v1.5,-0.0011,0.0605
33
- pap_Latn,Papiamento,423,0.9988,0.9988,0.9742,0.9731,0.9623,0.9709,0.9712,0.9784,0.975,0.9809,0.9809,MillID large v1.5,-0.0179,0.0078
34
- ckb_Arab,Central Kurdish,421,0.9769,0.9769,0.9952,0.9952,0.9695,0.9619,0.9316,0.9554,0.9632,0.9757,0.9757,MillID large v1.5,-0.0012,-0.0195
35
- pbt_Arab,Southern Pashto,419,0.9988,0.9988,0.9782,0.977,0.9844,0.994,0.9892,0.9855,0.9855,0.9881,0.994,MillID medium,-0.0048,0.017
36
- ekk_Latn,Estonian,419,0.9929,0.9929,0.9857,0.9857,0.9721,0.9806,0.9732,0.9709,0.9732,0.9782,0.9806,MillID medium,-0.0123,-0.0051
37
- sna_Latn,Shona,415,1.0,1.0,0.9831,0.9831,0.9766,0.9779,0.9716,0.9817,0.9758,0.973,0.9817,MillID tiny v1.5,-0.0183,-0.0014
38
- luo_Latn,Luo (Kenya and Tanzania),415,1.0,1.0,0.9564,0.9564,0.9791,0.9841,0.9853,0.9879,0.9791,0.989,0.989,MillID large v1.5,-0.011,0.0326
39
- tgk_Cyrl,Tajik,413,1.0,1.0,0.983,0.983,0.9927,0.9927,0.9927,0.9951,0.9927,0.9915,0.9951,MillID tiny v1.5,-0.0049,0.0121
40
- bod_Tibt,Tibetan,406,0.9988,0.9988,0.8191,0.8191,0.932,0.9503,0.9403,0.9354,0.9417,0.9433,0.9503,MillID medium,-0.0485,0.1312
41
- lug_Latn,Ganda,405,0.9863,0.9876,0.979,0.979,0.9684,0.9748,0.9735,0.9682,0.9589,0.9862,0.9862,MillID large v1.5,-0.0014,0.0072
42
- fas_Arab,Persian,396,0.9859,0.9859,0.9439,0.9439,0.9301,0.9342,0.9516,0.945,0.9342,0.9287,0.9516,MillID large,-0.0343,0.0077
43
- ell_Grek,Greek,394,0.9987,0.9987,0.97,0.97,0.9493,0.9086,0.9423,0.901,0.9423,0.9322,0.9493,MillID tiny,-0.0494,-0.0207
44
- hin_Deva,Hindi,392,0.8768,0.8768,0.863,0.863,0.8179,0.8171,0.8358,0.8552,0.8024,0.8932,0.8932,MillID large v1.5,0.0164,0.0302
45
- lus_Latn,Mizo,391,0.9974,0.9974,0.9897,0.9897,0.9739,0.9738,0.9764,0.9831,0.9818,0.9778,0.9831,MillID tiny v1.5,-0.0143,-0.0066
46
- dyu_Latn,Dyula,390,1.0,1.0,0.8223,0.8223,0.9564,0.9729,0.9703,0.9658,0.9681,0.9832,0.9832,MillID large v1.5,-0.0168,0.1609
47
- slk_Latn,Slovak,374,0.9987,0.9987,0.9714,0.9714,0.9418,0.9486,0.9404,0.9515,0.9361,0.966,0.966,MillID large v1.5,-0.0327,-0.0054
48
- ron_Latn,Romanian,369,0.9959,0.9959,0.9759,0.9759,0.9712,0.9755,0.9632,0.9672,0.9607,0.9685,0.9755,MillID medium,-0.0204,-0.0004
49
- kal_Latn,Kalaallisut,369,0.9986,0.9986,0.9932,0.9932,0.9946,0.9986,0.9986,0.9986,0.9986,0.9973,0.9986,MillID medium,0.0,0.0054
50
- azb_Arab,South Azerbaijani,369,0.9959,0.9959,0.9711,0.9711,0.9583,0.9622,0.9565,0.9586,0.9489,0.9653,0.9653,MillID large v1.5,-0.0306,-0.0058
51
- fin_Latn,Finnish,368,1.0,1.0,0.9946,0.9946,0.9358,0.9548,0.8949,0.9291,0.9445,0.9444,0.9548,MillID medium,-0.0452,-0.0398
52
- hau_Latn,Hausa,367,0.9932,0.9932,0.9851,0.9837,0.9694,0.9753,0.9767,0.971,0.9723,0.9835,0.9835,MillID large v1.5,-0.0097,-0.0002
53
- xho_Latn,Xhosa,367,0.9481,0.9481,0.9511,0.9511,0.8352,0.8617,0.8584,0.8953,0.8612,0.8994,0.8994,MillID large v1.5,-0.0487,-0.0517
54
- kng_Latn,Koongo,362,1.0,1.0,0.9718,0.9718,0.9432,0.9322,0.9525,0.9446,0.9417,0.9568,0.9568,MillID large v1.5,-0.0432,-0.015
55
- twi_Latn,Twi,359,0.9916,0.9902,0.9684,0.9684,0.9759,0.9744,0.9688,0.9773,0.9701,0.9745,0.9773,MillID tiny v1.5,-0.0129,0.0089
56
- deu_Latn,German,356,0.9972,0.9972,0.9889,0.9889,0.9688,0.9597,0.9434,0.9802,0.9551,0.9657,0.9802,MillID tiny v1.5,-0.017,-0.0087
57
- guj_Gujr,Gujarati,354,1.0,1.0,0.9842,0.9842,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,0.0158
58
- dik_Latn,Southwestern Dinka,350,1.0,1.0,0.99,0.99,0.9826,0.9957,0.9884,0.9928,0.9957,0.9928,0.9957,MillID medium,-0.0043,0.0057
59
- lua_Latn,Luba-Lulua,346,0.9971,0.9971,0.9633,0.9633,0.9719,0.9809,0.9898,0.9794,0.9794,0.9868,0.9898,MillID large,-0.0073,0.0265
60
- dzo_Tibt,Dzongkha,346,0.9986,0.9986,0.6958,0.6958,0.8946,0.9265,0.8964,0.9061,0.924,0.9163,0.9265,MillID medium,-0.0721,0.2307
61
- che_Cyrl,Chechen,345,1.0,1.0,0.984,0.984,0.9734,0.9898,0.9942,0.9778,0.9913,0.9927,0.9942,MillID large,-0.0058,0.0102
62
- fij_Latn,Fijian,344,1.0,1.0,0.9884,0.9884,0.9971,0.9942,0.9927,0.9883,0.9927,0.9927,0.9971,MillID tiny,-0.0029,0.0087
63
- ita_Latn,Italian,342,0.9838,0.9838,0.949,0.949,0.9278,0.9259,0.9517,0.9216,0.9422,0.9388,0.9517,MillID large,-0.0321,0.0027
64
- mya_Mymr,Burmese,342,1.0,1.0,0.9897,0.9897,0.9792,0.9912,0.9838,0.9745,0.9414,0.9837,0.9912,MillID medium,-0.0088,0.0015
65
- kaz_Cyrl,Kazakh,340,1.0,1.0,0.9926,0.9926,0.9807,0.9852,0.9881,0.9836,0.9896,0.9882,0.9896,MillID medium v1.5,-0.0104,-0.003
66
- tir_Ethi,Tigrinya,339,0.9881,0.9985,0.9956,0.9956,0.9853,0.9745,0.976,0.9824,0.9824,0.9825,0.9853,MillID tiny,-0.0132,-0.0103
67
- mal_Mlym,Malayalam,338,1.0,1.0,0.994,0.994,1.0,0.9985,1.0,1.0,1.0,0.9985,1.0,MillID tiny,0.0,0.006
68
- hat_Latn,Haitian Creole,338,0.997,0.997,0.9774,0.9774,0.9851,0.982,0.9956,0.9865,0.9537,0.9925,0.9956,MillID large,-0.0014,0.0182
69
- ceb_Latn,Cebuano,338,1.0,1.0,0.9926,0.9926,0.9758,0.9851,0.9713,0.9807,0.9789,0.985,0.9851,MillID medium,-0.0149,-0.0075
70
- vie_Latn,Vietnamese,338,1.0,1.0,0.9836,0.9836,0.9521,0.9521,0.9711,0.9519,0.9568,0.9742,0.9742,MillID large v1.5,-0.0258,-0.0094
71
- slv_Latn,Slovenian,338,0.9927,0.9927,0.9653,0.9653,0.9501,0.9669,0.9577,0.96,0.9448,0.9759,0.9759,MillID large v1.5,-0.0168,0.0106
72
- lao_Laoo,Lao,335,1.0,1.0,0.991,0.991,0.9955,0.9985,0.9955,0.997,0.9985,1.0,1.0,MillID large v1.5,0.0,0.009
73
- chv_Cyrl,Chuvash,335,1.0,1.0,0.9926,0.9926,0.994,0.9955,0.997,0.9985,0.9955,0.9955,0.9985,MillID tiny v1.5,-0.0015,0.0059
74
- ind_Latn,Indonesian,335,0.9911,0.9911,0.8873,0.8873,0.7677,0.8067,0.8058,0.8419,0.8378,0.8479,0.8479,MillID large v1.5,-0.1432,-0.0394
75
- uig_Arab,Uyghur,334,1.0,1.0,0.9911,0.9911,0.994,0.9925,0.9955,0.9955,0.9985,0.9985,0.9985,MillID medium v1.5,-0.0015,0.0074
76
- oci_Latn,Occitan,333,0.9911,0.9911,0.9619,0.9619,0.9515,0.954,0.9552,0.9574,0.9446,0.956,0.9574,MillID tiny v1.5,-0.0337,-0.0045
77
- mkd_Cyrl,Macedonian,331,1.0,1.0,0.9924,0.9924,0.9686,0.9685,0.9607,0.9727,0.9688,0.9669,0.9727,MillID tiny v1.5,-0.0273,-0.0197
78
- lit_Latn,Lithuanian,330,0.9955,0.9955,0.974,0.974,0.9755,0.9848,0.9909,0.9676,0.9817,0.9909,0.9909,MillID large,-0.0046,0.0169
79
- swe_Latn,Swedish,328,0.9717,0.9717,0.9767,0.9767,0.9288,0.9538,0.963,0.9588,0.9555,0.9594,0.963,MillID large,-0.0087,-0.0137
80
- snd_Arab,Sindhi,325,1.0,1.0,0.9848,0.9833,0.9845,0.9938,0.9954,0.9891,0.9877,0.9939,0.9954,MillID large,-0.0046,0.0121
81
- kat_Geor,Georgian,324,1.0,1.0,0.9859,0.9859,0.9829,0.9892,0.9876,0.9954,0.9876,0.9938,0.9954,MillID tiny v1.5,-0.0046,0.0095
82
- jpn_Jpan,Japanese,323,0.9969,0.9969,0.8684,0.8684,0.9713,0.9746,0.9763,0.9746,0.9718,0.9762,0.9763,MillID large,-0.0206,0.1079
83
- ssw_Latn,Swati,322,0.9684,0.97,0.9721,0.9721,0.9382,0.9525,0.9492,0.9537,0.9445,0.9522,0.9537,MillID tiny v1.5,-0.0163,-0.0184
84
- ukr_Cyrl,Ukrainian,322,1.0,1.0,0.9783,0.9783,0.9583,0.9762,0.9664,0.9617,0.9592,0.9633,0.9762,MillID medium,-0.0238,-0.0021
85
- szl_Latn,Silesian,320,0.9969,0.9969,0.9254,0.9254,0.9615,0.9688,0.9668,0.9556,0.965,0.9796,0.9796,MillID large v1.5,-0.0173,0.0542
86
- cat_Latn,Catalan,318,0.9845,0.9845,0.9528,0.9528,0.9551,0.9662,0.9554,0.9497,0.9553,0.9683,0.9683,MillID large v1.5,-0.0162,0.0155
87
- ayr_Latn,Central Aymara,309,1.0,1.0,0.9752,0.9752,0.9935,0.9935,0.9935,0.9886,0.9919,0.9951,0.9951,MillID large v1.5,-0.0049,0.0199
88
- yor_Latn,Yoruba,308,0.9984,0.9984,0.9683,0.9683,0.9886,0.9885,0.9885,0.987,0.9935,0.9852,0.9935,MillID medium v1.5,-0.0049,0.0252
89
- ewe_Latn,Ewe,308,1.0,1.0,0.9852,0.9852,0.9885,0.9869,0.9935,0.9902,0.9935,0.9951,0.9951,MillID large v1.5,-0.0049,0.0099
90
- roh_Latn,Romansh,307,1.0,1.0,0.9742,0.9742,0.9854,0.9854,0.9869,0.9789,0.9837,0.9902,0.9902,MillID large v1.5,-0.0098,0.016
91
- mni_Beng,Manipuri,304,1.0,1.0,0.9499,0.9499,0.941,0.9573,0.9535,0.9501,0.9559,0.959,0.959,MillID large v1.5,-0.041,0.0091
92
- tpi_Latn,Tok Pisin,302,0.9983,0.9983,0.9867,0.9867,0.9933,0.9967,0.9934,0.9934,0.9884,0.9983,0.9983,MillID large v1.5,0.0,0.0116
93
- lvs_Latn,Standard Latvian,298,0.995,0.995,0.9472,0.9472,0.9626,0.9696,0.9746,0.9603,0.9781,0.9763,0.9781,MillID medium v1.5,-0.0169,0.0309
94
- ton_Latn,Tongan,298,1.0,1.0,0.0,0.0,0.9966,0.9915,0.9949,0.9966,0.9898,0.9949,0.9966,MillID tiny,-0.0034,0.9966
95
- epo_Latn,Esperanto,294,0.9983,0.9983,0.9882,0.9882,0.9759,0.9724,0.988,0.976,0.9793,0.9828,0.988,MillID large,-0.0103,-0.0002
96
- knc_Latn,Central Kanuri,293,0.9517,0.9517,0.9811,0.9811,0.9541,0.9594,0.9648,0.9666,0.9517,0.9666,0.9666,MillID tiny v1.5,0.0149,-0.0145
97
- run_Latn,Rundi,291,0.9848,0.9848,0.8545,0.8545,0.8372,0.8425,0.8454,0.8832,0.8323,0.8787,0.8832,MillID tiny v1.5,-0.1016,0.0287
98
- mlt_Latn,Maltese,291,0.9932,0.9932,0.9614,0.9614,0.9948,0.9966,0.9931,0.9948,0.9931,0.9914,0.9966,MillID medium,0.0034,0.0352
99
- bho_Deva,Bhojpuri,290,0.9983,0.9983,0.8732,0.8732,0.9387,0.9453,0.9302,0.9556,0.9378,0.9522,0.9556,MillID tiny v1.5,-0.0427,0.0824
100
- bak_Cyrl,Bashkir,289,1.0,1.0,0.9846,0.9846,0.9879,0.9842,0.9861,0.9825,0.9792,0.9895,0.9895,MillID large v1.5,-0.0105,0.0049
101
- kmr_Latn,Northern Kurdish,289,1.0,1.0,0.9747,0.9747,0.942,0.9718,0.942,0.9791,0.951,0.9606,0.9791,MillID tiny v1.5,-0.0209,0.0044
102
- bul_Cyrl,Bulgarian,289,1.0,1.0,0.9827,0.9827,0.941,0.9532,0.9666,0.9636,0.9703,0.9704,0.9704,MillID large v1.5,-0.0296,-0.0123
103
- cmn_Hani,Chinese (Mandarin),288,0.9663,0.9663,0.4884,0.4884,0.8978,0.8913,0.8889,0.9149,0.8662,0.9133,0.9149,MillID tiny v1.5,-0.0514,0.4265
104
- bam_Latn,Bambara,287,0.9983,0.9983,0.7923,0.7923,0.9535,0.9615,0.955,0.9521,0.958,0.9826,0.9826,MillID large v1.5,-0.0157,0.1903
105
- abk_Cyrl,Abkhazian,285,1.0,1.0,1.0,1.0,1.0,0.9982,1.0,0.9965,0.9948,1.0,1.0,MillID tiny,0.0,0.0
106
- bxr_Cyrl,Russia Buriat,277,1.0,1.0,0.9387,0.9387,0.9798,0.9726,0.9835,0.9726,0.9835,0.9835,0.9835,MillID large,-0.0165,0.0448
107
- isl_Latn,Icelandic,276,1.0,1.0,0.7886,0.7886,0.9616,0.9683,0.9567,0.949,0.935,0.963,0.9683,MillID medium,-0.0317,0.1797
108
- lmo_Latn,Lombard,276,0.9875,0.9875,0.9097,0.9081,0.9011,0.9199,0.8998,0.9149,0.9074,0.9316,0.9316,MillID large v1.5,-0.0559,0.0235
109
- npi_Deva,Nepali,273,0.9908,0.9927,0.9745,0.9745,0.9594,0.9703,0.9551,0.9649,0.9724,0.9743,0.9743,MillID large v1.5,-0.0184,-0.0002
110
- kam_Latn,Kamba,272,0.9716,0.9736,0.8625,0.8625,0.9815,0.9795,0.9741,0.9795,0.9685,0.9889,0.9889,MillID large v1.5,0.0153,0.1264
111
- quy_Latn,Ayacucho Quechua,271,0.9246,0.9331,0.9794,0.9794,0.9203,0.9289,0.9267,0.9398,0.8708,0.9095,0.9398,MillID tiny v1.5,0.0067,-0.0396
112
- srp_Cyrl,Serbian,269,1.0,1.0,0.9834,0.9834,0.9681,0.9774,0.9725,0.974,0.9703,0.9704,0.9774,MillID medium,-0.0226,-0.006
113
- nob_Latn,Norwegian Bokmål,265,0.9612,0.9594,0.8942,0.8942,0.7906,0.8195,0.7992,0.8207,0.7919,0.8321,0.8321,MillID large v1.5,-0.1273,-0.0621
114
- kor_Hang,Korean,265,1.0,1.0,0.8237,0.8237,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,0.1763
115
- tum_Latn,Tumbuka,265,0.9962,0.9962,0.9662,0.9662,0.955,0.9569,0.9691,0.9773,0.9653,0.975,0.9773,MillID tiny v1.5,-0.0189,0.0111
116
- khk_Cyrl,Halh Mongolian,262,1.0,1.0,0.9205,0.9205,0.9751,0.9735,0.9886,0.9774,0.9812,0.9905,0.9905,MillID large v1.5,-0.0095,0.07
117
- nya_Latn,Nyanja,262,0.9786,0.9786,0.9259,0.9259,0.9364,0.9553,0.9502,0.9518,0.9451,0.9509,0.9553,MillID medium,-0.0233,0.0294
118
- nld_Latn,Dutch,259,0.9719,0.9719,0.9597,0.9597,0.9428,0.9435,0.9558,0.9363,0.9497,0.9583,0.9583,MillID large v1.5,-0.0136,-0.0014
119
- ltg_Latn,Latgalian,259,0.9981,0.9981,0.9647,0.9647,0.9572,0.9674,0.9608,0.9656,0.9806,0.9865,0.9865,MillID large v1.5,-0.0116,0.0218
120
- ibo_Latn,Igbo,257,0.9981,0.9981,0.9922,0.9922,0.9843,0.9922,0.9942,0.9922,0.9902,0.9922,0.9942,MillID large,-0.0039,0.002
121
- bis_Latn,Bislama,257,1.0,1.0,0.9681,0.9681,0.9941,0.9882,0.9862,0.9862,0.9922,0.9843,0.9941,MillID tiny,-0.0059,0.026
122
- urd_Arab,Urdu,257,1.0,1.0,0.9345,0.9345,0.9625,0.9704,0.9747,0.9622,0.9683,0.9705,0.9747,MillID large,-0.0253,0.0402
123
- pol_Latn,Polish,254,0.9844,0.9844,0.92,0.92,0.9569,0.9644,0.957,0.9565,0.9647,0.9706,0.9706,MillID large v1.5,-0.0138,0.0506
124
- eus_Latn,Basque,254,0.9922,0.9922,0.9862,0.9862,0.9821,0.9841,0.984,0.9782,0.9921,0.9881,0.9921,MillID medium v1.5,-0.0001,0.0059
125
- ilo_Latn,Iloko,252,1.0,1.0,0.9735,0.9735,0.99,0.986,0.9921,0.9901,0.9901,0.992,0.9921,MillID large,-0.0079,0.0186
126
- ltz_Latn,Luxembourgish,251,1.0,1.0,0.9544,0.9544,0.9757,0.9839,0.9817,0.9742,0.9782,0.994,0.994,MillID large v1.5,-0.006,0.0396
127
- pcm_Latn,Nigerian Pidgin,251,0.838,0.8559,0.5015,0.5407,0.8228,0.8344,0.7974,0.8228,0.7566,0.8119,0.8344,MillID medium,-0.0215,0.2937
128
- arn_Latn,Mapuche,250,1.0,1.0,0.9585,0.9585,0.996,0.994,1.0,0.992,0.998,0.998,1.0,MillID large,0.0,0.0415
129
- plt_Latn,Malagasy (Plateau),248,0.998,0.998,0.9818,0.9818,0.9773,0.9836,0.9795,0.9691,0.9919,0.9878,0.9919,MillID medium v1.5,-0.0061,0.0101
130
- lij_Latn,Ligurian,245,0.998,0.998,0.8571,0.8571,0.9454,0.9552,0.9362,0.9379,0.954,0.9542,0.9552,MillID medium,-0.0428,0.0981
131
- ast_Latn,Asturian,244,0.9702,0.9702,0.9333,0.9333,0.9231,0.9189,0.9389,0.9188,0.9463,0.973,0.973,MillID large v1.5,0.0028,0.0397
132
- zsm_Latn,Standard Malay,244,0.998,0.998,0.9079,0.9079,0.7002,0.7726,0.7485,0.7891,0.7692,0.8087,0.8087,MillID large v1.5,-0.1893,-0.0992
133
- nia_Latn,Nias,242,1.0,1.0,0.9876,0.9876,0.9855,0.9938,0.9897,0.9979,0.9917,0.9979,0.9979,MillID tiny v1.5,-0.0021,0.0103
134
- dan_Latn,Danish,242,0.9499,0.9499,0.9623,0.9623,0.8589,0.8766,0.8884,0.8874,0.8598,0.88,0.8884,MillID large,-0.0615,-0.0739
135
- kir_Cyrl,Kyrgyz,242,1.0,1.0,0.9279,0.9279,0.9772,0.9835,0.9854,0.9733,0.9727,0.9917,0.9917,MillID large v1.5,-0.0083,0.0638
136
- tah_Latn,Tahitian,242,1.0,1.0,0.9917,0.9917,0.9854,0.9855,0.9979,0.9833,0.9876,0.9938,0.9979,MillID large,-0.0021,0.0062
137
- san_Deva,Sanskrit,239,0.9895,0.9895,0.9705,0.9705,0.9895,0.9958,0.9916,0.9895,0.9937,0.9979,0.9979,MillID large v1.5,0.0084,0.0274
138
- fao_Latn,Faroese,237,1.0,1.0,0.4808,0.4808,0.9615,0.9727,0.9524,0.975,0.9401,0.9745,0.975,MillID tiny v1.5,-0.025,0.4942
139
- sag_Latn,Sango,237,1.0,1.0,0.985,0.985,0.9915,0.9958,1.0,0.9936,0.9979,1.0,1.0,MillID large,0.0,0.015
140
- mai_Deva,Maithili,234,0.9957,0.9957,0.9196,0.9196,0.9476,0.9386,0.9382,0.9258,0.9442,0.9448,0.9476,MillID tiny,-0.0481,0.028
141
- sin_Sinh,Sinhala,232,1.0,1.0,0.9978,0.9978,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,0.0022
142
- gug_Latn,Paraguayan Guaraní,228,0.9956,0.9956,0.933,0.933,0.9822,0.9648,0.9663,0.9686,0.9689,0.9664,0.9822,MillID tiny,-0.0134,0.0492
143
- tuk_Latn,Turkmen,227,0.9978,0.9978,0.9821,0.9821,0.9821,0.98,0.9867,0.9799,0.9845,0.989,0.989,MillID large v1.5,-0.0088,0.0069
144
- gla_Latn,Scottish Gaelic,223,0.9955,0.9955,0.9818,0.9818,0.9888,0.9911,0.9821,0.9888,0.98,0.9797,0.9911,MillID medium,-0.0044,0.0093
145
- bem_Latn,Bemba,222,0.9841,0.9818,0.9643,0.9643,0.9679,0.9725,0.9652,0.9729,0.9726,0.9773,0.9773,MillID large v1.5,-0.0045,0.013
146
- fur_Latn,Friulian,221,0.9955,0.9955,0.9138,0.9074,0.939,0.9528,0.9488,0.9484,0.9346,0.9535,0.9535,MillID large v1.5,-0.042,0.0461
147
- kac_Latn,Kachin,216,1.0,1.0,0.986,0.986,0.9977,1.0,1.0,0.9977,1.0,0.9954,1.0,MillID medium,0.0,0.014
148
- glg_Latn,Galician,215,0.9663,0.9663,0.9316,0.9316,0.9262,0.9406,0.9147,0.9517,0.896,0.9455,0.9517,MillID tiny v1.5,-0.0146,0.0201
149
- lin_Latn,Lingala,215,0.9953,0.9953,0.9838,0.9838,0.9604,0.9624,0.9561,0.9789,0.9789,0.9791,0.9791,MillID large v1.5,-0.0162,-0.0047
150
- wol_Latn,Wolof,214,0.9953,0.9953,0.9555,0.9579,0.9691,0.9762,0.9763,0.969,0.969,0.9763,0.9763,MillID large,-0.019,0.0184
151
- als_Latn,Albanian (Tosk),213,1.0,1.0,0.9812,0.9812,0.9687,0.9561,0.9637,0.976,0.8773,0.9687,0.976,MillID tiny v1.5,-0.024,-0.0052
152
- kin_Latn,Kinyarwanda,210,0.9807,0.9807,0.8535,0.8535,0.8282,0.8178,0.8124,0.8491,0.8361,0.864,0.864,MillID large v1.5,-0.1167,0.0105
153
- alt_Cyrl,Southern Altai,208,1.0,1.0,0.8966,0.8966,0.955,0.9655,0.9781,0.9653,0.9831,0.9903,0.9903,MillID large v1.5,-0.0097,0.0937
154
- kea_Latn,Kabuverdianu,205,0.9976,0.9976,0.8736,0.8736,0.963,0.9662,0.9602,0.958,0.9388,0.9655,0.9662,MillID medium,-0.0314,0.0926
155
- heb_Hebr,Hebrew,203,1.0,1.0,0.9975,0.9975,0.9727,0.9901,0.9854,0.9752,0.9646,0.9804,0.9901,MillID medium,-0.0099,-0.0074
156
- gle_Latn,Irish,203,1.0,1.0,0.9826,0.9826,0.9851,0.9926,0.9826,0.9776,0.9776,0.9878,0.9926,MillID medium,-0.0074,0.01
157
- ban_Latn,Balinese,202,1.0,1.0,0.9223,0.9223,0.9671,0.9596,0.959,0.9695,0.9645,0.9695,0.9695,MillID tiny v1.5,-0.0305,0.0472
158
- tat_Cyrl,Tatar,201,1.0,1.0,0.9685,0.9685,0.9724,0.9755,0.9726,0.9776,0.9592,0.9826,0.9826,MillID large v1.5,-0.0174,0.0141
159
- nus_Latn,Nuer,199,1.0,1.0,0.9898,0.9898,0.9924,0.995,0.9924,0.9925,1.0,0.9949,1.0,MillID medium v1.5,0.0,0.0102
160
- bos_Latn,Bosnian,198,1.0,1.0,0.8967,0.8967,0.6552,0.7268,0.7112,0.6852,0.6323,0.7622,0.7622,MillID large v1.5,-0.2378,-0.1345
161
- hne_Deva,Chhattisgarhi,198,0.9851,0.9851,0.9016,0.9016,0.9391,0.9618,0.9482,0.9381,0.9538,0.9548,0.9618,MillID medium,-0.0233,0.0602
162
- lim_Latn,Limburgish,196,1.0,1.0,0.9556,0.9556,0.8895,0.9155,0.9036,0.896,0.918,0.9305,0.9305,MillID large v1.5,-0.0695,-0.0251
163
- yue_Hani,Cantonese,194,0.8983,0.9014,0.2588,0.2588,0.8917,0.8791,0.8587,0.8937,0.8609,0.8929,0.8937,MillID tiny v1.5,-0.0077,0.6349
164
- war_Latn,Waray,193,1.0,1.0,0.9511,0.9511,0.9431,0.9488,0.9511,0.9462,0.9516,0.957,0.957,MillID large v1.5,-0.043,0.0059
165
- kik_Latn,Kikuyu,193,1.0,1.0,0.8478,0.8478,0.9713,0.9738,0.9735,0.9922,0.9843,0.9895,0.9922,MillID tiny v1.5,-0.0078,0.1444
166
- crh_Latn,Crimean Tatar,189,1.0,1.0,0.9786,0.9786,0.9785,0.9842,0.9759,0.9711,0.9567,0.984,0.9842,MillID medium,-0.0158,0.0056
167
- cym_Latn,Welsh,189,1.0,1.0,0.9867,0.9867,0.9947,0.992,0.9867,0.9893,0.9894,0.9894,0.9947,MillID tiny,-0.0053,0.008
168
- khm_Khmr,Khmer,187,1.0,1.0,1.0,1.0,0.9947,0.974,0.9947,1.0,0.9894,0.9947,1.0,MillID tiny v1.5,0.0,0.0
169
- azj_Latn,North Azerbaijani,187,0.9973,0.9973,0.9787,0.9787,0.9811,0.9756,0.9786,0.9731,0.9731,0.9866,0.9866,MillID large v1.5,-0.0107,0.0079
170
- ces_Latn,Czech,183,1.0,1.0,0.9683,0.9683,0.9201,0.9201,0.911,0.9389,0.9268,0.9451,0.9451,MillID large v1.5,-0.0549,-0.0232
171
- fon_Latn,Fon,180,1.0,1.0,0.9535,0.9535,0.9916,0.9888,0.9888,0.9833,0.9832,0.9917,0.9917,MillID large v1.5,-0.0083,0.0382
172
- hye_Armn,Armenian,178,1.0,1.0,0.977,0.977,1.0,1.0,0.9972,1.0,0.9972,1.0,1.0,MillID tiny,0.0,0.023
173
- shn_Mymr,Shan,174,1.0,1.0,0.9854,0.9854,0.9942,1.0,0.9913,1.0,0.9971,1.0,1.0,MillID medium,0.0,0.0146
174
- scn_Latn,Sicilian,172,1.0,1.0,0.9243,0.9243,0.9739,0.9825,0.9795,0.9767,0.9741,0.9883,0.9883,MillID large v1.5,-0.0117,0.064
175
- gom_Deva,Goan Konkani,170,0.9798,0.9798,0.9524,0.9524,0.9459,0.9741,0.948,0.948,0.9711,0.9602,0.9741,MillID medium,-0.0057,0.0217
176
- hrv_Latn,Croatian,168,0.9941,0.9941,0.8563,0.8563,0.6667,0.7172,0.6566,0.6588,0.67,0.7571,0.7571,MillID large v1.5,-0.237,-0.0992
177
- kab_Latn,Kabyle,165,1.0,1.0,0.9558,0.9558,0.9426,0.9515,0.9693,0.9354,0.9387,0.9541,0.9693,MillID large,-0.0307,0.0135
178
- fuv_Latn,Nigerian Fulfulde,164,0.8767,0.8919,0.8587,0.8587,0.8043,0.7971,0.8493,0.9073,0.672,0.8443,0.9073,MillID tiny v1.5,0.0154,0.0486
179
- arb_Latn,Standard Arabic,163,0.906,0.9133,0.8522,0.8522,0.9568,0.9441,0.9333,0.9419,0.9527,0.9494,0.9568,MillID tiny,0.0435,0.1046
180
- mri_Latn,Māori,162,1.0,1.0,0.6639,0.6639,0.972,0.9969,0.9938,0.9969,0.9939,0.9907,0.9969,MillID medium,-0.0031,0.333
181
- udm_Cyrl,Udmurt,159,1.0,1.0,0.8244,0.8244,0.9662,0.9843,0.9745,0.9779,0.9905,0.9843,0.9905,MillID medium v1.5,-0.0095,0.1661
182
- krc_Cyrl,Karachay-Balkar,159,1.0,1.0,0.8778,0.8778,0.9779,0.9841,0.9779,0.9748,0.9776,0.984,0.9841,MillID medium,-0.0159,0.1063
183
- jav_Latn,Javanese,158,0.9937,0.9937,0.9313,0.9313,0.9574,0.9267,0.9412,0.9551,0.9369,0.9677,0.9677,MillID large v1.5,-0.026,0.0364
184
- tzm_Tfng,Central Atlas Tamazight,157,0.9345,0.9345,0.7512,0.7512,0.6328,0.6452,0.6426,0.6973,0.5617,0.6491,0.6973,MillID tiny v1.5,-0.2372,-0.0539
185
- bel_Cyrl,Belarusian,157,1.0,1.0,0.9937,0.9937,0.9809,0.9904,0.9806,0.9841,0.984,0.984,0.9904,MillID medium,-0.0096,-0.0033
186
- bjn_Latn,Banjar,153,0.9967,0.9967,0.8688,0.8688,0.9385,0.9377,0.9463,0.9369,0.9236,0.9568,0.9568,MillID large v1.5,-0.0399,0.088
187
- oss_Cyrl,Ossetic,152,1.0,1.0,1.0,1.0,0.9834,0.9867,0.9735,0.9868,0.9799,0.98,0.9868,MillID tiny v1.5,-0.0132,-0.0132
188
- sun_Latn,Sundanese,143,1.0,1.0,0.9467,0.9467,0.9577,0.979,0.9754,0.9677,0.993,0.9756,0.993,MillID medium v1.5,-0.007,0.0463
189
- srd_Latn,Sardinian,139,1.0,1.0,0.9363,0.9363,0.9712,0.9893,0.9749,0.9751,0.9856,0.9749,0.9893,MillID medium,-0.0107,0.053
190
- fil_Latn,Filipino,137,0.9815,0.9815,0.9926,0.9926,0.947,0.9354,0.9363,0.9466,0.952,0.9779,0.9779,MillID large v1.5,-0.0036,-0.0147
191
- ady_Cyrl,Adyghe,135,1.0,1.0,0.9814,0.9814,0.9925,0.9925,0.985,0.9963,1.0,0.9963,1.0,MillID medium v1.5,0.0,0.0186
192
- diq_Latn,Dimli (individual language),134,1.0,1.0,0.9333,0.9333,0.9042,0.9502,0.9318,0.9339,0.9278,0.9261,0.9502,MillID medium,-0.0498,0.0169
193
- ewo_Latn,Ewondo,134,0.8787,0.8833,0.8596,0.8596,0.9624,0.9653,0.9699,0.9591,0.9814,0.9776,0.9814,MillID medium v1.5,0.0981,0.1218
194
- mos_Latn,Mossi,133,1.0,1.0,0.9811,0.9811,0.9773,0.9771,0.9771,0.9774,0.9769,0.9886,0.9886,MillID large v1.5,-0.0114,0.0075
195
- xmf_Geor,Mingrelian,132,1.0,1.0,0.963,0.963,0.9624,0.9732,0.9736,0.9848,0.9699,0.981,0.9848,MillID tiny v1.5,-0.0152,0.0218
196
- kbp_Latn,Kabiyè,130,1.0,1.0,0.9766,0.9766,0.9811,0.9923,1.0,1.0,0.9884,0.9886,1.0,MillID large,0.0,0.0234
197
- pag_Latn,Pangasinan,122,0.9959,0.9959,0.959,0.959,0.95,0.9437,0.9528,0.9573,0.9661,0.9791,0.9791,MillID large v1.5,-0.0168,0.0201
198
- sat_Olck,Santali,122,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,0.0
199
- kmb_Latn,Kimbundu,119,0.9917,0.9917,0.9633,0.9633,0.9833,0.9833,1.0,0.9833,0.9876,0.9917,1.0,MillID large,0.0083,0.0367
200
- kas_Arab,Kashmiri,118,1.0,1.0,0.9784,0.9784,1.0,0.9915,0.9958,0.9957,0.9916,0.9957,1.0,MillID tiny,0.0,0.0216
201
- bjn_Arab,Banjar,116,0.8342,0.9869,0.4533,0.9596,0.9872,0.9831,1.0,0.9915,1.0,0.9957,1.0,MillID large,0.0131,0.0404
202
- ace_Latn,Acehnese,113,1.0,1.0,0.8943,0.88,0.9778,0.9867,0.9865,0.9776,0.9821,0.9867,0.9867,MillID medium,-0.0133,0.1067
203
- nav_Latn,Navajo,113,1.0,1.0,0.968,0.968,0.9911,0.9867,0.9911,1.0,0.982,0.9956,1.0,MillID tiny v1.5,0.0,0.032
204
- taq_Latn,Tamasheq,106,1.0,1.0,0.8377,0.8377,0.8958,0.9091,0.9289,0.9016,0.9216,0.9223,0.9289,MillID large,-0.0711,0.0912
205
- taq_Tfng,Tamasheq,104,0.8046,0.8046,0.0,0.0,0.6,0.6129,0.6,0.654,0.6042,0.6042,0.654,MillID tiny v1.5,-0.1506,0.654
206
- umb_Latn,Umbundu,100,0.995,0.995,0.8972,0.8972,0.9849,0.9798,0.9798,0.98,0.995,0.9901,0.995,MillID medium v1.5,0.0,0.0978
207
- mag_Deva,Magahi,97,1.0,1.0,0.7723,0.7723,0.8557,0.9053,0.8969,0.89,0.8279,0.8969,0.9053,MillID medium,-0.0947,0.133
208
- awa_Deva,Awadhi,91,0.963,0.963,0.7571,0.7571,0.8827,0.8764,0.895,0.8977,0.9123,0.9357,0.9357,MillID large v1.5,-0.0273,0.1786
209
- bug_Latn,Buginese,78,0.9811,0.9811,0.9375,0.9375,0.987,0.987,0.987,0.9806,0.9935,0.9935,0.9935,MillID medium v1.5,0.0124,0.056
210
- knc_Arab,Central Kanuri,68,0.8571,0.8595,0.029,0.029,0.5833,0.5625,0.6263,0.5217,0.5319,0.5979,0.6263,MillID large,-0.2332,0.5973
211
- min_Latn,Minangkabau,55,0.991,0.991,0.3333,0.3333,0.9009,0.9038,0.86,0.8947,0.8468,0.9346,0.9346,MillID large v1.5,-0.0564,0.6013
212
- vec_Latn,Venetian,49,0.8605,0.8605,0.6202,0.6202,0.7451,0.7664,0.6957,0.7664,0.7921,0.8367,0.8367,MillID large v1.5,-0.0238,0.2165
213
- kas_Deva,Kashmiri,47,0.7027,0.7027,0.5867,0.5867,0.6173,0.6905,0.6923,0.557,0.6512,0.6824,0.6923,MillID large,-0.0104,0.1056
214
- cjk_Latn,Chokwe,24,1.0,1.0,0.807,0.807,0.7692,0.9091,0.8,0.8571,0.8837,0.8372,0.9091,MillID medium,-0.0909,0.1021
 
1
+ label,language,support,GlotLID,GlotLID restricted,fastText,fastText restricted,MillID tiny v1.5,MillID medium v1,MillID large v1.5,best MillID,best MillID model,gain over GlotLID restricted,gain over fastText restricted
2
+ fra_Latn,French,1652,0.9548,0.9548,0.9632,0.9632,0.943,0.9737,0.9831,0.9831,MillID large v1.5,0.0283,0.0199
3
+ eng_Latn,English,1444,0.876,0.8768,0.8574,0.8571,0.9324,0.9414,0.9525,0.9525,MillID large v1.5,0.0757,0.0954
4
+ spa_Latn,Spanish,1136,0.9583,0.9583,0.9407,0.9407,0.937,0.953,0.9719,0.9719,MillID large v1.5,0.0136,0.0312
5
+ tam_Taml,Tamil,754,1.0,1.0,0.9973,0.9973,0.9973,0.998,0.9987,0.9987,MillID large v1.5,-0.0013,0.0014
6
+ arb_Arab,Arabic (Modern Standard),745,0.8864,0.8864,0.9573,0.9542,0.8712,0.905,0.9046,0.905,MillID medium v1,0.0186,-0.0492
7
+ por_Latn,Portuguese,657,0.9538,0.9562,0.95,0.9493,0.9589,0.9628,0.9731,0.9731,MillID large v1.5,0.0169,0.0238
8
+ kan_Knda,Kannada,601,0.9941,0.9941,0.9992,0.9992,0.9726,0.9865,0.9665,0.9865,MillID medium v1,-0.0076,-0.0127
9
+ zul_Latn,Zulu,594,0.9042,0.9042,0.9704,0.9704,0.883,0.8713,0.9094,0.9094,MillID large v1.5,0.0052,-0.061
10
+ swh_Latn,Swahili,592,0.9536,0.9528,0.9454,0.9454,0.893,0.8967,0.9094,0.9094,MillID large v1.5,-0.0434,-0.036
11
+ mar_Deva,Marathi,589,0.9888,0.9897,0.9871,0.9871,0.9683,0.9811,0.9785,0.9811,MillID medium v1,-0.0086,-0.006
12
+ tso_Latn,Tsonga,581,0.956,0.956,0.9861,0.9861,0.9789,0.9843,0.9852,0.9852,MillID large v1.5,0.0292,-0.0009
13
+ hun_Latn,Hungarian,576,1.0,1.0,0.9804,0.9804,0.9886,0.9913,0.993,0.993,MillID large v1.5,-0.007,0.0126
14
+ afr_Latn,Afrikaans,569,0.9849,0.9849,0.9858,0.9858,0.9716,0.976,0.9831,0.9831,MillID large v1.5,-0.0018,-0.0027
15
+ tel_Telu,Telugu,555,0.9982,0.9982,0.9991,0.9991,0.9973,1.0,0.9991,1.0,MillID medium v1,0.0018,0.0009
16
+ rus_Cyrl,Russian,528,0.9846,0.9846,0.9271,0.9271,0.9453,0.9291,0.9557,0.9557,MillID large v1.5,-0.0289,0.0286
17
+ ory_Orya,Odia (individual language),511,0.9971,1.0,0.9961,0.9961,0.9941,0.9961,0.9951,0.9961,MillID medium v1,-0.0039,0.0
18
+ sot_Latn,Southern Sotho,491,0.9774,0.9784,0.8562,0.8562,0.9694,0.9665,0.9737,0.9737,MillID large v1.5,-0.0047,0.1175
19
+ nso_Latn,Northern Sotho,479,0.9695,0.9695,0.9673,0.9673,0.9579,0.9614,0.9635,0.9635,MillID large v1.5,-0.006,-0.0038
20
+ asm_Beng,Assamese,467,0.9989,0.9989,0.9968,0.9968,0.9968,0.9946,0.9968,0.9968,MillID tiny v1.5,-0.0021,0.0
21
+ ben_Beng,Bangla,466,0.9968,0.9968,0.9894,0.9894,0.9882,0.9871,0.9925,0.9925,MillID large v1.5,-0.0043,0.0031
22
+ pan_Guru,Punjabi,460,1.0,1.0,0.9901,0.9901,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.0099
23
+ amh_Ethi,Amharic,458,1.0,1.0,0.9978,0.9978,0.9835,0.9869,0.9857,0.9869,MillID medium v1,-0.0131,-0.0109
24
+ tsn_Latn,Tswana,456,0.9605,0.9605,0.8698,0.8698,0.9475,0.9397,0.9467,0.9475,MillID tiny v1.5,-0.013,0.0777
25
+ gaz_Latn,Oromo (West Central),441,0.9744,0.9744,0.9733,0.9733,0.9354,0.9552,0.9413,0.9552,MillID medium v1,-0.0192,-0.0181
26
+ som_Latn,Somali,439,0.9954,0.9954,0.9909,0.9909,0.9839,0.992,0.9909,0.992,MillID medium v1,-0.0034,0.0011
27
+ uzn_Latn,Northern Uzbek,436,0.9989,0.9989,0.9849,0.9849,0.9839,0.9838,0.9861,0.9861,MillID large v1.5,-0.0128,0.0012
28
+ tha_Thai,Thai,431,0.9799,0.9799,0.9811,0.9811,0.9799,0.9701,0.9811,0.9811,MillID large v1.5,0.0012,0.0
29
+ ydd_Hebr,Eastern Yiddish,430,1.0,1.0,0.9988,0.9988,0.993,0.9977,0.9942,0.9977,MillID medium v1,-0.0023,-0.0011
30
+ tur_Latn,Turkish,430,0.9988,0.9988,0.9803,0.9803,0.968,0.9742,0.9731,0.9742,MillID medium v1,-0.0246,-0.0061
31
+ nno_Latn,Norwegian Nynorsk,427,0.9845,0.9845,0.9542,0.9542,0.9132,0.9189,0.9273,0.9273,MillID large v1.5,-0.0572,-0.0269
32
+ smo_Latn,Samoan,426,0.9988,0.9988,0.9372,0.9372,0.9905,0.9917,0.9977,0.9977,MillID large v1.5,-0.0011,0.0605
33
+ pap_Latn,Papiamento,423,0.9988,0.9988,0.9742,0.9731,0.9784,0.9709,0.9809,0.9809,MillID large v1.5,-0.0179,0.0078
34
+ ckb_Arab,Central Kurdish,421,0.9769,0.9769,0.9952,0.9952,0.9554,0.9619,0.9757,0.9757,MillID large v1.5,-0.0012,-0.0195
35
+ pbt_Arab,Southern Pashto,419,0.9988,0.9988,0.9782,0.977,0.9855,0.994,0.9881,0.994,MillID medium v1,-0.0048,0.017
36
+ ekk_Latn,Estonian,419,0.9929,0.9929,0.9857,0.9857,0.9709,0.9806,0.9782,0.9806,MillID medium v1,-0.0123,-0.0051
37
+ sna_Latn,Shona,415,1.0,1.0,0.9831,0.9831,0.9817,0.9779,0.973,0.9817,MillID tiny v1.5,-0.0183,-0.0014
38
+ luo_Latn,Luo (Kenya and Tanzania),415,1.0,1.0,0.9564,0.9564,0.9879,0.9841,0.989,0.989,MillID large v1.5,-0.011,0.0326
39
+ tgk_Cyrl,Tajik,413,1.0,1.0,0.983,0.983,0.9951,0.9927,0.9915,0.9951,MillID tiny v1.5,-0.0049,0.0121
40
+ bod_Tibt,Tibetan,406,0.9988,0.9988,0.8191,0.8191,0.9354,0.9503,0.9433,0.9503,MillID medium v1,-0.0485,0.1312
41
+ lug_Latn,Ganda,405,0.9863,0.9876,0.979,0.979,0.9682,0.9748,0.9862,0.9862,MillID large v1.5,-0.0014,0.0072
42
+ fas_Arab,Persian,396,0.9859,0.9859,0.9439,0.9439,0.945,0.9342,0.9287,0.945,MillID tiny v1.5,-0.0409,0.0011
43
+ ell_Grek,Greek,394,0.9987,0.9987,0.97,0.97,0.901,0.9086,0.9322,0.9322,MillID large v1.5,-0.0665,-0.0378
44
+ hin_Deva,Hindi,392,0.8768,0.8768,0.863,0.863,0.8552,0.8171,0.8932,0.8932,MillID large v1.5,0.0164,0.0302
45
+ lus_Latn,Mizo,391,0.9974,0.9974,0.9897,0.9897,0.9831,0.9738,0.9778,0.9831,MillID tiny v1.5,-0.0143,-0.0066
46
+ dyu_Latn,Dyula,390,1.0,1.0,0.8223,0.8223,0.9658,0.9729,0.9832,0.9832,MillID large v1.5,-0.0168,0.1609
47
+ slk_Latn,Slovak,374,0.9987,0.9987,0.9714,0.9714,0.9515,0.9486,0.966,0.966,MillID large v1.5,-0.0327,-0.0054
48
+ ron_Latn,Romanian,369,0.9959,0.9959,0.9759,0.9759,0.9672,0.9755,0.9685,0.9755,MillID medium v1,-0.0204,-0.0004
49
+ kal_Latn,Kalaallisut,369,0.9986,0.9986,0.9932,0.9932,0.9986,0.9986,0.9973,0.9986,MillID tiny v1.5,0.0,0.0054
50
+ azb_Arab,South Azerbaijani,369,0.9959,0.9959,0.9711,0.9711,0.9586,0.9622,0.9653,0.9653,MillID large v1.5,-0.0306,-0.0058
51
+ fin_Latn,Finnish,368,1.0,1.0,0.9946,0.9946,0.9291,0.9548,0.9444,0.9548,MillID medium v1,-0.0452,-0.0398
52
+ hau_Latn,Hausa,367,0.9932,0.9932,0.9851,0.9837,0.971,0.9753,0.9835,0.9835,MillID large v1.5,-0.0097,-0.0002
53
+ xho_Latn,Xhosa,367,0.9481,0.9481,0.9511,0.9511,0.8953,0.8617,0.8994,0.8994,MillID large v1.5,-0.0487,-0.0517
54
+ kng_Latn,Koongo,362,1.0,1.0,0.9718,0.9718,0.9446,0.9322,0.9568,0.9568,MillID large v1.5,-0.0432,-0.015
55
+ twi_Latn,Twi,359,0.9916,0.9902,0.9684,0.9684,0.9773,0.9744,0.9745,0.9773,MillID tiny v1.5,-0.0129,0.0089
56
+ deu_Latn,German,356,0.9972,0.9972,0.9889,0.9889,0.9802,0.9597,0.9657,0.9802,MillID tiny v1.5,-0.017,-0.0087
57
+ guj_Gujr,Gujarati,354,1.0,1.0,0.9842,0.9842,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.0158
58
+ dik_Latn,Southwestern Dinka,350,1.0,1.0,0.99,0.99,0.9928,0.9957,0.9928,0.9957,MillID medium v1,-0.0043,0.0057
59
+ lua_Latn,Luba-Lulua,346,0.9971,0.9971,0.9633,0.9633,0.9794,0.9809,0.9868,0.9868,MillID large v1.5,-0.0103,0.0235
60
+ dzo_Tibt,Dzongkha,346,0.9986,0.9986,0.6958,0.6958,0.9061,0.9265,0.9163,0.9265,MillID medium v1,-0.0721,0.2307
61
+ che_Cyrl,Chechen,345,1.0,1.0,0.984,0.984,0.9778,0.9898,0.9927,0.9927,MillID large v1.5,-0.0073,0.0087
62
+ fij_Latn,Fijian,344,1.0,1.0,0.9884,0.9884,0.9883,0.9942,0.9927,0.9942,MillID medium v1,-0.0058,0.0058
63
+ ita_Latn,Italian,342,0.9838,0.9838,0.949,0.949,0.9216,0.9259,0.9388,0.9388,MillID large v1.5,-0.045,-0.0102
64
+ mya_Mymr,Burmese,342,1.0,1.0,0.9897,0.9897,0.9745,0.9912,0.9837,0.9912,MillID medium v1,-0.0088,0.0015
65
+ kaz_Cyrl,Kazakh,340,1.0,1.0,0.9926,0.9926,0.9836,0.9852,0.9882,0.9882,MillID large v1.5,-0.0118,-0.0044
66
+ tir_Ethi,Tigrinya,339,0.9881,0.9985,0.9956,0.9956,0.9824,0.9745,0.9825,0.9825,MillID large v1.5,-0.016,-0.0131
67
+ mal_Mlym,Malayalam,338,1.0,1.0,0.994,0.994,1.0,0.9985,0.9985,1.0,MillID tiny v1.5,0.0,0.006
68
+ hat_Latn,Haitian Creole,338,0.997,0.997,0.9774,0.9774,0.9865,0.982,0.9925,0.9925,MillID large v1.5,-0.0045,0.0151
69
+ ceb_Latn,Cebuano,338,1.0,1.0,0.9926,0.9926,0.9807,0.9851,0.985,0.9851,MillID medium v1,-0.0149,-0.0075
70
+ vie_Latn,Vietnamese,338,1.0,1.0,0.9836,0.9836,0.9519,0.9521,0.9742,0.9742,MillID large v1.5,-0.0258,-0.0094
71
+ slv_Latn,Slovenian,338,0.9927,0.9927,0.9653,0.9653,0.96,0.9669,0.9759,0.9759,MillID large v1.5,-0.0168,0.0106
72
+ lao_Laoo,Lao,335,1.0,1.0,0.991,0.991,0.997,0.9985,1.0,1.0,MillID large v1.5,0.0,0.009
73
+ chv_Cyrl,Chuvash,335,1.0,1.0,0.9926,0.9926,0.9985,0.9955,0.9955,0.9985,MillID tiny v1.5,-0.0015,0.0059
74
+ ind_Latn,Indonesian,335,0.9911,0.9911,0.8873,0.8873,0.8419,0.8067,0.8479,0.8479,MillID large v1.5,-0.1432,-0.0394
75
+ uig_Arab,Uyghur,334,1.0,1.0,0.9911,0.9911,0.9955,0.9925,0.9985,0.9985,MillID large v1.5,-0.0015,0.0074
76
+ oci_Latn,Occitan,333,0.9911,0.9911,0.9619,0.9619,0.9574,0.954,0.956,0.9574,MillID tiny v1.5,-0.0337,-0.0045
77
+ mkd_Cyrl,Macedonian,331,1.0,1.0,0.9924,0.9924,0.9727,0.9685,0.9669,0.9727,MillID tiny v1.5,-0.0273,-0.0197
78
+ lit_Latn,Lithuanian,330,0.9955,0.9955,0.974,0.974,0.9676,0.9848,0.9909,0.9909,MillID large v1.5,-0.0046,0.0169
79
+ swe_Latn,Swedish,328,0.9717,0.9717,0.9767,0.9767,0.9588,0.9538,0.9594,0.9594,MillID large v1.5,-0.0123,-0.0173
80
+ snd_Arab,Sindhi,325,1.0,1.0,0.9848,0.9833,0.9891,0.9938,0.9939,0.9939,MillID large v1.5,-0.0061,0.0106
81
+ kat_Geor,Georgian,324,1.0,1.0,0.9859,0.9859,0.9954,0.9892,0.9938,0.9954,MillID tiny v1.5,-0.0046,0.0095
82
+ jpn_Jpan,Japanese,323,0.9969,0.9969,0.8684,0.8684,0.9746,0.9746,0.9762,0.9762,MillID large v1.5,-0.0207,0.1078
83
+ ssw_Latn,Swati,322,0.9684,0.97,0.9721,0.9721,0.9537,0.9525,0.9522,0.9537,MillID tiny v1.5,-0.0163,-0.0184
84
+ ukr_Cyrl,Ukrainian,322,1.0,1.0,0.9783,0.9783,0.9617,0.9762,0.9633,0.9762,MillID medium v1,-0.0238,-0.0021
85
+ szl_Latn,Silesian,320,0.9969,0.9969,0.9254,0.9254,0.9556,0.9688,0.9796,0.9796,MillID large v1.5,-0.0173,0.0542
86
+ cat_Latn,Catalan,318,0.9845,0.9845,0.9528,0.9528,0.9497,0.9662,0.9683,0.9683,MillID large v1.5,-0.0162,0.0155
87
+ ayr_Latn,Central Aymara,309,1.0,1.0,0.9752,0.9752,0.9886,0.9935,0.9951,0.9951,MillID large v1.5,-0.0049,0.0199
88
+ yor_Latn,Yoruba,308,0.9984,0.9984,0.9683,0.9683,0.987,0.9885,0.9852,0.9885,MillID medium v1,-0.0099,0.0202
89
+ ewe_Latn,Ewe,308,1.0,1.0,0.9852,0.9852,0.9902,0.9869,0.9951,0.9951,MillID large v1.5,-0.0049,0.0099
90
+ roh_Latn,Romansh,307,1.0,1.0,0.9742,0.9742,0.9789,0.9854,0.9902,0.9902,MillID large v1.5,-0.0098,0.016
91
+ mni_Beng,Manipuri,304,1.0,1.0,0.9499,0.9499,0.9501,0.9573,0.959,0.959,MillID large v1.5,-0.041,0.0091
92
+ tpi_Latn,Tok Pisin,302,0.9983,0.9983,0.9867,0.9867,0.9934,0.9967,0.9983,0.9983,MillID large v1.5,0.0,0.0116
93
+ lvs_Latn,Standard Latvian,298,0.995,0.995,0.9472,0.9472,0.9603,0.9696,0.9763,0.9763,MillID large v1.5,-0.0187,0.0291
94
+ ton_Latn,Tongan,298,1.0,1.0,0.0,0.0,0.9966,0.9915,0.9949,0.9966,MillID tiny v1.5,-0.0034,0.9966
95
+ epo_Latn,Esperanto,294,0.9983,0.9983,0.9882,0.9882,0.976,0.9724,0.9828,0.9828,MillID large v1.5,-0.0155,-0.0054
96
+ knc_Latn,Central Kanuri,293,0.9517,0.9517,0.9811,0.9811,0.9666,0.9594,0.9666,0.9666,MillID tiny v1.5,0.0149,-0.0145
97
+ run_Latn,Rundi,291,0.9848,0.9848,0.8545,0.8545,0.8832,0.8425,0.8787,0.8832,MillID tiny v1.5,-0.1016,0.0287
98
+ mlt_Latn,Maltese,291,0.9932,0.9932,0.9614,0.9614,0.9948,0.9966,0.9914,0.9966,MillID medium v1,0.0034,0.0352
99
+ bho_Deva,Bhojpuri,290,0.9983,0.9983,0.8732,0.8732,0.9556,0.9453,0.9522,0.9556,MillID tiny v1.5,-0.0427,0.0824
100
+ bak_Cyrl,Bashkir,289,1.0,1.0,0.9846,0.9846,0.9825,0.9842,0.9895,0.9895,MillID large v1.5,-0.0105,0.0049
101
+ kmr_Latn,Northern Kurdish,289,1.0,1.0,0.9747,0.9747,0.9791,0.9718,0.9606,0.9791,MillID tiny v1.5,-0.0209,0.0044
102
+ bul_Cyrl,Bulgarian,289,1.0,1.0,0.9827,0.9827,0.9636,0.9532,0.9704,0.9704,MillID large v1.5,-0.0296,-0.0123
103
+ cmn_Hani,Chinese (Mandarin),288,0.9663,0.9663,0.4884,0.4884,0.9149,0.8913,0.9133,0.9149,MillID tiny v1.5,-0.0514,0.4265
104
+ bam_Latn,Bambara,287,0.9983,0.9983,0.7923,0.7923,0.9521,0.9615,0.9826,0.9826,MillID large v1.5,-0.0157,0.1903
105
+ abk_Cyrl,Abkhazian,285,1.0,1.0,1.0,1.0,0.9965,0.9982,1.0,1.0,MillID large v1.5,0.0,0.0
106
+ bxr_Cyrl,Russia Buriat,277,1.0,1.0,0.9387,0.9387,0.9726,0.9726,0.9835,0.9835,MillID large v1.5,-0.0165,0.0448
107
+ isl_Latn,Icelandic,276,1.0,1.0,0.7886,0.7886,0.949,0.9683,0.963,0.9683,MillID medium v1,-0.0317,0.1797
108
+ lmo_Latn,Lombard,276,0.9875,0.9875,0.9097,0.9081,0.9149,0.9199,0.9316,0.9316,MillID large v1.5,-0.0559,0.0235
109
+ npi_Deva,Nepali,273,0.9908,0.9927,0.9745,0.9745,0.9649,0.9703,0.9743,0.9743,MillID large v1.5,-0.0184,-0.0002
110
+ kam_Latn,Kamba,272,0.9716,0.9736,0.8625,0.8625,0.9795,0.9795,0.9889,0.9889,MillID large v1.5,0.0153,0.1264
111
+ quy_Latn,Ayacucho Quechua,271,0.9246,0.9331,0.9794,0.9794,0.9398,0.9289,0.9095,0.9398,MillID tiny v1.5,0.0067,-0.0396
112
+ srp_Cyrl,Serbian,269,1.0,1.0,0.9834,0.9834,0.974,0.9774,0.9704,0.9774,MillID medium v1,-0.0226,-0.006
113
+ nob_Latn,Norwegian Bokmål,265,0.9612,0.9594,0.8942,0.8942,0.8207,0.8195,0.8321,0.8321,MillID large v1.5,-0.1273,-0.0621
114
+ kor_Hang,Korean,265,1.0,1.0,0.8237,0.8237,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.1763
115
+ tum_Latn,Tumbuka,265,0.9962,0.9962,0.9662,0.9662,0.9773,0.9569,0.975,0.9773,MillID tiny v1.5,-0.0189,0.0111
116
+ khk_Cyrl,Halh Mongolian,262,1.0,1.0,0.9205,0.9205,0.9774,0.9735,0.9905,0.9905,MillID large v1.5,-0.0095,0.07
117
+ nya_Latn,Nyanja,262,0.9786,0.9786,0.9259,0.9259,0.9518,0.9553,0.9509,0.9553,MillID medium v1,-0.0233,0.0294
118
+ nld_Latn,Dutch,259,0.9719,0.9719,0.9597,0.9597,0.9363,0.9435,0.9583,0.9583,MillID large v1.5,-0.0136,-0.0014
119
+ ltg_Latn,Latgalian,259,0.9981,0.9981,0.9647,0.9647,0.9656,0.9674,0.9865,0.9865,MillID large v1.5,-0.0116,0.0218
120
+ ibo_Latn,Igbo,257,0.9981,0.9981,0.9922,0.9922,0.9922,0.9922,0.9922,0.9922,MillID tiny v1.5,-0.0059,0.0
121
+ bis_Latn,Bislama,257,1.0,1.0,0.9681,0.9681,0.9862,0.9882,0.9843,0.9882,MillID medium v1,-0.0118,0.0201
122
+ urd_Arab,Urdu,257,1.0,1.0,0.9345,0.9345,0.9622,0.9704,0.9705,0.9705,MillID large v1.5,-0.0295,0.036
123
+ pol_Latn,Polish,254,0.9844,0.9844,0.92,0.92,0.9565,0.9644,0.9706,0.9706,MillID large v1.5,-0.0138,0.0506
124
+ eus_Latn,Basque,254,0.9922,0.9922,0.9862,0.9862,0.9782,0.9841,0.9881,0.9881,MillID large v1.5,-0.0041,0.0019
125
+ ilo_Latn,Iloko,252,1.0,1.0,0.9735,0.9735,0.9901,0.986,0.992,0.992,MillID large v1.5,-0.008,0.0185
126
+ ltz_Latn,Luxembourgish,251,1.0,1.0,0.9544,0.9544,0.9742,0.9839,0.994,0.994,MillID large v1.5,-0.006,0.0396
127
+ pcm_Latn,Nigerian Pidgin,251,0.838,0.8559,0.5015,0.5407,0.8228,0.8344,0.8119,0.8344,MillID medium v1,-0.0215,0.2937
128
+ arn_Latn,Mapuche,250,1.0,1.0,0.9585,0.9585,0.992,0.994,0.998,0.998,MillID large v1.5,-0.002,0.0395
129
+ plt_Latn,Malagasy (Plateau),248,0.998,0.998,0.9818,0.9818,0.9691,0.9836,0.9878,0.9878,MillID large v1.5,-0.0102,0.006
130
+ lij_Latn,Ligurian,245,0.998,0.998,0.8571,0.8571,0.9379,0.9552,0.9542,0.9552,MillID medium v1,-0.0428,0.0981
131
+ ast_Latn,Asturian,244,0.9702,0.9702,0.9333,0.9333,0.9188,0.9189,0.973,0.973,MillID large v1.5,0.0028,0.0397
132
+ zsm_Latn,Standard Malay,244,0.998,0.998,0.9079,0.9079,0.7891,0.7726,0.8087,0.8087,MillID large v1.5,-0.1893,-0.0992
133
+ nia_Latn,Nias,242,1.0,1.0,0.9876,0.9876,0.9979,0.9938,0.9979,0.9979,MillID tiny v1.5,-0.0021,0.0103
134
+ dan_Latn,Danish,242,0.9499,0.9499,0.9623,0.9623,0.8874,0.8766,0.88,0.8874,MillID tiny v1.5,-0.0625,-0.0749
135
+ kir_Cyrl,Kyrgyz,242,1.0,1.0,0.9279,0.9279,0.9733,0.9835,0.9917,0.9917,MillID large v1.5,-0.0083,0.0638
136
+ tah_Latn,Tahitian,242,1.0,1.0,0.9917,0.9917,0.9833,0.9855,0.9938,0.9938,MillID large v1.5,-0.0062,0.0021
137
+ san_Deva,Sanskrit,239,0.9895,0.9895,0.9705,0.9705,0.9895,0.9958,0.9979,0.9979,MillID large v1.5,0.0084,0.0274
138
+ fao_Latn,Faroese,237,1.0,1.0,0.4808,0.4808,0.975,0.9727,0.9745,0.975,MillID tiny v1.5,-0.025,0.4942
139
+ sag_Latn,Sango,237,1.0,1.0,0.985,0.985,0.9936,0.9958,1.0,1.0,MillID large v1.5,0.0,0.015
140
+ mai_Deva,Maithili,234,0.9957,0.9957,0.9196,0.9196,0.9258,0.9386,0.9448,0.9448,MillID large v1.5,-0.0509,0.0252
141
+ sin_Sinh,Sinhala,232,1.0,1.0,0.9978,0.9978,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.0022
142
+ gug_Latn,Paraguayan Guaraní,228,0.9956,0.9956,0.933,0.933,0.9686,0.9648,0.9664,0.9686,MillID tiny v1.5,-0.027,0.0356
143
+ tuk_Latn,Turkmen,227,0.9978,0.9978,0.9821,0.9821,0.9799,0.98,0.989,0.989,MillID large v1.5,-0.0088,0.0069
144
+ gla_Latn,Scottish Gaelic,223,0.9955,0.9955,0.9818,0.9818,0.9888,0.9911,0.9797,0.9911,MillID medium v1,-0.0044,0.0093
145
+ bem_Latn,Bemba,222,0.9841,0.9818,0.9643,0.9643,0.9729,0.9725,0.9773,0.9773,MillID large v1.5,-0.0045,0.013
146
+ fur_Latn,Friulian,221,0.9955,0.9955,0.9138,0.9074,0.9484,0.9528,0.9535,0.9535,MillID large v1.5,-0.042,0.0461
147
+ kac_Latn,Kachin,216,1.0,1.0,0.986,0.986,0.9977,1.0,0.9954,1.0,MillID medium v1,0.0,0.014
148
+ glg_Latn,Galician,215,0.9663,0.9663,0.9316,0.9316,0.9517,0.9406,0.9455,0.9517,MillID tiny v1.5,-0.0146,0.0201
149
+ lin_Latn,Lingala,215,0.9953,0.9953,0.9838,0.9838,0.9789,0.9624,0.9791,0.9791,MillID large v1.5,-0.0162,-0.0047
150
+ wol_Latn,Wolof,214,0.9953,0.9953,0.9555,0.9579,0.969,0.9762,0.9763,0.9763,MillID large v1.5,-0.019,0.0184
151
+ als_Latn,Albanian (Tosk),213,1.0,1.0,0.9812,0.9812,0.976,0.9561,0.9687,0.976,MillID tiny v1.5,-0.024,-0.0052
152
+ kin_Latn,Kinyarwanda,210,0.9807,0.9807,0.8535,0.8535,0.8491,0.8178,0.864,0.864,MillID large v1.5,-0.1167,0.0105
153
+ alt_Cyrl,Southern Altai,208,1.0,1.0,0.8966,0.8966,0.9653,0.9655,0.9903,0.9903,MillID large v1.5,-0.0097,0.0937
154
+ kea_Latn,Kabuverdianu,205,0.9976,0.9976,0.8736,0.8736,0.958,0.9662,0.9655,0.9662,MillID medium v1,-0.0314,0.0926
155
+ heb_Hebr,Hebrew,203,1.0,1.0,0.9975,0.9975,0.9752,0.9901,0.9804,0.9901,MillID medium v1,-0.0099,-0.0074
156
+ gle_Latn,Irish,203,1.0,1.0,0.9826,0.9826,0.9776,0.9926,0.9878,0.9926,MillID medium v1,-0.0074,0.01
157
+ ban_Latn,Balinese,202,1.0,1.0,0.9223,0.9223,0.9695,0.9596,0.9695,0.9695,MillID tiny v1.5,-0.0305,0.0472
158
+ tat_Cyrl,Tatar,201,1.0,1.0,0.9685,0.9685,0.9776,0.9755,0.9826,0.9826,MillID large v1.5,-0.0174,0.0141
159
+ nus_Latn,Nuer,199,1.0,1.0,0.9898,0.9898,0.9925,0.995,0.9949,0.995,MillID medium v1,-0.005,0.0052
160
+ bos_Latn,Bosnian,198,1.0,1.0,0.8967,0.8967,0.6852,0.7268,0.7622,0.7622,MillID large v1.5,-0.2378,-0.1345
161
+ hne_Deva,Chhattisgarhi,198,0.9851,0.9851,0.9016,0.9016,0.9381,0.9618,0.9548,0.9618,MillID medium v1,-0.0233,0.0602
162
+ lim_Latn,Limburgish,196,1.0,1.0,0.9556,0.9556,0.896,0.9155,0.9305,0.9305,MillID large v1.5,-0.0695,-0.0251
163
+ yue_Hani,Cantonese,194,0.8983,0.9014,0.2588,0.2588,0.8937,0.8791,0.8929,0.8937,MillID tiny v1.5,-0.0077,0.6349
164
+ war_Latn,Waray,193,1.0,1.0,0.9511,0.9511,0.9462,0.9488,0.957,0.957,MillID large v1.5,-0.043,0.0059
165
+ kik_Latn,Kikuyu,193,1.0,1.0,0.8478,0.8478,0.9922,0.9738,0.9895,0.9922,MillID tiny v1.5,-0.0078,0.1444
166
+ crh_Latn,Crimean Tatar,189,1.0,1.0,0.9786,0.9786,0.9711,0.9842,0.984,0.9842,MillID medium v1,-0.0158,0.0056
167
+ cym_Latn,Welsh,189,1.0,1.0,0.9867,0.9867,0.9893,0.992,0.9894,0.992,MillID medium v1,-0.008,0.0053
168
+ khm_Khmr,Khmer,187,1.0,1.0,1.0,1.0,1.0,0.974,0.9947,1.0,MillID tiny v1.5,0.0,0.0
169
+ azj_Latn,North Azerbaijani,187,0.9973,0.9973,0.9787,0.9787,0.9731,0.9756,0.9866,0.9866,MillID large v1.5,-0.0107,0.0079
170
+ ces_Latn,Czech,183,1.0,1.0,0.9683,0.9683,0.9389,0.9201,0.9451,0.9451,MillID large v1.5,-0.0549,-0.0232
171
+ fon_Latn,Fon,180,1.0,1.0,0.9535,0.9535,0.9833,0.9888,0.9917,0.9917,MillID large v1.5,-0.0083,0.0382
172
+ hye_Armn,Armenian,178,1.0,1.0,0.977,0.977,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.023
173
+ shn_Mymr,Shan,174,1.0,1.0,0.9854,0.9854,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.0146
174
+ scn_Latn,Sicilian,172,1.0,1.0,0.9243,0.9243,0.9767,0.9825,0.9883,0.9883,MillID large v1.5,-0.0117,0.064
175
+ gom_Deva,Goan Konkani,170,0.9798,0.9798,0.9524,0.9524,0.948,0.9741,0.9602,0.9741,MillID medium v1,-0.0057,0.0217
176
+ hrv_Latn,Croatian,168,0.9941,0.9941,0.8563,0.8563,0.6588,0.7172,0.7571,0.7571,MillID large v1.5,-0.237,-0.0992
177
+ kab_Latn,Kabyle,165,1.0,1.0,0.9558,0.9558,0.9354,0.9515,0.9541,0.9541,MillID large v1.5,-0.0459,-0.0017
178
+ fuv_Latn,Nigerian Fulfulde,164,0.8767,0.8919,0.8587,0.8587,0.9073,0.7971,0.8443,0.9073,MillID tiny v1.5,0.0154,0.0486
179
+ arb_Latn,Standard Arabic,163,0.906,0.9133,0.8522,0.8522,0.9419,0.9441,0.9494,0.9494,MillID large v1.5,0.0361,0.0972
180
+ mri_Latn,Māori,162,1.0,1.0,0.6639,0.6639,0.9969,0.9969,0.9907,0.9969,MillID tiny v1.5,-0.0031,0.333
181
+ udm_Cyrl,Udmurt,159,1.0,1.0,0.8244,0.8244,0.9779,0.9843,0.9843,0.9843,MillID medium v1,-0.0157,0.1599
182
+ krc_Cyrl,Karachay-Balkar,159,1.0,1.0,0.8778,0.8778,0.9748,0.9841,0.984,0.9841,MillID medium v1,-0.0159,0.1063
183
+ jav_Latn,Javanese,158,0.9937,0.9937,0.9313,0.9313,0.9551,0.9267,0.9677,0.9677,MillID large v1.5,-0.026,0.0364
184
+ tzm_Tfng,Central Atlas Tamazight,157,0.9345,0.9345,0.7512,0.7512,0.6973,0.6452,0.6491,0.6973,MillID tiny v1.5,-0.2372,-0.0539
185
+ bel_Cyrl,Belarusian,157,1.0,1.0,0.9937,0.9937,0.9841,0.9904,0.984,0.9904,MillID medium v1,-0.0096,-0.0033
186
+ bjn_Latn,Banjar,153,0.9967,0.9967,0.8688,0.8688,0.9369,0.9377,0.9568,0.9568,MillID large v1.5,-0.0399,0.088
187
+ oss_Cyrl,Ossetic,152,1.0,1.0,1.0,1.0,0.9868,0.9867,0.98,0.9868,MillID tiny v1.5,-0.0132,-0.0132
188
+ sun_Latn,Sundanese,143,1.0,1.0,0.9467,0.9467,0.9677,0.979,0.9756,0.979,MillID medium v1,-0.021,0.0323
189
+ srd_Latn,Sardinian,139,1.0,1.0,0.9363,0.9363,0.9751,0.9893,0.9749,0.9893,MillID medium v1,-0.0107,0.053
190
+ fil_Latn,Filipino,137,0.9815,0.9815,0.9926,0.9926,0.9466,0.9354,0.9779,0.9779,MillID large v1.5,-0.0036,-0.0147
191
+ ady_Cyrl,Adyghe,135,1.0,1.0,0.9814,0.9814,0.9963,0.9925,0.9963,0.9963,MillID tiny v1.5,-0.0037,0.0149
192
+ diq_Latn,Dimli (individual language),134,1.0,1.0,0.9333,0.9333,0.9339,0.9502,0.9261,0.9502,MillID medium v1,-0.0498,0.0169
193
+ ewo_Latn,Ewondo,134,0.8787,0.8833,0.8596,0.8596,0.9591,0.9653,0.9776,0.9776,MillID large v1.5,0.0943,0.118
194
+ mos_Latn,Mossi,133,1.0,1.0,0.9811,0.9811,0.9774,0.9771,0.9886,0.9886,MillID large v1.5,-0.0114,0.0075
195
+ xmf_Geor,Mingrelian,132,1.0,1.0,0.963,0.963,0.9848,0.9732,0.981,0.9848,MillID tiny v1.5,-0.0152,0.0218
196
+ kbp_Latn,Kabiyè,130,1.0,1.0,0.9766,0.9766,1.0,0.9923,0.9886,1.0,MillID tiny v1.5,0.0,0.0234
197
+ pag_Latn,Pangasinan,122,0.9959,0.9959,0.959,0.959,0.9573,0.9437,0.9791,0.9791,MillID large v1.5,-0.0168,0.0201
198
+ sat_Olck,Santali,122,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.0
199
+ kmb_Latn,Kimbundu,119,0.9917,0.9917,0.9633,0.9633,0.9833,0.9833,0.9917,0.9917,MillID large v1.5,0.0,0.0284
200
+ kas_Arab,Kashmiri,118,1.0,1.0,0.9784,0.9784,0.9957,0.9915,0.9957,0.9957,MillID tiny v1.5,-0.0043,0.0173
201
+ bjn_Arab,Banjar,116,0.8342,0.9869,0.4533,0.9596,0.9915,0.9831,0.9957,0.9957,MillID large v1.5,0.0088,0.0361
202
+ ace_Latn,Acehnese,113,1.0,1.0,0.8943,0.88,0.9776,0.9867,0.9867,0.9867,MillID medium v1,-0.0133,0.1067
203
+ nav_Latn,Navajo,113,1.0,1.0,0.968,0.968,1.0,0.9867,0.9956,1.0,MillID tiny v1.5,0.0,0.032
204
+ taq_Latn,Tamasheq,106,1.0,1.0,0.8377,0.8377,0.9016,0.9091,0.9223,0.9223,MillID large v1.5,-0.0777,0.0846
205
+ taq_Tfng,Tamasheq,104,0.8046,0.8046,0.0,0.0,0.654,0.6129,0.6042,0.654,MillID tiny v1.5,-0.1506,0.654
206
+ umb_Latn,Umbundu,100,0.995,0.995,0.8972,0.8972,0.98,0.9798,0.9901,0.9901,MillID large v1.5,-0.0049,0.0929
207
+ mag_Deva,Magahi,97,1.0,1.0,0.7723,0.7723,0.89,0.9053,0.8969,0.9053,MillID medium v1,-0.0947,0.133
208
+ awa_Deva,Awadhi,91,0.963,0.963,0.7571,0.7571,0.8977,0.8764,0.9357,0.9357,MillID large v1.5,-0.0273,0.1786
209
+ bug_Latn,Buginese,78,0.9811,0.9811,0.9375,0.9375,0.9806,0.987,0.9935,0.9935,MillID large v1.5,0.0124,0.056
210
+ knc_Arab,Central Kanuri,68,0.8571,0.8595,0.029,0.029,0.5217,0.5625,0.5979,0.5979,MillID large v1.5,-0.2616,0.5689
211
+ min_Latn,Minangkabau,55,0.991,0.991,0.3333,0.3333,0.8947,0.9038,0.9346,0.9346,MillID large v1.5,-0.0564,0.6013
212
+ vec_Latn,Venetian,49,0.8605,0.8605,0.6202,0.6202,0.7664,0.7664,0.8367,0.8367,MillID large v1.5,-0.0238,0.2165
213
+ kas_Deva,Kashmiri,47,0.7027,0.7027,0.5867,0.5867,0.557,0.6905,0.6824,0.6905,MillID medium v1,-0.0122,0.1038
214
+ cjk_Latn,Chokwe,24,1.0,1.0,0.807,0.807,0.8571,0.9091,0.8372,0.9091,MillID medium v1,-0.0909,0.1021
leaderboard_test.csv CHANGED
The diff for this file is too large to render. See raw diff
 
leaderboard_udhr.csv CHANGED
@@ -1,359 +1,359 @@
1
- label,language,support,GlotLID,GlotLID restricted,fastText,fastText restricted,MillID tiny,MillID medium,MillID large,MillID tiny v1.5,MillID medium v1.5,MillID large v1.5,best MillID,best MillID model,gain over GlotLID restricted,gain over fastText restricted
2
- roh_Latn,Romansh,399,0.9987,0.9987,0.9455,0.9455,0.9887,0.9912,0.9937,0.9937,0.9937,0.9975,0.9975,MillID large v1.5,-0.0012,0.052
3
- oci_Latn,Occitan,398,0.3755,0.3755,0.4355,0.4355,0.2912,0.3312,0.3136,0.2771,0.2955,0.3382,0.3382,MillID large v1.5,-0.0373,-0.0973
4
- cmn_Hani,Chinese (Mandarin),319,0.8681,0.8681,0.4676,0.4676,0.8748,0.886,0.8571,0.8921,0.858,0.875,0.8921,MillID tiny v1.5,0.024,0.4245
5
- krl_Latn,Karelian,183,0.0109,0.0109,0.0,0.0,0.0,0.0,0.0,0.0,0.0323,0.0,0.0323,MillID medium v1.5,0.0214,0.0323
6
- qug_Latn,Chimborazo Highland Quichua,182,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0109,0.0,0.0,0.0109,MillID tiny v1.5,0.0109,0.0109
7
- acu_Latn,Achuar-Shiwiar,180,0.8535,0.8535,0.0,0.0,0.85,0.7431,0.7324,0.828,0.8348,0.8013,0.85,MillID tiny,-0.0035,0.85
8
- hus_Latn,Huastec,175,0.9855,0.9855,0.0,0.0,0.9583,0.9914,0.9914,0.9766,0.9796,0.9884,0.9914,MillID medium,0.0059,0.9914
9
- hau_Latn,Hausa,155,1.0,1.0,0.8757,0.8757,0.9968,0.9968,0.9968,0.9904,0.9968,1.0,1.0,MillID large v1.5,0.0,0.1243
10
- auc_Latn,Waorani,154,0.0,0.0,0.0,0.0,0.0,0.0503,0.0,0.0,0.0129,0.0255,0.0503,MillID medium,0.0503,0.0503
11
- kwi_Latn,Awa-Cuaiquer,145,0.8769,0.8769,0.0,0.0,0.7712,0.775,0.7967,0.8803,0.8446,0.8627,0.8803,MillID tiny v1.5,0.0034,0.8803
12
- jpn_Jpan,Japanese,140,1.0,1.0,0.9437,0.9437,1.0,1.0,1.0,1.0,0.9825,1.0,1.0,MillID tiny,0.0,0.0563
13
- snn_Latn,Siona,136,0.5137,0.5137,0.0,0.0,0.3931,0.7731,0.6207,0.6305,0.7698,0.4667,0.7731,MillID medium,0.2594,0.7731
14
- ktu_Latn,Kituba (Democratic Republic of Congo),118,0.6803,0.6803,0.0,0.0,0.7546,0.7687,0.7528,0.7653,0.7758,0.773,0.7758,MillID medium v1.5,0.0955,0.7758
15
- lat_Latn,Latin,118,0.9915,0.9915,0.0,0.0,0.9957,0.9958,0.9958,0.9957,0.9915,0.9957,0.9958,MillID medium,0.0043,0.9958
16
- hat_Latn,Haitian Creole,117,0.9785,0.9785,0.6988,0.6988,0.9872,0.9914,0.9871,0.9915,0.9782,0.9871,0.9915,MillID tiny v1.5,0.013,0.2927
17
- twi_Latn,Twi,116,0.9957,0.9957,0.3993,0.3959,0.9957,0.9871,0.9829,0.9831,0.9914,0.9914,0.9957,MillID tiny,0.0,0.5998
18
- rmn_Latn,Balkan Romani,116,0.8571,0.8571,0.0,0.0,0.7213,0.6667,0.7351,0.678,0.6818,0.7039,0.7351,MillID large,-0.122,0.7351
19
- kmb_Latn,Kimbundu,116,1.0,1.0,0.8775,0.8775,0.9914,0.9787,0.9914,0.9702,0.9914,0.9914,0.9914,MillID tiny,-0.0086,0.1139
20
- nya_Latn,Nyanja,116,1.0,1.0,0.8056,0.8056,0.9784,0.9871,0.9655,0.9913,0.9828,0.9784,0.9913,MillID tiny v1.5,-0.0087,0.1857
21
- chr_Cher,Cherokee,115,0.6628,0.6628,0.0,0.0,0.6705,0.7151,0.7293,0.6705,0.7766,0.945,0.945,MillID large v1.5,0.2822,0.945
22
- ell_Grek,Greek,115,1.0,1.0,1.0,1.0,0.6705,0.655,0.6705,0.6705,0.6705,0.6705,0.6705,MillID tiny,-0.3295,-0.3295
23
- lvs_Latn,Standard Latvian,115,1.0,1.0,0.9914,0.9914,0.9957,0.9957,0.9957,0.9868,1.0,1.0,1.0,MillID medium v1.5,0.0,0.0086
24
- kng_Latn,Koongo,115,0.1928,0.1928,0.4571,0.4571,0.1014,0.0469,0.1014,0.0758,0.0625,0.0469,0.1014,MillID tiny,-0.0914,-0.3557
25
- pov_Latn,Upper Guinea Crioulo,115,0.8325,0.8325,0.0,0.0,0.8442,0.8384,0.8384,0.8205,0.9302,0.8265,0.9302,MillID medium v1.5,0.0977,0.9302
26
- por_Latn,Portuguese,115,0.9957,0.9957,0.7931,0.7931,0.9784,0.9957,0.9826,0.9554,1.0,1.0,1.0,MillID medium v1.5,0.0043,0.2069
27
- cjk_Latn,Chokwe,114,1.0,1.0,0.5327,0.5327,0.8878,0.9493,0.9493,0.8713,0.9143,0.9589,0.9589,MillID large v1.5,-0.0411,0.4262
28
- tha_Thai,Thai,114,1.0,1.0,0.9956,0.9956,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,0.0044
29
- tso_Latn,Tsonga,114,0.7807,0.7807,0.6909,0.6909,0.7432,0.8824,0.8426,0.86,0.7609,0.7742,0.8824,MillID medium,0.1017,0.1915
30
- fas_Arab,Persian,114,1.0,1.0,0.9344,0.9344,0.9821,0.9912,0.973,0.9912,0.9912,0.9821,0.9912,MillID medium,-0.0088,0.0568
31
- lin_Latn,Lingala,110,1.0,1.0,0.9864,0.9864,0.9735,1.0,0.9692,0.991,0.991,0.9955,1.0,MillID medium,0.0,0.0136
32
- fuv_Latn,Nigerian Fulfulde,108,0.6813,0.6885,0.4747,0.4747,0.5096,0.4051,0.519,0.6588,0.3504,0.5732,0.6588,MillID tiny v1.5,-0.0297,0.1841
33
- urd_Arab,Urdu,108,0.986,0.986,0.6353,0.6353,0.9907,0.9953,0.9953,0.9907,0.9859,0.9811,0.9953,MillID medium,0.0093,0.36
34
- umb_Latn,Umbundu,107,0.9906,0.9906,0.9083,0.9083,0.9091,0.8737,0.8854,0.9662,0.8511,0.9612,0.9662,MillID tiny v1.5,-0.0244,0.0579
35
- mal_Mlym,Malayalam,100,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,0.0
36
- ron_Latn,Romanian,97,1.0,1.0,0.8727,0.8727,1.0,0.9949,0.9949,0.9949,0.9948,0.9948,1.0,MillID tiny,0.0,0.1273
37
- ven_Latn,Venda,89,1.0,1.0,0.0,0.0,1.0,1.0,0.9944,1.0,1.0,1.0,1.0,MillID tiny,0.0,1.0
38
- spa_Latn,Spanish,78,0.9872,0.9872,0.5571,0.5571,0.956,0.9872,0.987,0.974,0.9744,0.9935,0.9935,MillID large v1.5,0.0063,0.4364
39
- hye_Armn,Armenian,70,1.0,1.0,0.9855,0.9855,0.9855,0.9928,0.9855,1.0,0.9855,0.9928,1.0,MillID tiny v1.5,0.0,0.0145
40
- tam_Taml,Tamil,68,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,0.0
41
- deu_Latn,German,67,1.0,1.0,0.9571,0.9571,1.0,1.0,0.9925,1.0,1.0,1.0,1.0,MillID tiny,0.0,0.0429
42
- tiv_Latn,Tiv,67,1.0,1.0,0.0,0.0,1.0,0.9926,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,1.0
43
- pam_Latn,Pampanga,66,1.0,1.0,0.0,0.0,0.9925,1.0,1.0,1.0,1.0,1.0,1.0,MillID medium,0.0,1.0
44
- sun_Latn,Sundanese,66,0.9924,0.9924,0.7692,0.7692,0.9606,0.9767,0.9924,0.9924,0.9925,1.0,1.0,MillID large v1.5,0.0076,0.2308
45
- knc_Latn,Central Kanuri,64,1.0,1.0,0.4384,0.4384,0.9921,1.0,1.0,1.0,1.0,1.0,1.0,MillID medium,0.0,0.5616
46
- njo_Latn,Ao Naga,64,0.9921,0.9921,0.0,0.0,0.9922,0.9922,1.0,1.0,1.0,0.9846,1.0,MillID large,0.0079,1.0
47
- skr_Arab,Saraiki,63,0.5,0.5,0.0,0.0,0.8,0.9231,0.8545,0.8673,0.9138,0.875,0.9231,MillID medium,0.4231,0.9231
48
- smo_Latn,Samoan,63,1.0,1.0,0.7922,0.7922,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,0.2078
49
- mcf_Latn,Matsés,62,0.992,0.992,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.008,1.0
50
- shp_Latn,Shipibo-Conibo,62,0.9123,0.9123,0.0,0.0,0.5581,0.4103,0.8077,0.4691,0.4524,0.6067,0.8077,MillID large,-0.1046,0.8077
51
- cbi_Latn,Chachi,62,0.9919,0.9919,0.0,0.0,0.976,1.0,0.9919,0.9841,1.0,0.9919,1.0,MillID medium,0.0081,1.0
52
- gla_Latn,Scottish Gaelic,62,0.9836,0.9836,0.9587,0.9587,0.992,0.976,0.9919,0.9919,1.0,1.0,1.0,MillID medium v1.5,0.0164,0.0413
53
- nob_Latn,Norwegian Bokmål,62,0.9764,0.9764,0.992,0.992,0.9606,0.9516,0.9365,0.9134,0.8955,0.9593,0.9606,MillID tiny,-0.0158,-0.0314
54
- ace_Latn,Acehnese,61,0.9917,0.9917,0.5357,0.5357,0.9756,0.9833,0.9917,1.0,0.9748,0.9917,1.0,MillID tiny v1.5,0.0083,0.4643
55
- swe_Latn,Swedish,61,1.0,1.0,1.0,1.0,0.9917,1.0,1.0,0.9917,1.0,1.0,1.0,MillID medium,0.0,0.0
56
- amr_Latn,Amarakaeri,61,0.976,0.976,0.0,0.0,0.9833,1.0,1.0,0.9919,0.9833,0.9833,1.0,MillID medium,0.024,1.0
57
- pnb_Arab,Western Panjabi,61,0.7394,0.7394,0.0,0.0,0.8451,0.9313,0.8841,0.8824,0.9104,0.8841,0.9313,MillID medium,0.1919,0.9313
58
- boa_Latn,Bora,61,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,1.0
59
- sey_Latn,Secoya,61,0.5744,0.5888,0.0,0.0,0.3959,0.5839,0.5714,0.5799,0.5538,0.5263,0.5839,MillID medium,-0.0049,0.5839
60
- dan_Latn,Danish,61,0.9833,0.9833,0.9677,0.9677,0.9587,0.9587,0.9516,0.9431,0.9231,0.9516,0.9587,MillID tiny,-0.0246,-0.009
61
- fin_Latn,Finnish,61,1.0,1.0,0.2998,0.2998,0.9919,0.9836,0.9661,1.0,0.9431,0.9752,1.0,MillID tiny v1.5,0.0,0.7002
62
- udu_Latn,Uduk,60,1.0,1.0,0.0,0.0,0.9917,1.0,1.0,1.0,1.0,1.0,1.0,MillID medium,0.0,1.0
63
- cbr_Latn,Cashibo-Cacataibo,60,1.0,1.0,0.0,0.0,1.0,0.9917,0.9917,1.0,1.0,1.0,1.0,MillID tiny,0.0,1.0
64
- cab_Latn,Garifuna,60,0.9831,0.9831,0.0,0.0,0.9917,1.0,1.0,1.0,1.0,1.0,1.0,MillID medium,0.0169,1.0
65
- zgh_Tfng,Standard Moroccan Tamazight,60,0.4615,0.4615,0.0,0.0,0.5185,0.8235,0.7368,0.75,0.7879,0.6517,0.8235,MillID medium,0.362,0.8235
66
- ban_Latn,Balinese,60,1.0,1.0,0.5607,0.5607,0.9916,0.9831,0.9744,0.9744,0.9916,0.9833,0.9916,MillID tiny,-0.0084,0.4309
67
- arl_Latn,Arabela,60,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,1.0
68
- afr_Latn,Afrikaans,60,1.0,1.0,0.944,0.944,1.0,1.0,1.0,0.9916,1.0,1.0,1.0,MillID tiny,0.0,0.056
69
- war_Latn,Waray,60,0.9917,0.9917,0.944,0.944,0.9748,1.0,1.0,0.9836,0.9917,1.0,1.0,MillID medium,0.0083,0.056
70
- mad_Latn,Madurese,60,0.9748,0.9748,0.0,0.0,0.9752,0.9655,0.9752,0.9833,0.9565,0.9833,0.9833,MillID tiny v1.5,0.0085,0.9833
71
- mcd_Latn,Sharanahua,60,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,1.0
72
- ind_Latn,Indonesian,60,0.9027,0.9027,0.5652,0.5652,0.6136,0.6739,0.6444,0.7677,0.7423,0.6452,0.7677,MillID tiny v1.5,-0.135,0.2025
73
- jav_Latn,Javanese,60,0.9916,0.9916,0.513,0.513,0.9833,0.9672,0.9593,0.9833,0.944,0.9833,0.9833,MillID tiny,-0.0083,0.4703
74
- jiv_Latn,Shuar,60,0.8027,0.8027,0.0,0.0,0.7703,0.7066,0.7317,0.8227,0.7797,0.7284,0.8227,MillID tiny v1.5,0.02,0.8227
75
- wol_Latn,Wolof,60,1.0,1.0,0.2362,0.2362,0.9836,0.9836,0.9916,0.9917,0.9916,0.9833,0.9917,MillID tiny v1.5,-0.0083,0.7555
76
- gjn_Latn,Gonja,60,0.9831,0.9831,0.0,0.0,0.9831,0.9916,0.9831,0.9916,0.9744,0.9833,0.9916,MillID medium,0.0085,0.9916
77
- quy_Latn,Ayacucho Quechua,60,0.7763,0.7763,0.1039,0.1039,0.7117,0.6747,0.76,0.6744,0.7246,0.6835,0.76,MillID large,-0.0163,0.6561
78
- ekk_Latn,Estonian,60,1.0,1.0,0.3448,0.3448,1.0,1.0,1.0,0.9917,0.9916,1.0,1.0,MillID tiny,0.0,0.6552
79
- ctd_Latn,Tedim Chin,60,0.6957,0.7234,0.0,0.0,0.5185,0.7879,0.8,0.6047,0.7292,0.7755,0.8,MillID large,0.0766,0.8
80
- ton_Latn,Tongan,60,0.9917,0.9917,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0083,1.0
81
- bug_Latn,Buginese,60,1.0,1.0,0.5742,0.5742,0.9916,0.9655,0.9565,0.9298,0.9916,0.9916,0.9916,MillID tiny,-0.0084,0.4174
82
- bod_Tibt,Tibetan,60,0.9009,0.9009,0.8992,0.8992,0.9661,0.9748,0.9672,0.9748,0.9748,0.9483,0.9748,MillID medium,0.0739,0.0756
83
- vie_Latn,Vietnamese,60,1.0,1.0,0.9524,0.9524,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,0.0476
84
- zam_Latn,Miahuatlán Zapotec,60,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,MillID tiny,0.0,0.0
85
- gaz_Latn,Oromo (West Central),60,0.9752,0.9752,0.5381,0.5381,0.9831,0.9916,0.9744,0.958,1.0,0.9917,1.0,MillID medium v1.5,0.0248,0.4619
86
- cpu_Latn,Pichis Ashéninka,60,0.9744,0.9744,0.0,0.0,0.6593,0.5714,0.6667,0.7292,0.4416,0.5714,0.7292,MillID tiny v1.5,-0.2452,0.7292
87
- sna_Latn,Shona,60,0.9917,0.9917,0.5729,0.5729,0.9833,0.9836,1.0,0.9756,0.9752,0.9836,1.0,MillID large,0.0083,0.4271
88
- cym_Latn,Welsh,60,1.0,1.0,0.8108,0.8108,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,0.1892
89
- qvm_Latn,Margos-Yarowilca-Lauricocha Quechua,60,0.5,0.5,0.0,0.0,0.125,0.0938,0.1818,0.3562,0.0328,0.3562,0.3562,MillID tiny v1.5,-0.1438,0.3562
90
- fil_Latn,Filipino,60,1.0,1.0,0.553,0.553,0.9831,0.9916,0.9916,1.0,0.9836,0.9917,1.0,MillID tiny v1.5,0.0,0.447
91
- tbz_Latn,Ditammari,60,0.3784,0.3784,0.0,0.0,0.0,0.3333,0.2609,0.0,0.3333,0.209,0.3333,MillID medium,-0.0451,0.3333
92
- cot_Latn,Caquinte,60,0.9916,0.9916,0.0,0.0,0.9916,0.9831,1.0,0.9916,0.9916,0.9916,1.0,MillID large,0.0084,1.0
93
- tca_Latn,Ticuna,60,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,1.0
94
- ayr_Latn,Central Aymara,59,1.0,1.0,0.716,0.716,0.8992,1.0,0.9916,0.9916,0.9831,0.9587,1.0,MillID medium,0.0,0.284
95
- tur_Latn,Turkish,59,0.9916,0.9916,0.59,0.59,0.9421,0.9833,0.9916,0.9833,0.9286,0.9916,0.9916,MillID large,0.0,0.4016
96
- uig_Latn,Uyghur,59,0.9833,0.9752,0.0,0.0,1.0,0.9916,1.0,0.9833,0.9916,1.0,1.0,MillID tiny,0.0248,1.0
97
- bis_Latn,Bislama,59,1.0,1.0,0.7516,0.7516,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,0.2484
98
- bcl_Latn,Central Bikol,59,0.9916,0.9916,0.0,0.0,0.9916,0.9916,1.0,0.9915,0.9831,0.9916,1.0,MillID large,0.0084,1.0
99
- bos_Latn,Bosnian,59,0.3121,0.3121,0.1979,0.1979,0.1803,0.2281,0.237,0.2,0.1205,0.1913,0.237,MillID large,-0.0751,0.0391
100
- bre_Latn,Breton,59,0.9915,0.9915,0.0,0.0,0.9916,1.0,0.9833,0.9831,0.9833,1.0,1.0,MillID medium,0.0085,1.0
101
- tly_Latn,Talysh,59,0.9915,0.9915,0.0,0.0,0.9915,0.9915,1.0,0.9915,0.9915,0.9915,1.0,MillID large,0.0085,1.0
102
- ceb_Latn,Cebuano,59,1.0,1.0,0.6146,0.6146,0.9916,0.9833,0.9833,0.9916,0.9831,1.0,1.0,MillID large v1.5,0.0,0.3854
103
- tob_Latn,Toba,59,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,1.0
104
- top_Latn,Papantla Totonac,59,0.9916,0.9916,0.0,0.0,0.9828,0.9833,0.9831,0.958,0.9916,1.0,1.0,MillID large v1.5,0.0084,1.0
105
- tuk_Latn,Turkmen,59,1.0,1.0,0.9672,0.9672,0.9739,0.9916,1.0,0.9828,1.0,1.0,1.0,MillID large,0.0,0.0328
106
- tsz_Latn,Purepecha,59,0.9655,0.9744,0.0,0.0,0.9739,0.9915,0.9915,0.9739,0.9655,1.0,1.0,MillID large v1.5,0.0256,1.0
107
- fur_Latn,Friulian,59,1.0,1.0,0.6082,0.6051,0.9748,1.0,0.9748,0.9667,0.9916,1.0,1.0,MillID medium,0.0,0.3949
108
- gaa_Latn,Ga,59,0.9916,0.9833,0.0,0.0,0.9916,0.9916,0.9752,0.9752,0.9916,0.9672,0.9916,MillID tiny,0.0083,0.9916
109
- gag_Latn,Gagauz,59,0.9915,0.9915,0.0,0.0,0.9565,0.9828,0.9915,0.9828,0.9828,0.9915,0.9915,MillID large,0.0,0.9915
110
- gsw_Latn,Swiss German,59,0.9915,0.9915,0.0,0.0,0.7097,0.8081,0.9649,0.8462,0.75,0.9273,0.9649,MillID large,-0.0266,0.9649
111
- pol_Latn,Polish,59,1.0,1.0,0.7296,0.7296,0.9831,0.9655,0.9915,0.9916,0.9916,0.9833,0.9916,MillID tiny v1.5,-0.0084,0.262
112
- qva_Latn,Ambo-Pasco Quechua,59,0.0328,0.0328,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,MillID tiny,-0.0328,0.0
113
- eus_Latn,Basque,59,1.0,1.0,0.8923,0.8923,0.9219,0.9672,0.9752,0.9219,0.944,0.9833,0.9833,MillID large v1.5,-0.0167,0.091
114
- qwh_Latn,Huaylas Ancash Quechua,59,0.6545,0.6545,0.0,0.0,0.3982,0.4955,0.5698,0.494,0.3945,0.5306,0.5698,MillID large,-0.0847,0.5698
115
- srp_Latn,Serbian,59,0.45,0.45,0.0,0.0,0.3689,0.4754,0.4167,0.3486,0.4882,0.4074,0.4882,MillID medium v1.5,0.0382,0.4882
116
- ssw_Latn,Swati,59,1.0,1.0,0.9516,0.9516,0.9916,1.0,1.0,1.0,1.0,1.0,1.0,MillID medium,0.0,0.0484
117
- cnr_Latn,Serbian (Montenegro),59,0.0303,0.0303,0.0,0.0,0.0,0.0,0.0,0.0,0.0323,0.0,0.0323,MillID medium v1.5,0.002,0.0323
118
- srp_Cyrl,Serbian,59,0.9915,0.9915,0.9915,0.9915,0.9828,0.9828,0.9915,0.9915,0.9915,0.9915,0.9915,MillID large,0.0,0.0
119
- slv_Latn,Slovenian,59,0.9752,0.9752,0.8027,0.8027,0.9474,0.9483,0.9587,0.9661,0.9593,0.9831,0.9831,MillID large v1.5,0.0079,0.1804
120
- cof_Latn,Colorado,59,0.9273,0.9369,0.0,0.0,0.9655,1.0,0.9915,1.0,0.9831,0.9831,1.0,MillID medium,0.0631,1.0
121
- cos_Latn,Corsican,59,0.9915,0.9915,0.0,0.0,0.9915,0.9916,0.9831,1.0,1.0,0.9831,1.0,MillID tiny v1.5,0.0085,1.0
122
- cjs_Cyrl,Shor,59,0.9369,0.9369,0.0,0.0,0.9464,0.9649,0.9649,0.9558,0.9649,0.9739,0.9739,MillID large v1.5,0.037,0.9739
123
- fij_Latn,Fijian,59,1.0,1.0,0.9752,0.9752,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,0.0248
124
- rar_Latn,Rarotongan,59,1.0,1.0,0.0,0.0,0.9916,1.0,1.0,1.0,0.9916,1.0,1.0,MillID medium,0.0,1.0
125
- sin_Sinh,Sinhala,59,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,0.0
126
- sag_Latn,Sango,59,0.5783,0.5783,0.1892,0.1892,0.9915,0.9915,0.9915,0.9915,0.9649,0.9915,0.9915,MillID tiny,0.4132,0.8023
127
- ewe_Latn,Ewe,59,1.0,1.0,0.6517,0.6517,1.0,1.0,0.9833,0.9916,1.0,1.0,1.0,MillID tiny,0.0,0.3483
128
- dzo_Tibt,Dzongkha,59,0.9134,0.9134,0.8571,0.8571,0.9667,0.9748,0.9655,0.9748,0.9748,0.9508,0.9748,MillID medium,0.0614,0.1177
129
- dga_Latn,Southern Dagaare,59,0.9915,1.0,0.0,0.0,0.9365,0.9915,0.9667,1.0,0.9916,0.9831,1.0,MillID tiny v1.5,0.0,1.0
130
- crh_Latn,Crimean Tatar,59,1.0,1.0,0.8551,0.8551,0.9833,0.9916,0.9672,0.9916,0.9365,0.9833,0.9916,MillID medium,-0.0084,0.1365
131
- mar_Deva,Marathi,59,1.0,1.0,1.0,1.0,1.0,0.9916,0.9916,1.0,0.9915,1.0,1.0,MillID tiny,0.0,0.0
132
- maz_Latn,Central Mazahua,59,0.9391,0.9391,0.0,0.0,0.725,0.7421,0.8227,0.7891,0.7662,0.8138,0.8227,MillID large,-0.1164,0.8227
133
- nav_Latn,Navajo,59,1.0,1.0,0.7024,0.7024,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,0.2976
134
- mor_Latn,Moro,59,0.9915,0.9915,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0085,1.0
135
- min_Latn,Minangkabau,59,0.9916,0.9916,0.127,0.127,1.0,0.9915,1.0,0.9916,1.0,1.0,1.0,MillID tiny,0.0084,0.873
136
- mlt_Latn,Maltese,59,1.0,1.0,0.8939,0.8939,0.9916,1.0,1.0,1.0,0.9916,1.0,1.0,MillID medium,0.0,0.1061
137
- men_Latn,Mende,59,0.9916,0.9916,0.0,0.0,0.9516,0.9916,0.9752,1.0,0.9916,0.9916,1.0,MillID tiny v1.5,0.0084,1.0
138
- mic_Latn,Mi'kmaw,59,0.4267,0.4267,0.0,0.0,0.9828,1.0,1.0,0.9915,0.9915,1.0,1.0,MillID medium,0.5733,1.0
139
- hns_Latn,Caribbean Hindustani,59,0.9369,0.9369,0.0,0.0,0.9649,0.9739,0.9915,0.9273,0.9828,0.9739,0.9915,MillID large,0.0546,0.9915
140
- hsb_Latn,Upper Sorbian,59,1.0,1.0,0.0,0.0,0.9828,1.0,0.9739,1.0,0.9828,0.9915,1.0,MillID medium,0.0,1.0
141
- hun_Latn,Hungarian,59,1.0,1.0,0.3224,0.3224,1.0,0.9916,1.0,1.0,1.0,0.9833,1.0,MillID tiny,0.0,0.6776
142
- nzi_Latn,Nzima,59,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,0.9916,1.0,MillID tiny,0.0,1.0
143
- ote_Latn,Mezquital Otomi,59,0.0,0.0,0.0,0.0,0.0,0.0656,0.0656,0.1538,0.0645,0.0656,0.1538,MillID tiny v1.5,0.1538,0.1538
144
- hin_Deva,Hindi,59,0.9573,0.9573,0.9752,0.9752,0.6444,0.6067,0.45,0.7234,0.7097,0.7273,0.7273,MillID large v1.5,-0.23,-0.2479
145
- not_Latn,Nomatsiguenga,59,0.9915,0.9915,0.0,0.0,1.0,0.9915,0.9915,0.9831,0.9915,1.0,1.0,MillID tiny,0.0085,1.0
146
- nba_Latn,Nyemba,59,0.0,0.0,0.0,0.0,0.0323,0.0,0.0,0.0328,0.0,0.0,0.0328,MillID tiny v1.5,0.0328,0.0328
147
- kqn_Latn,Kaonde,59,1.0,1.0,0.0,0.0,0.9915,0.9916,0.9833,0.9831,1.0,0.9831,1.0,MillID medium v1.5,0.0,1.0
148
- kbr_Latn,Kafa,59,0.9915,0.9915,0.0,0.0,1.0,1.0,1.0,1.0,1.0,0.9916,1.0,MillID tiny,0.0085,1.0
149
- kbp_Latn,Kabiyè,59,1.0,1.0,0.3893,0.3893,0.9291,0.9593,0.9752,0.7815,0.9672,0.9672,0.9752,MillID large,-0.0248,0.5859
150
- ltz_Latn,Luxembourgish,59,0.9915,0.9915,0.648,0.648,0.9916,0.9916,1.0,0.9915,0.9831,1.0,1.0,MillID large,0.0085,0.352
151
- lld_Latn,Ladin,59,0.7312,0.7312,0.0,0.0,0.9464,0.8991,0.8155,0.9091,0.8317,0.8807,0.9464,MillID tiny,0.2152,0.9464
152
- kin_Latn,Kinyarwanda,59,0.8868,0.8868,0.8571,0.8571,0.8889,0.9412,0.8929,0.8039,0.8814,0.8727,0.9412,MillID medium,0.0544,0.0841
153
- khm_Khmr,Khmer,59,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,0.0
154
- kdh_Latn,Tem,59,0.8654,0.9915,0.0,0.0,1.0,1.0,1.0,0.9916,1.0,1.0,1.0,MillID tiny,0.0085,1.0
155
- wln_Latn,Walloon,59,0.655,0.655,0.0,0.0,0.6552,0.6667,0.6705,0.6118,0.6552,0.6591,0.6705,MillID large,0.0155,0.6705
156
- xsm_Latn,Kasem,59,0.9915,0.9915,0.0,0.0,0.8544,0.9268,0.9649,0.9273,0.9298,0.9492,0.9649,MillID large,-0.0266,0.9649
157
- yua_Latn,Yucateco,59,1.0,1.0,0.0,0.0,0.9593,1.0,1.0,0.9833,0.9672,1.0,1.0,MillID medium,0.0,1.0
158
- ydd_Hebr,Eastern Yiddish,59,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.9916,1.0,1.0,MillID tiny,0.0,0.0
159
- als_Latn,Albanian (Tosk),59,1.0,1.0,0.7329,0.7329,1.0,0.9828,0.9828,0.9915,0.8119,0.9739,1.0,MillID tiny,0.0,0.2671
160
- ame_Latn,Yanesha',59,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,1.0
161
- ajg_Latn,Aja (Benin),59,0.9916,0.9916,0.0,0.0,0.8741,0.9593,0.9219,0.9219,0.9421,0.9833,0.9833,MillID large v1.5,-0.0083,0.9833
162
- ada_Latn,Adangme,59,0.9365,0.9365,0.0,0.0,1.0,0.9752,0.9752,0.9916,0.9516,0.9672,1.0,MillID tiny,0.0635,1.0
163
- xho_Latn,Xhosa,58,1.0,1.0,0.8529,0.8529,0.9381,0.9204,0.8972,0.9402,0.906,0.9474,0.9474,MillID large v1.5,-0.0526,0.0945
164
- vmw_Latn,Makhuwa,58,0.9825,0.9913,0.0,0.0,0.9825,0.9825,0.9735,0.9825,0.9825,0.9825,0.9825,MillID tiny,-0.0088,0.9825
165
- arn_Latn,Mapuche,58,0.8952,0.9057,0.8175,0.8175,0.9483,0.9744,0.958,0.9739,0.958,0.9913,0.9913,MillID large v1.5,0.0856,0.1738
166
- arb_Arab,Arabic (Modern Standard),58,1.0,1.0,1.0,1.0,0.9259,0.9259,0.9455,0.8846,0.9735,0.9358,0.9735,MillID medium v1.5,-0.0265,-0.0265
167
- ami_Latn,Amis,58,0.0,0.0,0.0,0.0,0.0,0.0339,0.129,0.0,0.0,0.0984,0.129,MillID large,0.129,0.129
168
- nbl_Latn,South Ndebele,58,0.0,0.0,0.0,0.0,0.0,0.0,0.0333,0.0,0.0,0.0,0.0333,MillID large,0.0333,0.0333
169
- mkd_Cyrl,Macedonian,58,1.0,1.0,1.0,1.0,0.9831,0.9748,1.0,0.9915,0.9831,0.9915,1.0,MillID large,0.0,0.0
170
- ndo_Latn,Ndonga,58,0.958,0.958,0.0,0.0,0.9661,0.9431,0.9748,0.95,0.958,0.9587,0.9748,MillID large,0.0168,0.9748
171
- mxv_Latn,Metlatónoc Mixtec,58,0.0,0.0,0.0,0.0,0.0984,0.2154,0.0339,0.129,0.1846,0.0339,0.2154,MillID medium,0.2154,0.2154
172
- kal_Latn,Kalaallisut,58,1.0,1.0,0.76,0.76,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,0.24
173
- kor_Hang,Korean,58,1.0,1.0,0.8923,0.8923,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,0.1077
174
- kri_Latn,Krio,58,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,0.9915,1.0,MillID tiny,0.0,1.0
175
- yap_Latn,Yapese,58,1.0,1.0,0.0,0.0,0.9825,0.9915,1.0,0.9913,0.9915,0.9915,1.0,MillID large,0.0,1.0
176
- kha_Latn,Khasi,58,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,0.9915,1.0,MillID tiny,0.0,1.0
177
- kir_Cyrl,Kyrgyz,58,1.0,1.0,0.6237,0.6237,0.9915,1.0,1.0,1.0,1.0,1.0,1.0,MillID medium,0.0,0.3763
178
- loz_Latn,Lozi,58,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,1.0
179
- kmr_Latn,Northern Kurdish,58,1.0,1.0,0.7582,0.7582,0.955,0.9825,0.9735,1.0,0.9358,0.9455,1.0,MillID tiny v1.5,0.0,0.2418
180
- lit_Latn,Lithuanian,58,1.0,1.0,0.8112,0.8112,1.0,1.0,1.0,1.0,1.0,0.9915,1.0,MillID tiny,0.0,0.1888
181
- kea_Latn,Kabuverdianu,58,0.9355,0.9355,0.125,0.1244,0.8112,0.7945,0.8,0.7917,0.9134,0.7733,0.9134,MillID medium v1.5,-0.0221,0.789
182
- lij_Latn,Ligurian,58,0.8593,0.8593,0.4872,0.4872,0.9431,0.9587,0.8227,0.9831,0.8657,0.9508,0.9831,MillID tiny v1.5,0.1238,0.4959
183
- lad_Latn,Ladino,58,1.0,1.0,0.0,0.0,0.9558,0.9913,0.9828,0.9643,0.9649,1.0,1.0,MillID large v1.5,0.0,1.0
184
- lua_Latn,Luba-Lulua,58,0.7391,0.7391,0.6386,0.6386,0.7708,0.55,0.5316,0.7097,0.7174,0.7033,0.7708,MillID tiny,0.0317,0.1322
185
- kan_Knda,Kannada,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,0.0
186
- kat_Geor,Georgian,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,0.0
187
- kaz_Cyrl,Kazakh,58,1.0,1.0,0.4444,0.4444,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,0.5556
188
- mfq_Latn,Moba,58,1.0,1.0,0.0,0.0,1.0,1.0,0.9744,1.0,0.9913,1.0,1.0,MillID tiny,0.0,1.0
189
- isl_Latn,Icelandic,58,1.0,1.0,0.8345,0.8345,0.9913,0.9455,0.9455,0.8738,0.9159,0.8846,0.9913,MillID tiny,-0.0087,0.1568
190
- kab_Latn,Kabyle,58,0.9913,0.9913,0.9831,0.9748,0.9825,0.9915,0.9913,0.9259,0.955,0.9913,0.9915,MillID medium,0.0002,0.0167
191
- kaa_Cyrl,Kara-Kalpak,58,1.0,1.0,0.0,0.0,1.0,0.9915,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,1.0
192
- ina_Latn,Interlingua,58,1.0,1.0,0.0,0.0,0.9913,1.0,1.0,0.9913,0.9913,1.0,1.0,MillID medium,0.0,1.0
193
- ilo_Latn,Iloko,58,0.9913,0.9913,0.8593,0.8593,1.0,1.0,1.0,0.9831,0.9828,1.0,1.0,MillID tiny,0.0087,0.1407
194
- ita_Latn,Italian,58,1.0,1.0,0.6629,0.6629,1.0,0.9825,0.9828,0.9913,1.0,0.9735,1.0,MillID tiny,0.0,0.3371
195
- mam_Latn,Mam,58,0.9455,0.9455,0.0,0.0,0.9174,1.0,0.955,0.8846,0.9735,0.9913,1.0,MillID medium,0.0545,1.0
196
- mah_Latn,Marshallese,58,1.0,1.0,0.0,0.0,1.0,0.9915,0.9915,1.0,1.0,1.0,1.0,MillID tiny,0.0,1.0
197
- mai_Deva,Maithili,58,1.0,1.0,1.0,1.0,0.9587,0.8593,0.8923,0.9355,0.9667,0.9508,0.9667,MillID medium v1.5,-0.0333,-0.0333
198
- lus_Latn,Mizo,58,1.0,0.9915,0.3986,0.3986,0.9915,1.0,1.0,0.9913,0.9915,0.9913,1.0,MillID medium,0.0085,0.6014
199
- lue_Latn,Luvale,58,0.9913,0.9913,0.0,0.0,0.9587,0.9831,0.9508,0.9748,0.9748,0.9667,0.9831,MillID medium,-0.0082,0.9831
200
- quc_Latn,Kʼicheʼ,58,0.9174,0.9174,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0826,1.0
201
- qvc_Latn,Cajamarca Quechua,58,0.9062,0.9062,0.0,0.0,0.8444,0.7891,0.6824,0.648,0.8085,0.8169,0.8444,MillID tiny,-0.0618,0.8444
202
- qvh_Latn,Huamalíes-Dos de Mayo Huánuco Quechua,58,0.1538,0.1538,0.0,0.0,0.1587,0.2154,0.0984,0.4675,0.0984,0.2154,0.4675,MillID tiny v1.5,0.3137,0.4675
203
- epo_Latn,Esperanto,58,1.0,1.0,0.4234,0.4234,0.9913,0.9825,0.9825,0.9913,0.9825,0.9913,0.9913,MillID tiny,-0.0087,0.5679
204
- fon_Latn,Fon,58,0.9913,0.9913,0.4979,0.4979,0.782,0.9649,0.8929,0.9492,0.9744,0.9667,0.9744,MillID medium v1.5,-0.0169,0.4765
205
- fkv_Latn,Kven Finnish,58,0.6667,0.6667,0.0,0.0,0.7917,0.6966,0.8515,0.6353,0.5128,0.9057,0.9057,MillID large v1.5,0.239,0.9057
206
- fry_Latn,Western Frisian,58,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,1.0
207
- fra_Latn,French,58,0.9915,0.9915,0.9134,0.9134,0.958,0.9655,0.9655,0.8544,0.9739,0.9739,0.9739,MillID medium v1.5,-0.0176,0.0605
208
- run_Latn,Rundi,58,0.8992,0.8992,0.8,0.8,0.906,0.9391,0.9016,0.8571,0.8793,0.9032,0.9391,MillID medium,0.0399,0.1391
209
- crs_Latn,Seselwa Creole French,58,1.0,1.0,0.0,0.0,0.9739,0.9744,0.9655,0.9915,0.9831,0.9915,0.9915,MillID tiny v1.5,-0.0085,0.9915
210
- sco_Latn,Scots,58,0.9735,0.9735,0.0,0.0,0.9739,0.9825,0.9735,0.9825,0.9735,0.9825,0.9825,MillID medium,0.009,0.9825
211
- rus_Cyrl,Russian,58,0.9667,0.9667,0.7838,0.7838,0.9831,0.9573,0.9661,0.9748,0.9655,0.9655,0.9831,MillID tiny,0.0164,0.1993
212
- fuf_Latn,Pular,58,0.4828,0.4828,0.0,0.0,0.8972,0.8163,0.9159,0.9057,0.9107,0.9358,0.9358,MillID large v1.5,0.453,0.9358
213
- glg_Latn,Galician,58,1.0,1.0,0.8286,0.8286,0.9744,0.9913,0.9667,0.9828,0.9744,0.9915,0.9915,MillID large v1.5,-0.0085,0.1629
214
- guj_Gujr,Gujarati,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,0.0
215
- guc_Latn,Wayuu,58,1.0,1.0,0.0,0.0,0.9748,0.9667,1.0,0.9831,1.0,0.9831,1.0,MillID large,0.0,1.0
216
- pan_Guru,Punjabi,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,0.0
217
- pap_Latn,Papiamento,58,0.9915,0.9915,0.725,0.725,0.9825,1.0,1.0,1.0,0.9748,0.9915,1.0,MillID medium,0.0085,0.275
218
- pcd_Latn,Picard,58,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,MillID tiny,0.0,0.0
219
- glv_Latn,Manx,58,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,1.0
220
- huu_Latn,Murui Huitoto,58,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,0.9915,1.0,MillID tiny,0.0,1.0
221
- hrv_Latn,Croatian,58,0.7273,0.7273,0.4737,0.4737,0.4974,0.5371,0.5828,0.5,0.5208,0.5591,0.5828,MillID large,-0.1445,0.1091
222
- hnj_Latn,Hmong Njua,58,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,MillID tiny,0.0,0.0
223
- ibo_Latn,Igbo,58,1.0,1.0,0.8227,0.8227,1.0,0.9915,1.0,1.0,0.9915,1.0,1.0,MillID tiny,0.0,0.1773
224
- hil_Latn,Hiligaynon,58,1.0,1.0,0.0,0.0,1.0,0.9739,0.9825,0.9913,0.9825,0.9913,1.0,MillID tiny,0.0,1.0
225
- heb_Hebr,Hebrew,58,1.0,1.0,1.0,1.0,1.0,0.9913,0.9913,0.9825,0.9735,1.0,1.0,MillID tiny,0.0,0.0
226
- haw_Latn,Hawaiian,58,0.9735,0.9735,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0265,1.0
227
- nso_Latn,Northern Sotho,58,1.0,1.0,0.9508,0.9508,1.0,1.0,0.9915,1.0,1.0,1.0,1.0,MillID tiny,0.0,0.0492
228
- nno_Latn,Norwegian Nynorsk,58,1.0,1.0,0.9748,0.9748,0.9739,0.9744,0.9643,0.9558,0.955,0.9913,0.9913,MillID large v1.5,-0.0087,0.0165
229
- nld_Latn,Dutch,58,1.0,1.0,0.703,0.703,1.0,1.0,1.0,0.9915,0.9748,1.0,1.0,MillID tiny,0.0,0.297
230
- niu_Latn,Niuean,58,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,1.0
231
- nds_Latn,Low German,58,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,1.0
232
- uzn_Cyrl,Northern Uzbek,58,1.0,1.0,0.0,0.0,0.9913,1.0,1.0,0.9913,1.0,1.0,1.0,MillID medium,0.0,1.0
233
- ast_Latn,Asturian,58,1.0,1.0,0.7484,0.7484,0.955,0.9825,0.9735,0.9735,0.9464,1.0,1.0,MillID large v1.5,0.0,0.2516
234
- tyv_Cyrl,Tuvinian,58,0.9915,0.9915,0.0,0.0,1.0,0.9915,0.9915,1.0,0.9915,1.0,1.0,MillID tiny,0.0085,1.0
235
- tsn_Latn,Tswana,58,0.9915,0.9915,0.9134,0.9134,1.0,1.0,0.9915,1.0,1.0,1.0,1.0,MillID tiny,0.0085,0.0866
236
- bci_Latn,Baoulé,58,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,0.9915,1.0,MillID tiny,0.0,1.0
237
- bel_Cyrl,Belarusian,58,1.0,1.0,0.8345,0.8345,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,0.1655
238
- bba_Latn,Baatonum,58,0.9913,1.0,0.0,0.0,0.9744,0.9913,0.9828,0.9913,0.9913,0.9831,0.9913,MillID medium,-0.0087,0.9913
239
- azj_Latn,North Azerbaijani,58,0.9915,0.9915,0.5949,0.5949,0.9915,0.9915,1.0,0.9915,0.9831,0.9915,1.0,MillID large,0.0085,0.4051
240
- ben_Beng,Bangla,58,1.0,1.0,1.0,1.0,1.0,1.0,0.9913,1.0,1.0,1.0,1.0,MillID tiny,0.0,0.0
241
- uzn_Latn,Northern Uzbek,58,0.9915,0.9915,0.4056,0.4056,0.9587,0.928,0.8992,0.9667,1.0,0.9355,1.0,MillID medium v1.5,0.0085,0.5944
242
- vec_Latn,Venetian,58,1.0,1.0,0.8056,0.8056,0.9915,0.9828,0.9667,1.0,0.9915,1.0,1.0,MillID tiny v1.5,0.0,0.1944
243
- vep_Latn,Veps,58,1.0,1.0,0.0,0.0,0.9744,0.9913,1.0,0.9825,0.9913,1.0,1.0,MillID large,0.0,1.0
244
- zul_Latn,Zulu,58,0.9744,0.9744,0.6073,0.6073,0.8909,0.9107,0.8119,0.9189,0.8929,0.9573,0.9573,MillID large v1.5,-0.0171,0.35
245
- tzo_Latn,Tzotzil,58,0.9913,0.9913,0.0,0.0,0.9735,0.9735,0.9735,0.9643,0.9735,0.9913,0.9913,MillID large v1.5,0.0,0.9913
246
- ukr_Cyrl,Ukrainian,58,1.0,1.0,0.9667,0.9667,0.9913,1.0,0.9735,1.0,1.0,1.0,1.0,MillID medium,0.0,0.0333
247
- uig_Arab,Uyghur,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,0.0
248
- swh_Latn,Swahili,58,0.9825,0.9825,0.5088,0.5088,0.8491,0.9455,0.8785,0.9074,0.8544,0.8785,0.9455,MillID medium,-0.037,0.4367
249
- tel_Telu,Telugu,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,0.0
250
- tet_Latn,Tetum,58,0.1667,0.1667,0.0,0.0,0.6234,0.6986,0.726,0.6377,0.7134,0.7075,0.726,MillID large,0.5593,0.726
251
- tir_Ethi,Tigrinya,58,1.0,1.0,0.9915,0.9915,1.0,0.9915,1.0,0.9915,0.8169,0.9831,1.0,MillID tiny,0.0,0.0085
252
- cat_Latn,Catalan,58,1.0,1.0,0.6905,0.6905,0.9828,0.9667,0.9831,0.9748,1.0,1.0,1.0,MillID medium v1.5,0.0,0.3095
253
- bum_Latn,Bulu,58,0.0984,0.0984,0.0,0.0,0.2424,0.3188,0.4737,0.2154,0.2388,0.1875,0.4737,MillID large,0.3753,0.4737
254
- bul_Cyrl,Bulgarian,58,1.0,1.0,1.0,1.0,0.9744,0.9913,0.9915,0.9828,0.9828,0.9828,0.9915,MillID large,-0.0085,-0.0085
255
- cnh_Latn,Hakha Chin,58,0.9915,0.9915,0.0,0.0,0.9344,0.9828,1.0,0.9915,0.9748,0.9915,1.0,MillID large,0.0085,1.0
256
- ces_Latn,Czech,58,1.0,1.0,0.9508,0.9508,1.0,0.9915,0.9828,0.9825,0.9913,1.0,1.0,MillID tiny,0.0,0.0492
257
- chk_Latn,Chuukese,58,1.0,1.0,0.0,0.0,0.9915,1.0,1.0,0.9915,1.0,0.9915,1.0,MillID medium,0.0,1.0
258
- sus_Latn,Susu,58,0.9748,0.9748,0.0,0.0,0.9369,0.9643,0.9474,0.955,0.955,0.9915,0.9915,MillID large v1.5,0.0167,0.9915
259
- srr_Latn,Serer,58,0.9831,0.9831,0.0,0.0,0.9825,1.0,0.9825,1.0,0.9913,0.9831,1.0,MillID medium,0.0169,1.0
260
- suk_Latn,Sukuma,58,0.9828,0.9828,0.0,0.0,0.9828,0.9825,0.9913,0.9828,0.9739,1.0,1.0,MillID large v1.5,0.0172,1.0
261
- sme_Latn,Northern Sami,58,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,1.0
262
- eng_Latn,English,58,1.0,1.0,0.5979,0.5979,0.9123,0.9744,0.9573,0.9748,0.9273,0.9831,0.9831,MillID large v1.5,-0.0169,0.3852
263
- dyu_Latn,Dyula,58,0.4337,0.4337,0.0154,0.0154,0.0,0.0,0.0,0.0,0.0,0.0,0.0,MillID tiny,-0.4337,-0.0154
264
- tpi_Latn,Tok Pisin,58,1.0,1.0,0.9831,0.9831,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,0.0169
265
- zyb_Latn,Yongbei Zhuang,57,0.9828,0.9744,0.0,0.0,1.0,0.9744,0.9913,0.8769,0.8906,0.9744,1.0,MillID tiny,0.0256,1.0
266
- bam_Latn,Bambara,57,0.7519,0.7519,0.1992,0.1969,0.7786,0.6267,0.6145,0.8244,0.6405,0.7027,0.8244,MillID tiny v1.5,0.0725,0.6275
267
- bem_Latn,Bemba,57,1.0,1.0,0.4385,0.4385,0.9912,0.9828,0.9649,0.9913,0.9739,1.0,1.0,MillID large v1.5,0.0,0.5615
268
- toj_Latn,Tojolabal,57,1.0,1.0,0.0,0.0,0.9912,0.9913,1.0,0.9825,0.9912,1.0,1.0,MillID large,0.0,1.0
269
- toi_Latn,Tonga (Zambia),57,1.0,1.0,0.0,0.0,0.9828,0.9636,0.9913,0.9825,1.0,0.9643,1.0,MillID medium v1.5,0.0,1.0
270
- tdt_Latn,Tetun Dili,57,0.6115,0.6115,0.0,0.0,0.2532,0.4884,0.5176,0.4565,0.4054,0.4819,0.5176,MillID large,-0.0939,0.5176
271
- cbt_Latn,Chayahuita,57,0.9913,0.9913,0.0,0.0,0.9913,1.0,1.0,1.0,1.0,1.0,1.0,MillID medium,0.0087,1.0
272
- tah_Latn,Tahitian,57,0.8125,0.8125,0.9661,0.9661,0.9444,0.973,0.9821,0.973,0.9821,0.9735,0.9821,MillID large,0.1696,0.016
273
- cha_Latn,Chamorro,57,0.9245,0.9245,0.0,0.0,1.0,0.9825,1.0,0.9913,0.9913,1.0,1.0,MillID tiny,0.0755,1.0
274
- sot_Latn,Southern Sotho,57,1.0,1.0,0.7863,0.7863,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,0.2137
275
- som_Latn,Somali,57,1.0,1.0,0.6994,0.6994,1.0,1.0,1.0,1.0,0.9913,1.0,1.0,MillID tiny,0.0,0.3006
276
- cfm_Latn,Falam Chin,57,0.9821,0.9821,0.0,0.0,0.9913,0.9828,1.0,0.9912,0.9821,0.9739,1.0,MillID large,0.0179,1.0
277
- tat_Cyrl,Tatar,57,1.0,1.0,0.5938,0.5938,1.0,0.9912,0.9912,1.0,0.9912,1.0,1.0,MillID tiny,0.0,0.4062
278
- cak_Latn,Kaqchikel,57,1.0,1.0,0.0,0.0,1.0,1.0,1.0,0.9912,0.9913,0.9913,1.0,MillID tiny,0.0,1.0
279
- tgk_Cyrl,Tajik,57,1.0,1.0,0.623,0.623,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,0.377
280
- abk_Cyrl,Abkhazian,57,1.0,1.0,0.9913,0.9913,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,0.0087
281
- tuk_Cyrl,Turkmen,57,1.0,1.0,0.0,0.0,1.0,0.973,0.9912,1.0,0.973,0.973,1.0,MillID tiny,0.0,1.0
282
- pon_Latn,Pohnpeian,57,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,1.0
283
- pau_Latn,Palauan,57,1.0,1.0,0.0,0.0,0.9913,1.0,1.0,1.0,1.0,1.0,1.0,MillID medium,0.0,1.0
284
- pis_Latn,Pijin,57,0.9913,0.9913,0.0,0.0,1.0,1.0,1.0,1.0,0.9913,0.9913,1.0,MillID tiny,0.0087,1.0
285
- quz_Latn,Cusco Quechua,57,0.8947,0.906,0.0,0.0,0.8174,0.8829,0.887,0.8,0.7519,0.8462,0.887,MillID large,-0.019,0.887
286
- fat_Latn,Fanti,57,0.9913,0.9913,0.0,0.0,1.0,0.9744,0.9828,1.0,1.0,0.9913,1.0,MillID tiny,0.0087,1.0
287
- kjh_Cyrl,Khakas,57,0.9913,0.9913,0.0,0.0,0.9828,1.0,0.9913,0.9744,0.9913,0.9913,1.0,MillID medium,0.0087,1.0
288
- khk_Cyrl,Halh Mongolian,57,0.9912,0.9912,0.8976,0.8976,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0088,0.1024
289
- kek_Latn,Kekchí,57,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,1.0
290
- mri_Latn,Māori,57,1.0,1.0,0.3826,0.3813,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,0.6187
291
- agr_Latn,Aguaruna,57,0.9739,0.9739,0.0,0.0,0.9913,0.9655,0.9492,0.9565,0.95,0.9744,0.9913,MillID tiny,0.0174,0.9913
292
- aii_Syrc,Assyrian Neo-Aramaic,57,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,MillID tiny,0.0,0.0
293
- koi_Cyrl,Komi-Permyak,57,1.0,1.0,0.0,0.0,0.7191,0.8367,0.8485,0.8367,0.8485,0.8485,0.8485,MillID large,-0.1515,0.8485
294
- yor_Latn,Yoruba,57,0.9913,0.9913,0.7808,0.7808,1.0,0.9913,1.0,1.0,0.9913,0.9913,1.0,MillID tiny,0.0087,0.2192
295
- lao_Laoo,Lao,57,1.0,1.0,1.0,1.0,1.0,1.0,0.9912,1.0,1.0,1.0,1.0,MillID tiny,0.0,0.0
296
- cbu_Latn,Candoshi-Shapra,57,0.8824,0.8738,0.0,0.0,0.6667,0.3714,0.1846,0.5,0.411,0.557,0.6667,MillID tiny,-0.2071,0.6667
297
- qvn_Latn,North Junín Quechua,57,0.4595,0.4595,0.0,0.0,0.2609,0.2188,0.0952,0.2188,0.0678,0.0339,0.2609,MillID tiny,-0.1986,0.2609
298
- quh_Latn,South Bolivian Quechua,57,0.9369,0.9649,0.0,0.0,0.9655,0.9828,0.9661,0.9655,0.9421,0.9661,0.9828,MillID medium,0.0179,0.9828
299
- qxn_Latn,Northern Conchucos Ancash Quechua,57,0.0345,0.0345,0.0,0.0,0.0339,0.0345,0.0,0.129,0.0,0.0,0.129,MillID tiny v1.5,0.0945,0.129
300
- fao_Latn,Faroese,57,1.0,1.0,0.7473,0.7473,1.0,0.9913,0.9913,1.0,1.0,0.9828,1.0,MillID tiny,0.0,0.2527
301
- sid_Latn,Sidamo,57,0.9268,0.9268,0.0,0.0,1.0,1.0,1.0,0.9825,1.0,0.9825,1.0,MillID tiny,0.0732,1.0
302
- sah_Cyrl,Yakut,57,0.958,0.958,0.0,0.0,1.0,0.9913,1.0,1.0,0.9828,1.0,1.0,MillID tiny,0.042,1.0
303
- dag_Latn,Dagbani,57,0.9739,0.9739,0.0,0.0,0.9739,0.9825,0.9412,0.9573,0.9649,0.9828,0.9828,MillID large v1.5,0.0089,0.9828
304
- rup_Latn,Aromanian,57,1.0,1.0,0.0,0.0,0.9913,0.9913,0.9913,1.0,0.9913,0.9913,1.0,MillID tiny v1.5,0.0,1.0
305
- div_Thaa,Divehi,57,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,1.0
306
- pbb_Latn,Páez,56,0.7126,0.7126,0.0,0.0,0.5455,0.8485,0.8454,0.6977,0.8333,0.8247,0.8485,MillID medium,0.1359,0.8485
307
- gle_Latn,Irish,56,0.9825,0.9825,1.0,1.0,1.0,0.9912,0.9912,1.0,1.0,1.0,1.0,MillID tiny,0.0175,0.0
308
- bho_Deva,Bhojpuri,56,0.9333,0.9333,0.8317,0.8317,0.7872,0.6429,0.6966,0.8515,0.5385,0.7416,0.8515,MillID tiny v1.5,-0.0818,0.0198
309
- slk_Latn,Slovak,56,1.0,1.0,0.9256,0.9256,0.9912,0.9821,0.9912,0.9825,0.9912,1.0,1.0,MillID large v1.5,0.0,0.0744
310
- ura_Latn,Urarina,56,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,0.991,1.0,MillID tiny,0.0,1.0
311
- azj_Cyrl,North Azerbaijani,56,1.0,1.0,0.0,0.0,1.0,0.9912,1.0,1.0,1.0,0.9912,1.0,MillID tiny,0.0,1.0
312
- shn_Mymr,Shan,56,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,0.0
313
- ady_Cyrl,Adyghe,56,0.9818,0.9818,0.6707,0.6707,0.9725,0.991,0.9818,0.963,1.0,1.0,1.0,MillID medium v1.5,0.0182,0.3293
314
- mya_Mymr,Burmese,56,1.0,1.0,0.6707,0.6707,0.9818,0.991,1.0,1.0,0.9725,1.0,1.0,MillID large,0.0,0.3293
315
- mos_Latn,Mossi,56,1.0,1.0,0.855,0.855,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,0.145
316
- lun_Latn,Lunda,56,0.991,0.991,0.0,0.0,1.0,1.0,0.9912,0.991,1.0,1.0,1.0,MillID tiny,0.009,1.0
317
- pcm_Latn,Nigerian Pidgin,56,0.9402,0.9412,0.8627,0.955,0.9912,0.9825,1.0,1.0,0.991,1.0,1.0,MillID large,0.0588,0.045
318
- yrk_Cyrl,Nenets,55,0.972,0.972,0.0,0.0,0.972,0.9815,0.9815,0.9815,0.9815,0.9815,0.9815,MillID medium,0.0095,0.9815
319
- mnw_Mymr,Mon,55,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,1.0
320
- yad_Latn,Yagua,55,0.9815,0.9815,0.0,0.0,0.9908,1.0,1.0,0.963,1.0,1.0,1.0,MillID medium,0.0185,1.0
321
- dyo_Latn,Jola-Fonyi,55,0.9908,1.0,0.0,0.0,0.9908,0.9815,0.9818,0.9908,0.9815,0.955,0.9908,MillID tiny,-0.0092,0.9908
322
- san_Deva,Sanskrit,55,0.9908,0.9908,0.973,0.973,0.9908,0.9908,0.9815,0.9815,0.9908,0.9908,0.9908,MillID tiny,0.0,0.0178
323
- npi_Deva,Nepali,55,0.9908,0.9908,0.9565,0.9565,1.0,1.0,1.0,1.0,0.9908,1.0,1.0,MillID tiny,0.0092,0.0435
324
- ido_Latn,Ido,55,1.0,1.0,0.0,0.0,0.9908,0.9815,0.955,0.9636,0.9725,1.0,1.0,MillID large v1.5,0.0,1.0
325
- tem_Latn,Timne,55,1.0,1.0,0.0,0.0,1.0,0.991,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,1.0
326
- kbd_Cyrl,Kabardian,55,0.9735,0.9735,0.0,0.0,0.9735,0.991,0.9821,0.9649,1.0,1.0,1.0,MillID medium v1.5,0.0265,1.0
327
- koo_Latn,Konzo,54,0.9615,0.9615,0.0,0.0,0.9515,0.9714,1.0,0.9714,0.9412,0.9714,1.0,MillID large,0.0385,1.0
328
- dje_Latn,Zarma,54,0.9412,0.9515,0.0,0.0,0.9412,0.8866,0.875,0.898,0.898,0.9412,0.9412,MillID tiny,-0.0103,0.9412
329
- mag_Deva,Magahi,53,0.9444,0.9444,0.6323,0.6323,0.8333,0.7963,0.7928,0.8679,0.7121,0.8491,0.8679,MillID tiny v1.5,-0.0765,0.2356
330
- plt_Latn,Malagasy (Plateau),53,1.0,0.9907,0.955,0.955,1.0,1.0,1.0,0.9907,1.0,1.0,1.0,MillID tiny,0.0093,0.045
331
- cni_Latn,Asháninka,52,0.963,0.963,0.0,0.0,0.75,0.7075,0.7482,0.7727,0.6842,0.7172,0.7727,MillID tiny v1.5,-0.1903,0.7727
332
- yao_Latn,Yao,52,0.9903,0.9903,0.0,0.0,1.0,1.0,1.0,0.9811,1.0,1.0,1.0,MillID tiny,0.0097,1.0
333
- idu_Latn,Idoma,51,0.8791,0.9375,0.0,0.0,0.7407,0.9278,0.7711,0.6027,0.8182,0.9263,0.9278,MillID medium,-0.0097,0.9278
334
- alt_Cyrl,Southern Altai,51,0.9623,0.9623,0.6986,0.6986,0.9714,0.9903,0.9903,0.9903,0.9903,1.0,1.0,MillID large v1.5,0.0377,0.3014
335
- amh_Ethi,Amharic,51,1.0,1.0,0.8409,0.8409,1.0,0.9901,1.0,0.9901,0.6579,0.9697,1.0,MillID tiny,0.0,0.1591
336
- kde_Latn,Makonde,51,0.9703,0.9703,0.0,0.0,0.8958,0.9184,0.8913,0.9278,0.9278,0.8667,0.9278,MillID tiny v1.5,-0.0425,0.9278
337
- mto_Latn,Totontepec Mixe,51,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,MillID tiny,0.0,0.0
338
- miq_Latn,Mískito,51,1.0,1.0,0.0,0.0,1.0,1.0,0.9808,1.0,1.0,0.9903,1.0,MillID tiny,0.0,1.0
339
- zdj_Latn,Ngazidja Comorian,50,0.9796,0.9899,0.0,0.0,0.9901,1.0,1.0,1.0,0.9615,1.0,1.0,MillID medium,0.0101,1.0
340
- nyn_Latn,Nyankole,50,0.9796,0.9796,0.0,0.0,1.0,1.0,1.0,1.0,0.9899,1.0,1.0,MillID tiny,0.0204,1.0
341
- yue_Hani,Cantonese,49,0.5797,0.5797,0.1108,0.1108,0.7473,0.6522,0.5714,0.7342,0.6476,0.7071,0.7473,MillID tiny,0.1676,0.6365
342
- lug_Latn,Ganda,49,1.0,1.0,0.359,0.359,0.9796,0.9897,1.0,0.9899,1.0,1.0,1.0,MillID large,0.0,0.641
343
- eve_Cyrl,Even,49,0.8864,0.8864,0.0,0.0,1.0,0.9897,1.0,1.0,0.9684,1.0,1.0,MillID tiny,0.1136,1.0
344
- gyr_Latn,Guarayu,49,0.9897,0.9897,0.0,0.0,0.5797,0.339,0.1818,0.5373,0.1852,0.3934,0.5797,MillID tiny,-0.41,0.5797
345
- gug_Latn,Paraguayan Guaraní,49,1.0,1.0,0.2367,0.2367,0.98,0.9515,0.9899,0.9515,0.9333,0.98,0.9899,MillID large,-0.0101,0.7532
346
- wuu_Hani,Wu Chinese,48,0.5562,0.5529,0.0,0.0,0.5875,0.6277,0.5874,0.6144,0.5455,0.5481,0.6277,MillID medium,0.0748,0.6277
347
- nan_Hani,Min Nan Chinese,48,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,MillID tiny,0.0,0.0
348
- hak_Hani,Hakka Chinese,48,0.0408,0.0408,0.0,0.0,0.0714,0.0,0.0,0.0392,0.2462,0.0755,0.2462,MillID medium v1.5,0.2054,0.2462
349
- bin_Latn,Bini,47,0.9318,0.9318,0.0,0.0,0.9438,0.9892,1.0,0.9892,0.9438,1.0,1.0,MillID large,0.0682,1.0
350
- lia_Latn,West-Central Limba,45,1.0,1.0,0.0,0.0,0.9888,0.9888,1.0,1.0,1.0,0.989,1.0,MillID large,0.0,1.0
351
- ike_Cans,Eastern Canadian Inuktitut,44,0.9778,0.9778,0.0,0.0,1.0,1.0,1.0,1.0,0.9888,1.0,1.0,MillID tiny,0.0222,1.0
352
- oss_Cyrl,Ossetic,44,1.0,1.0,0.9778,0.9778,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,0.0222
353
- ojb_Cans,Northwestern Ojibwa,43,0.9639,0.9639,0.0,0.0,1.0,1.0,1.0,1.0,0.9762,1.0,1.0,MillID tiny,0.0361,1.0
354
- cbs_Latn,Cashinahua,43,0.9647,0.9647,0.0,0.0,0.9882,0.9885,1.0,0.9882,1.0,1.0,1.0,MillID large,0.0353,1.0
355
- ese_Latn,Ese Ejja,35,0.9855,0.9855,0.0,0.0,1.0,0.9855,1.0,1.0,1.0,0.9855,1.0,MillID tiny,0.0145,1.0
356
- tzh_Latn,Tzeltal,25,0.9804,0.9804,0.0,0.0,0.9434,0.9434,0.9615,0.9259,1.0,0.9804,1.0,MillID medium v1.5,0.0196,1.0
357
- chv_Cyrl,Chuvash,25,1.0,1.0,0.9434,0.9434,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,0.0566
358
- taj_Deva,Eastern Tamang,1,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny,0.0,1.0
359
- tzm_Tfng,Central Atlas Tamazight,1,0.0645,0.0645,0.0328,0.0328,0.1,0.3333,0.1429,0.1667,0.25,0.1,0.3333,MillID medium,0.2688,0.3005
 
1
+ label,language,support,GlotLID,GlotLID restricted,fastText,fastText restricted,MillID tiny v1.5,MillID medium v1,MillID large v1.5,best MillID,best MillID model,gain over GlotLID restricted,gain over fastText restricted
2
+ roh_Latn,Romansh,399,0.9987,0.9987,0.9455,0.9455,0.9937,0.9912,0.9975,0.9975,MillID large v1.5,-0.0012,0.052
3
+ oci_Latn,Occitan,398,0.3755,0.3755,0.4355,0.4355,0.2771,0.3312,0.3382,0.3382,MillID large v1.5,-0.0373,-0.0973
4
+ cmn_Hani,Chinese (Mandarin),319,0.8681,0.8681,0.4676,0.4676,0.8921,0.886,0.875,0.8921,MillID tiny v1.5,0.024,0.4245
5
+ krl_Latn,Karelian,183,0.0109,0.0109,0.0,0.0,0.0,0.0,0.0,0.0,MillID tiny v1.5,-0.0109,0.0
6
+ qug_Latn,Chimborazo Highland Quichua,182,0.0,0.0,0.0,0.0,0.0109,0.0,0.0,0.0109,MillID tiny v1.5,0.0109,0.0109
7
+ acu_Latn,Achuar-Shiwiar,180,0.8535,0.8535,0.0,0.0,0.828,0.7431,0.8013,0.828,MillID tiny v1.5,-0.0255,0.828
8
+ hus_Latn,Huastec,175,0.9855,0.9855,0.0,0.0,0.9766,0.9914,0.9884,0.9914,MillID medium v1,0.0059,0.9914
9
+ hau_Latn,Hausa,155,1.0,1.0,0.8757,0.8757,0.9904,0.9968,1.0,1.0,MillID large v1.5,0.0,0.1243
10
+ auc_Latn,Waorani,154,0.0,0.0,0.0,0.0,0.0,0.0503,0.0255,0.0503,MillID medium v1,0.0503,0.0503
11
+ kwi_Latn,Awa-Cuaiquer,145,0.8769,0.8769,0.0,0.0,0.8803,0.775,0.8627,0.8803,MillID tiny v1.5,0.0034,0.8803
12
+ jpn_Jpan,Japanese,140,1.0,1.0,0.9437,0.9437,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.0563
13
+ snn_Latn,Siona,136,0.5137,0.5137,0.0,0.0,0.6305,0.7731,0.4667,0.7731,MillID medium v1,0.2594,0.7731
14
+ ktu_Latn,Kituba (Democratic Republic of Congo),118,0.6803,0.6803,0.0,0.0,0.7653,0.7687,0.773,0.773,MillID large v1.5,0.0927,0.773
15
+ lat_Latn,Latin,118,0.9915,0.9915,0.0,0.0,0.9957,0.9958,0.9957,0.9958,MillID medium v1,0.0043,0.9958
16
+ hat_Latn,Haitian Creole,117,0.9785,0.9785,0.6988,0.6988,0.9915,0.9914,0.9871,0.9915,MillID tiny v1.5,0.013,0.2927
17
+ nya_Latn,Nyanja,116,1.0,1.0,0.8056,0.8056,0.9913,0.9871,0.9784,0.9913,MillID tiny v1.5,-0.0087,0.1857
18
+ kmb_Latn,Kimbundu,116,1.0,1.0,0.8775,0.8775,0.9702,0.9787,0.9914,0.9914,MillID large v1.5,-0.0086,0.1139
19
+ rmn_Latn,Balkan Romani,116,0.8571,0.8571,0.0,0.0,0.678,0.6667,0.7039,0.7039,MillID large v1.5,-0.1532,0.7039
20
+ twi_Latn,Twi,116,0.9957,0.9957,0.3993,0.3959,0.9831,0.9871,0.9914,0.9914,MillID large v1.5,-0.0043,0.5955
21
+ chr_Cher,Cherokee,115,0.6628,0.6628,0.0,0.0,0.6705,0.7151,0.945,0.945,MillID large v1.5,0.2822,0.945
22
+ por_Latn,Portuguese,115,0.9957,0.9957,0.7931,0.7931,0.9554,0.9957,1.0,1.0,MillID large v1.5,0.0043,0.2069
23
+ lvs_Latn,Standard Latvian,115,1.0,1.0,0.9914,0.9914,0.9868,0.9957,1.0,1.0,MillID large v1.5,0.0,0.0086
24
+ pov_Latn,Upper Guinea Crioulo,115,0.8325,0.8325,0.0,0.0,0.8205,0.8384,0.8265,0.8384,MillID medium v1,0.0059,0.8384
25
+ kng_Latn,Koongo,115,0.1928,0.1928,0.4571,0.4571,0.0758,0.0469,0.0469,0.0758,MillID tiny v1.5,-0.117,-0.3813
26
+ ell_Grek,Greek,115,1.0,1.0,1.0,1.0,0.6705,0.655,0.6705,0.6705,MillID tiny v1.5,-0.3295,-0.3295
27
+ tha_Thai,Thai,114,1.0,1.0,0.9956,0.9956,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.0044
28
+ tso_Latn,Tsonga,114,0.7807,0.7807,0.6909,0.6909,0.86,0.8824,0.7742,0.8824,MillID medium v1,0.1017,0.1915
29
+ cjk_Latn,Chokwe,114,1.0,1.0,0.5327,0.5327,0.8713,0.9493,0.9589,0.9589,MillID large v1.5,-0.0411,0.4262
30
+ fas_Arab,Persian,114,1.0,1.0,0.9344,0.9344,0.9912,0.9912,0.9821,0.9912,MillID tiny v1.5,-0.0088,0.0568
31
+ lin_Latn,Lingala,110,1.0,1.0,0.9864,0.9864,0.991,1.0,0.9955,1.0,MillID medium v1,0.0,0.0136
32
+ urd_Arab,Urdu,108,0.986,0.986,0.6353,0.6353,0.9907,0.9953,0.9811,0.9953,MillID medium v1,0.0093,0.36
33
+ fuv_Latn,Nigerian Fulfulde,108,0.6813,0.6885,0.4747,0.4747,0.6588,0.4051,0.5732,0.6588,MillID tiny v1.5,-0.0297,0.1841
34
+ umb_Latn,Umbundu,107,0.9906,0.9906,0.9083,0.9083,0.9662,0.8737,0.9612,0.9662,MillID tiny v1.5,-0.0244,0.0579
35
+ mal_Mlym,Malayalam,100,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.0
36
+ ron_Latn,Romanian,97,1.0,1.0,0.8727,0.8727,0.9949,0.9949,0.9948,0.9949,MillID tiny v1.5,-0.0051,0.1222
37
+ ven_Latn,Venda,89,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,1.0
38
+ spa_Latn,Spanish,78,0.9872,0.9872,0.5571,0.5571,0.974,0.9872,0.9935,0.9935,MillID large v1.5,0.0063,0.4364
39
+ hye_Armn,Armenian,70,1.0,1.0,0.9855,0.9855,1.0,0.9928,0.9928,1.0,MillID tiny v1.5,0.0,0.0145
40
+ tam_Taml,Tamil,68,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.0
41
+ tiv_Latn,Tiv,67,1.0,1.0,0.0,0.0,1.0,0.9926,1.0,1.0,MillID tiny v1.5,0.0,1.0
42
+ deu_Latn,German,67,1.0,1.0,0.9571,0.9571,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.0429
43
+ sun_Latn,Sundanese,66,0.9924,0.9924,0.7692,0.7692,0.9924,0.9767,1.0,1.0,MillID large v1.5,0.0076,0.2308
44
+ pam_Latn,Pampanga,66,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,1.0
45
+ knc_Latn,Central Kanuri,64,1.0,1.0,0.4384,0.4384,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.5616
46
+ njo_Latn,Ao Naga,64,0.9921,0.9921,0.0,0.0,1.0,0.9922,0.9846,1.0,MillID tiny v1.5,0.0079,1.0
47
+ skr_Arab,Saraiki,63,0.5,0.5,0.0,0.0,0.8673,0.9231,0.875,0.9231,MillID medium v1,0.4231,0.9231
48
+ smo_Latn,Samoan,63,1.0,1.0,0.7922,0.7922,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.2078
49
+ nob_Latn,Norwegian Bokmål,62,0.9764,0.9764,0.992,0.992,0.9134,0.9516,0.9593,0.9593,MillID large v1.5,-0.0171,-0.0327
50
+ mcf_Latn,Matsés,62,0.992,0.992,0.0,0.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.008,1.0
51
+ shp_Latn,Shipibo-Conibo,62,0.9123,0.9123,0.0,0.0,0.4691,0.4103,0.6067,0.6067,MillID large v1.5,-0.3056,0.6067
52
+ cbi_Latn,Chachi,62,0.9919,0.9919,0.0,0.0,0.9841,1.0,0.9919,1.0,MillID medium v1,0.0081,1.0
53
+ gla_Latn,Scottish Gaelic,62,0.9836,0.9836,0.9587,0.9587,0.9919,0.976,1.0,1.0,MillID large v1.5,0.0164,0.0413
54
+ pnb_Arab,Western Panjabi,61,0.7394,0.7394,0.0,0.0,0.8824,0.9313,0.8841,0.9313,MillID medium v1,0.1919,0.9313
55
+ dan_Latn,Danish,61,0.9833,0.9833,0.9677,0.9677,0.9431,0.9587,0.9516,0.9587,MillID medium v1,-0.0246,-0.009
56
+ fin_Latn,Finnish,61,1.0,1.0,0.2998,0.2998,1.0,0.9836,0.9752,1.0,MillID tiny v1.5,0.0,0.7002
57
+ sey_Latn,Secoya,61,0.5744,0.5888,0.0,0.0,0.5799,0.5839,0.5263,0.5839,MillID medium v1,-0.0049,0.5839
58
+ swe_Latn,Swedish,61,1.0,1.0,1.0,1.0,0.9917,1.0,1.0,1.0,MillID medium v1,0.0,0.0
59
+ boa_Latn,Bora,61,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,1.0
60
+ amr_Latn,Amarakaeri,61,0.976,0.976,0.0,0.0,0.9919,1.0,0.9833,1.0,MillID medium v1,0.024,1.0
61
+ ace_Latn,Acehnese,61,0.9917,0.9917,0.5357,0.5357,1.0,0.9833,0.9917,1.0,MillID tiny v1.5,0.0083,0.4643
62
+ sna_Latn,Shona,60,0.9917,0.9917,0.5729,0.5729,0.9756,0.9836,0.9836,0.9836,MillID medium v1,-0.0081,0.4107
63
+ bug_Latn,Buginese,60,1.0,1.0,0.5742,0.5742,0.9298,0.9655,0.9916,0.9916,MillID large v1.5,-0.0084,0.4174
64
+ cab_Latn,Garifuna,60,0.9831,0.9831,0.0,0.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0169,1.0
65
+ bod_Tibt,Tibetan,60,0.9009,0.9009,0.8992,0.8992,0.9748,0.9748,0.9483,0.9748,MillID tiny v1.5,0.0739,0.0756
66
+ cot_Latn,Caquinte,60,0.9916,0.9916,0.0,0.0,0.9916,0.9831,0.9916,0.9916,MillID tiny v1.5,0.0,0.9916
67
+ cpu_Latn,Pichis Ashéninka,60,0.9744,0.9744,0.0,0.0,0.7292,0.5714,0.5714,0.7292,MillID tiny v1.5,-0.2452,0.7292
68
+ cbr_Latn,Cashibo-Cacataibo,60,1.0,1.0,0.0,0.0,1.0,0.9917,1.0,1.0,MillID tiny v1.5,0.0,1.0
69
+ tbz_Latn,Ditammari,60,0.3784,0.3784,0.0,0.0,0.0,0.3333,0.209,0.3333,MillID medium v1,-0.0451,0.3333
70
+ zgh_Tfng,Standard Moroccan Tamazight,60,0.4615,0.4615,0.0,0.0,0.75,0.8235,0.6517,0.8235,MillID medium v1,0.362,0.8235
71
+ ton_Latn,Tongan,60,0.9917,0.9917,0.0,0.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0083,1.0
72
+ tca_Latn,Ticuna,60,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,1.0
73
+ zam_Latn,Miahuatlán Zapotec,60,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,MillID tiny v1.5,0.0,0.0
74
+ cym_Latn,Welsh,60,1.0,1.0,0.8108,0.8108,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.1892
75
+ qvm_Latn,Margos-Yarowilca-Lauricocha Quechua,60,0.5,0.5,0.0,0.0,0.3562,0.0938,0.3562,0.3562,MillID tiny v1.5,-0.1438,0.3562
76
+ quy_Latn,Ayacucho Quechua,60,0.7763,0.7763,0.1039,0.1039,0.6744,0.6747,0.6835,0.6835,MillID large v1.5,-0.0928,0.5796
77
+ fil_Latn,Filipino,60,1.0,1.0,0.553,0.553,1.0,0.9916,0.9917,1.0,MillID tiny v1.5,0.0,0.447
78
+ mad_Latn,Madurese,60,0.9748,0.9748,0.0,0.0,0.9833,0.9655,0.9833,0.9833,MillID tiny v1.5,0.0085,0.9833
79
+ mcd_Latn,Sharanahua,60,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,1.0
80
+ ekk_Latn,Estonian,60,1.0,1.0,0.3448,0.3448,0.9917,1.0,1.0,1.0,MillID medium v1,0.0,0.6552
81
+ ctd_Latn,Tedim Chin,60,0.6957,0.7234,0.0,0.0,0.6047,0.7879,0.7755,0.7879,MillID medium v1,0.0645,0.7879
82
+ gaz_Latn,Oromo (West Central),60,0.9752,0.9752,0.5381,0.5381,0.958,0.9916,0.9917,0.9917,MillID large v1.5,0.0165,0.4536
83
+ ind_Latn,Indonesian,60,0.9027,0.9027,0.5652,0.5652,0.7677,0.6739,0.6452,0.7677,MillID tiny v1.5,-0.135,0.2025
84
+ jav_Latn,Javanese,60,0.9916,0.9916,0.513,0.513,0.9833,0.9672,0.9833,0.9833,MillID tiny v1.5,-0.0083,0.4703
85
+ jiv_Latn,Shuar,60,0.8027,0.8027,0.0,0.0,0.8227,0.7066,0.7284,0.8227,MillID tiny v1.5,0.02,0.8227
86
+ vie_Latn,Vietnamese,60,1.0,1.0,0.9524,0.9524,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.0476
87
+ wol_Latn,Wolof,60,1.0,1.0,0.2362,0.2362,0.9917,0.9836,0.9833,0.9917,MillID tiny v1.5,-0.0083,0.7555
88
+ gjn_Latn,Gonja,60,0.9831,0.9831,0.0,0.0,0.9916,0.9916,0.9833,0.9916,MillID tiny v1.5,0.0085,0.9916
89
+ war_Latn,Waray,60,0.9917,0.9917,0.944,0.944,0.9836,1.0,1.0,1.0,MillID medium v1,0.0083,0.056
90
+ ban_Latn,Balinese,60,1.0,1.0,0.5607,0.5607,0.9744,0.9831,0.9833,0.9833,MillID large v1.5,-0.0167,0.4226
91
+ udu_Latn,Uduk,60,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,1.0
92
+ arl_Latn,Arabela,60,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,1.0
93
+ afr_Latn,Afrikaans,60,1.0,1.0,0.944,0.944,0.9916,1.0,1.0,1.0,MillID medium v1,0.0,0.056
94
+ ada_Latn,Adangme,59,0.9365,0.9365,0.0,0.0,0.9916,0.9752,0.9672,0.9916,MillID tiny v1.5,0.0551,0.9916
95
+ ceb_Latn,Cebuano,59,1.0,1.0,0.6146,0.6146,0.9916,0.9833,1.0,1.0,MillID large v1.5,0.0,0.3854
96
+ als_Latn,Albanian (Tosk),59,1.0,1.0,0.7329,0.7329,0.9915,0.9828,0.9739,0.9915,MillID tiny v1.5,-0.0085,0.2586
97
+ ajg_Latn,Aja (Benin),59,0.9916,0.9916,0.0,0.0,0.9219,0.9593,0.9833,0.9833,MillID large v1.5,-0.0083,0.9833
98
+ bos_Latn,Bosnian,59,0.3121,0.3121,0.1979,0.1979,0.2,0.2281,0.1913,0.2281,MillID medium v1,-0.084,0.0302
99
+ bre_Latn,Breton,59,0.9915,0.9915,0.0,0.0,0.9831,1.0,1.0,1.0,MillID medium v1,0.0085,1.0
100
+ ssw_Latn,Swati,59,1.0,1.0,0.9516,0.9516,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.0484
101
+ hsb_Latn,Upper Sorbian,59,1.0,1.0,0.0,0.0,1.0,1.0,0.9915,1.0,MillID tiny v1.5,0.0,1.0
102
+ yua_Latn,Yucateco,59,1.0,1.0,0.0,0.0,0.9833,1.0,1.0,1.0,MillID medium v1,0.0,1.0
103
+ fur_Latn,Friulian,59,1.0,1.0,0.6082,0.6051,0.9667,1.0,1.0,1.0,MillID medium v1,0.0,0.3949
104
+ gaa_Latn,Ga,59,0.9916,0.9833,0.0,0.0,0.9752,0.9916,0.9672,0.9916,MillID medium v1,0.0083,0.9916
105
+ gsw_Latn,Swiss German,59,0.9915,0.9915,0.0,0.0,0.8462,0.8081,0.9273,0.9273,MillID large v1.5,-0.0642,0.9273
106
+ hin_Deva,Hindi,59,0.9573,0.9573,0.9752,0.9752,0.7234,0.6067,0.7273,0.7273,MillID large v1.5,-0.23,-0.2479
107
+ hns_Latn,Caribbean Hindustani,59,0.9369,0.9369,0.0,0.0,0.9273,0.9739,0.9739,0.9739,MillID medium v1,0.037,0.9739
108
+ hun_Latn,Hungarian,59,1.0,1.0,0.3224,0.3224,1.0,0.9916,0.9833,1.0,MillID tiny v1.5,0.0,0.6776
109
+ sin_Sinh,Sinhala,59,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.0
110
+ srp_Latn,Serbian,59,0.45,0.45,0.0,0.0,0.3486,0.4754,0.4074,0.4754,MillID medium v1,0.0254,0.4754
111
+ sag_Latn,Sango,59,0.5783,0.5783,0.1892,0.1892,0.9915,0.9915,0.9915,0.9915,MillID tiny v1.5,0.4132,0.8023
112
+ srp_Cyrl,Serbian,59,0.9915,0.9915,0.9915,0.9915,0.9915,0.9828,0.9915,0.9915,MillID tiny v1.5,0.0,0.0
113
+ slv_Latn,Slovenian,59,0.9752,0.9752,0.8027,0.8027,0.9661,0.9483,0.9831,0.9831,MillID large v1.5,0.0079,0.1804
114
+ kdh_Latn,Tem,59,0.8654,0.9915,0.0,0.0,0.9916,1.0,1.0,1.0,MillID medium v1,0.0085,1.0
115
+ khm_Khmr,Khmer,59,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.0
116
+ kqn_Latn,Kaonde,59,1.0,1.0,0.0,0.0,0.9831,0.9916,0.9831,0.9916,MillID medium v1,-0.0084,0.9916
117
+ kbr_Latn,Kafa,59,0.9915,0.9915,0.0,0.0,1.0,1.0,0.9916,1.0,MillID tiny v1.5,0.0085,1.0
118
+ kin_Latn,Kinyarwanda,59,0.8868,0.8868,0.8571,0.8571,0.8039,0.9412,0.8727,0.9412,MillID medium v1,0.0544,0.0841
119
+ kbp_Latn,Kabiyè,59,1.0,1.0,0.3893,0.3893,0.7815,0.9593,0.9672,0.9672,MillID large v1.5,-0.0328,0.5779
120
+ xsm_Latn,Kasem,59,0.9915,0.9915,0.0,0.0,0.9273,0.9268,0.9492,0.9492,MillID large v1.5,-0.0423,0.9492
121
+ gag_Latn,Gagauz,59,0.9915,0.9915,0.0,0.0,0.9828,0.9828,0.9915,0.9915,MillID large v1.5,0.0,0.9915
122
+ ydd_Hebr,Eastern Yiddish,59,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.0
123
+ tly_Latn,Talysh,59,0.9915,0.9915,0.0,0.0,0.9915,0.9915,0.9915,0.9915,MillID tiny v1.5,0.0,0.9915
124
+ bis_Latn,Bislama,59,1.0,1.0,0.7516,0.7516,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.2484
125
+ pol_Latn,Polish,59,1.0,1.0,0.7296,0.7296,0.9916,0.9655,0.9833,0.9916,MillID tiny v1.5,-0.0084,0.262
126
+ nba_Latn,Nyemba,59,0.0,0.0,0.0,0.0,0.0328,0.0,0.0,0.0328,MillID tiny v1.5,0.0328,0.0328
127
+ nav_Latn,Navajo,59,1.0,1.0,0.7024,0.7024,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.2976
128
+ rar_Latn,Rarotongan,59,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,1.0
129
+ qwh_Latn,Huaylas Ancash Quechua,59,0.6545,0.6545,0.0,0.0,0.494,0.4955,0.5306,0.5306,MillID large v1.5,-0.1239,0.5306
130
+ dga_Latn,Southern Dagaare,59,0.9915,1.0,0.0,0.0,1.0,0.9915,0.9831,1.0,MillID tiny v1.5,0.0,1.0
131
+ dzo_Tibt,Dzongkha,59,0.9134,0.9134,0.8571,0.8571,0.9748,0.9748,0.9508,0.9748,MillID tiny v1.5,0.0614,0.1177
132
+ crh_Latn,Crimean Tatar,59,1.0,1.0,0.8551,0.8551,0.9916,0.9916,0.9833,0.9916,MillID tiny v1.5,-0.0084,0.1365
133
+ not_Latn,Nomatsiguenga,59,0.9915,0.9915,0.0,0.0,0.9831,0.9915,1.0,1.0,MillID large v1.5,0.0085,1.0
134
+ ewe_Latn,Ewe,59,1.0,1.0,0.6517,0.6517,0.9916,1.0,1.0,1.0,MillID medium v1,0.0,0.3483
135
+ fij_Latn,Fijian,59,1.0,1.0,0.9752,0.9752,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.0248
136
+ eus_Latn,Basque,59,1.0,1.0,0.8923,0.8923,0.9219,0.9672,0.9833,0.9833,MillID large v1.5,-0.0167,0.091
137
+ lld_Latn,Ladin,59,0.7312,0.7312,0.0,0.0,0.9091,0.8991,0.8807,0.9091,MillID tiny v1.5,0.1779,0.9091
138
+ uig_Latn,Uyghur,59,0.9833,0.9752,0.0,0.0,0.9833,0.9916,1.0,1.0,MillID large v1.5,0.0248,1.0
139
+ bcl_Latn,Central Bikol,59,0.9916,0.9916,0.0,0.0,0.9915,0.9916,0.9916,0.9916,MillID medium v1,0.0,0.9916
140
+ ayr_Latn,Central Aymara,59,1.0,1.0,0.716,0.716,0.9916,1.0,0.9587,1.0,MillID medium v1,0.0,0.284
141
+ wln_Latn,Walloon,59,0.655,0.655,0.0,0.0,0.6118,0.6667,0.6591,0.6667,MillID medium v1,0.0117,0.6667
142
+ cnr_Latn,Serbian (Montenegro),59,0.0303,0.0303,0.0,0.0,0.0,0.0,0.0,0.0,MillID tiny v1.5,-0.0303,0.0
143
+ cof_Latn,Colorado,59,0.9273,0.9369,0.0,0.0,1.0,1.0,0.9831,1.0,MillID tiny v1.5,0.0631,1.0
144
+ cos_Latn,Corsican,59,0.9915,0.9915,0.0,0.0,1.0,0.9916,0.9831,1.0,MillID tiny v1.5,0.0085,1.0
145
+ cjs_Cyrl,Shor,59,0.9369,0.9369,0.0,0.0,0.9558,0.9649,0.9739,0.9739,MillID large v1.5,0.037,0.9739
146
+ qva_Latn,Ambo-Pasco Quechua,59,0.0328,0.0328,0.0,0.0,0.0,0.0,0.0,0.0,MillID tiny v1.5,-0.0328,0.0
147
+ ote_Latn,Mezquital Otomi,59,0.0,0.0,0.0,0.0,0.1538,0.0656,0.0656,0.1538,MillID tiny v1.5,0.1538,0.1538
148
+ nzi_Latn,Nzima,59,1.0,1.0,0.0,0.0,1.0,1.0,0.9916,1.0,MillID tiny v1.5,0.0,1.0
149
+ tsz_Latn,Purepecha,59,0.9655,0.9744,0.0,0.0,0.9739,0.9915,1.0,1.0,MillID large v1.5,0.0256,1.0
150
+ tob_Latn,Toba,59,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,1.0
151
+ ame_Latn,Yanesha',59,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,1.0
152
+ tur_Latn,Turkish,59,0.9916,0.9916,0.59,0.59,0.9833,0.9833,0.9916,0.9916,MillID large v1.5,0.0,0.4016
153
+ tuk_Latn,Turkmen,59,1.0,1.0,0.9672,0.9672,0.9828,0.9916,1.0,1.0,MillID large v1.5,0.0,0.0328
154
+ top_Latn,Papantla Totonac,59,0.9916,0.9916,0.0,0.0,0.958,0.9833,1.0,1.0,MillID large v1.5,0.0084,1.0
155
+ maz_Latn,Central Mazahua,59,0.9391,0.9391,0.0,0.0,0.7891,0.7421,0.8138,0.8138,MillID large v1.5,-0.1253,0.8138
156
+ men_Latn,Mende,59,0.9916,0.9916,0.0,0.0,1.0,0.9916,0.9916,1.0,MillID tiny v1.5,0.0084,1.0
157
+ mic_Latn,Mi'kmaw,59,0.4267,0.4267,0.0,0.0,0.9915,1.0,1.0,1.0,MillID medium v1,0.5733,1.0
158
+ ltz_Latn,Luxembourgish,59,0.9915,0.9915,0.648,0.648,0.9915,0.9916,1.0,1.0,MillID large v1.5,0.0085,0.352
159
+ min_Latn,Minangkabau,59,0.9916,0.9916,0.127,0.127,0.9916,0.9915,1.0,1.0,MillID large v1.5,0.0084,0.873
160
+ mor_Latn,Moro,59,0.9915,0.9915,0.0,0.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0085,1.0
161
+ mlt_Latn,Maltese,59,1.0,1.0,0.8939,0.8939,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.1061
162
+ mar_Deva,Marathi,59,1.0,1.0,1.0,1.0,1.0,0.9916,1.0,1.0,MillID tiny v1.5,0.0,0.0
163
+ ibo_Latn,Igbo,58,1.0,1.0,0.8227,0.8227,1.0,0.9915,1.0,1.0,MillID tiny v1.5,0.0,0.1773
164
+ kat_Geor,Georgian,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.0
165
+ kha_Latn,Khasi,58,1.0,1.0,0.0,0.0,1.0,1.0,0.9915,1.0,MillID tiny v1.5,0.0,1.0
166
+ kab_Latn,Kabyle,58,0.9913,0.9913,0.9831,0.9748,0.9259,0.9915,0.9913,0.9915,MillID medium v1,0.0002,0.0167
167
+ heb_Hebr,Hebrew,58,1.0,1.0,1.0,1.0,0.9825,0.9913,1.0,1.0,MillID large v1.5,0.0,0.0
168
+ sco_Latn,Scots,58,0.9735,0.9735,0.0,0.0,0.9825,0.9825,0.9825,0.9825,MillID tiny v1.5,0.009,0.9825
169
+ srr_Latn,Serer,58,0.9831,0.9831,0.0,0.0,1.0,1.0,0.9831,1.0,MillID tiny v1.5,0.0169,1.0
170
+ kaz_Cyrl,Kazakh,58,1.0,1.0,0.4444,0.4444,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.5556
171
+ ces_Latn,Czech,58,1.0,1.0,0.9508,0.9508,0.9825,0.9915,1.0,1.0,MillID large v1.5,0.0,0.0492
172
+ bul_Cyrl,Bulgarian,58,1.0,1.0,1.0,1.0,0.9828,0.9913,0.9828,0.9913,MillID medium v1,-0.0087,-0.0087
173
+ suk_Latn,Sukuma,58,0.9828,0.9828,0.0,0.0,0.9828,0.9825,1.0,1.0,MillID large v1.5,0.0172,1.0
174
+ zul_Latn,Zulu,58,0.9744,0.9744,0.6073,0.6073,0.9189,0.9107,0.9573,0.9573,MillID large v1.5,-0.0171,0.35
175
+ chk_Latn,Chuukese,58,1.0,1.0,0.0,0.0,0.9915,1.0,0.9915,1.0,MillID medium v1,0.0,1.0
176
+ guj_Gujr,Gujarati,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.0
177
+ guc_Latn,Wayuu,58,1.0,1.0,0.0,0.0,0.9831,0.9667,0.9831,0.9831,MillID tiny v1.5,-0.0169,0.9831
178
+ tzo_Latn,Tzotzil,58,0.9913,0.9913,0.0,0.0,0.9643,0.9735,0.9913,0.9913,MillID large v1.5,0.0,0.9913
179
+ vmw_Latn,Makhuwa,58,0.9825,0.9913,0.0,0.0,0.9825,0.9825,0.9825,0.9825,MillID tiny v1.5,-0.0088,0.9825
180
+ vec_Latn,Venetian,58,1.0,1.0,0.8056,0.8056,1.0,0.9828,1.0,1.0,MillID tiny v1.5,0.0,0.1944
181
+ ukr_Cyrl,Ukrainian,58,1.0,1.0,0.9667,0.9667,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.0333
182
+ bci_Latn,Baoulé,58,1.0,1.0,0.0,0.0,1.0,1.0,0.9915,1.0,MillID tiny v1.5,0.0,1.0
183
+ bba_Latn,Baatonum,58,0.9913,1.0,0.0,0.0,0.9913,0.9913,0.9831,0.9913,MillID tiny v1.5,-0.0087,0.9913
184
+ bel_Cyrl,Belarusian,58,1.0,1.0,0.8345,0.8345,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.1655
185
+ uig_Arab,Uyghur,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.0
186
+ ast_Latn,Asturian,58,1.0,1.0,0.7484,0.7484,0.9735,0.9825,1.0,1.0,MillID large v1.5,0.0,0.2516
187
+ sus_Latn,Susu,58,0.9748,0.9748,0.0,0.0,0.955,0.9643,0.9915,0.9915,MillID large v1.5,0.0167,0.9915
188
+ uzn_Cyrl,Northern Uzbek,58,1.0,1.0,0.0,0.0,0.9913,1.0,1.0,1.0,MillID medium v1,0.0,1.0
189
+ uzn_Latn,Northern Uzbek,58,0.9915,0.9915,0.4056,0.4056,0.9667,0.928,0.9355,0.9667,MillID tiny v1.5,-0.0248,0.5611
190
+ ndo_Latn,Ndonga,58,0.958,0.958,0.0,0.0,0.95,0.9431,0.9587,0.9587,MillID large v1.5,0.0007,0.9587
191
+ nds_Latn,Low German,58,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,1.0
192
+ qvh_Latn,Huamalíes-Dos de Mayo Huánuco Quechua,58,0.1538,0.1538,0.0,0.0,0.4675,0.2154,0.2154,0.4675,MillID tiny v1.5,0.3137,0.4675
193
+ qvc_Latn,Cajamarca Quechua,58,0.9062,0.9062,0.0,0.0,0.648,0.7891,0.8169,0.8169,MillID large v1.5,-0.0893,0.8169
194
+ dyu_Latn,Dyula,58,0.4337,0.4337,0.0154,0.0154,0.0,0.0,0.0,0.0,MillID tiny v1.5,-0.4337,-0.0154
195
+ eng_Latn,English,58,1.0,1.0,0.5979,0.5979,0.9748,0.9744,0.9831,0.9831,MillID large v1.5,-0.0169,0.3852
196
+ yap_Latn,Yapese,58,1.0,1.0,0.0,0.0,0.9913,0.9915,0.9915,0.9915,MillID medium v1,-0.0085,0.9915
197
+ kmr_Latn,Northern Kurdish,58,1.0,1.0,0.7582,0.7582,1.0,0.9825,0.9455,1.0,MillID tiny v1.5,0.0,0.2418
198
+ kir_Cyrl,Kyrgyz,58,1.0,1.0,0.6237,0.6237,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.3763
199
+ glv_Latn,Manx,58,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,1.0
200
+ kor_Hang,Korean,58,1.0,1.0,0.8923,0.8923,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.1077
201
+ rus_Cyrl,Russian,58,0.9667,0.9667,0.7838,0.7838,0.9748,0.9573,0.9655,0.9748,MillID tiny v1.5,0.0081,0.191
202
+ glg_Latn,Galician,58,1.0,1.0,0.8286,0.8286,0.9828,0.9913,0.9915,0.9915,MillID large v1.5,-0.0085,0.1629
203
+ xho_Latn,Xhosa,58,1.0,1.0,0.8529,0.8529,0.9402,0.9204,0.9474,0.9474,MillID large v1.5,-0.0526,0.0945
204
+ kaa_Cyrl,Kara-Kalpak,58,1.0,1.0,0.0,0.0,1.0,0.9915,1.0,1.0,MillID tiny v1.5,0.0,1.0
205
+ kal_Latn,Kalaallisut,58,1.0,1.0,0.76,0.76,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.24
206
+ kea_Latn,Kabuverdianu,58,0.9355,0.9355,0.125,0.1244,0.7917,0.7945,0.7733,0.7945,MillID medium v1,-0.141,0.6701
207
+ kan_Knda,Kannada,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.0
208
+ ina_Latn,Interlingua,58,1.0,1.0,0.0,0.0,0.9913,1.0,1.0,1.0,MillID medium v1,0.0,1.0
209
+ ilo_Latn,Iloko,58,0.9913,0.9913,0.8593,0.8593,0.9831,1.0,1.0,1.0,MillID medium v1,0.0087,0.1407
210
+ bum_Latn,Bulu,58,0.0984,0.0984,0.0,0.0,0.2154,0.3188,0.1875,0.3188,MillID medium v1,0.2204,0.3188
211
+ cat_Latn,Catalan,58,1.0,1.0,0.6905,0.6905,0.9748,0.9667,1.0,1.0,MillID large v1.5,0.0,0.3095
212
+ sme_Latn,Northern Sami,58,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,1.0
213
+ haw_Latn,Hawaiian,58,0.9735,0.9735,0.0,0.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0265,1.0
214
+ hnj_Latn,Hmong Njua,58,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,MillID tiny v1.5,0.0,0.0
215
+ hil_Latn,Hiligaynon,58,1.0,1.0,0.0,0.0,0.9913,0.9739,0.9913,0.9913,MillID tiny v1.5,-0.0087,0.9913
216
+ hrv_Latn,Croatian,58,0.7273,0.7273,0.4737,0.4737,0.5,0.5371,0.5591,0.5591,MillID large v1.5,-0.1682,0.0854
217
+ huu_Latn,Murui Huitoto,58,1.0,1.0,0.0,0.0,1.0,1.0,0.9915,1.0,MillID tiny v1.5,0.0,1.0
218
+ kri_Latn,Krio,58,1.0,1.0,0.0,0.0,1.0,1.0,0.9915,1.0,MillID tiny v1.5,0.0,1.0
219
+ nso_Latn,Northern Sotho,58,1.0,1.0,0.9508,0.9508,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.0492
220
+ nld_Latn,Dutch,58,1.0,1.0,0.703,0.703,0.9915,1.0,1.0,1.0,MillID medium v1,0.0,0.297
221
+ niu_Latn,Niuean,58,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,1.0
222
+ mxv_Latn,Metlatónoc Mixtec,58,0.0,0.0,0.0,0.0,0.129,0.2154,0.0339,0.2154,MillID medium v1,0.2154,0.2154
223
+ lij_Latn,Ligurian,58,0.8593,0.8593,0.4872,0.4872,0.9831,0.9587,0.9508,0.9831,MillID tiny v1.5,0.1238,0.4959
224
+ lit_Latn,Lithuanian,58,1.0,1.0,0.8112,0.8112,1.0,1.0,0.9915,1.0,MillID tiny v1.5,0.0,0.1888
225
+ loz_Latn,Lozi,58,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,1.0
226
+ quc_Latn,Kʼicheʼ,58,0.9174,0.9174,0.0,0.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0826,1.0
227
+ run_Latn,Rundi,58,0.8992,0.8992,0.8,0.8,0.8571,0.9391,0.9032,0.9391,MillID medium v1,0.0399,0.1391
228
+ crs_Latn,Seselwa Creole French,58,1.0,1.0,0.0,0.0,0.9915,0.9744,0.9915,0.9915,MillID tiny v1.5,-0.0085,0.9915
229
+ nbl_Latn,South Ndebele,58,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,MillID tiny v1.5,0.0,0.0
230
+ lad_Latn,Ladino,58,1.0,1.0,0.0,0.0,0.9643,0.9913,1.0,1.0,MillID large v1.5,0.0,1.0
231
+ lue_Latn,Luvale,58,0.9913,0.9913,0.0,0.0,0.9748,0.9831,0.9667,0.9831,MillID medium v1,-0.0082,0.9831
232
+ mah_Latn,Marshallese,58,1.0,1.0,0.0,0.0,1.0,0.9915,1.0,1.0,MillID tiny v1.5,0.0,1.0
233
+ lus_Latn,Mizo,58,1.0,0.9915,0.3986,0.3986,0.9913,1.0,0.9913,1.0,MillID medium v1,0.0085,0.6014
234
+ epo_Latn,Esperanto,58,1.0,1.0,0.4234,0.4234,0.9913,0.9825,0.9913,0.9913,MillID tiny v1.5,-0.0087,0.5679
235
+ lua_Latn,Luba-Lulua,58,0.7391,0.7391,0.6386,0.6386,0.7097,0.55,0.7033,0.7097,MillID tiny v1.5,-0.0294,0.0711
236
+ ita_Latn,Italian,58,1.0,1.0,0.6629,0.6629,0.9913,0.9825,0.9735,0.9913,MillID tiny v1.5,-0.0087,0.3284
237
+ mfq_Latn,Moba,58,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,1.0
238
+ isl_Latn,Icelandic,58,1.0,1.0,0.8345,0.8345,0.8738,0.9455,0.8846,0.9455,MillID medium v1,-0.0545,0.111
239
+ mam_Latn,Mam,58,0.9455,0.9455,0.0,0.0,0.8846,1.0,0.9913,1.0,MillID medium v1,0.0545,1.0
240
+ mai_Deva,Maithili,58,1.0,1.0,1.0,1.0,0.9355,0.8593,0.9508,0.9508,MillID large v1.5,-0.0492,-0.0492
241
+ mkd_Cyrl,Macedonian,58,1.0,1.0,1.0,1.0,0.9915,0.9748,0.9915,0.9915,MillID tiny v1.5,-0.0085,-0.0085
242
+ azj_Latn,North Azerbaijani,58,0.9915,0.9915,0.5949,0.5949,0.9915,0.9915,0.9915,0.9915,MillID tiny v1.5,0.0,0.3966
243
+ ben_Beng,Bangla,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.0
244
+ arb_Arab,Arabic (Modern Standard),58,1.0,1.0,1.0,1.0,0.8846,0.9259,0.9358,0.9358,MillID large v1.5,-0.0642,-0.0642
245
+ ami_Latn,Amis,58,0.0,0.0,0.0,0.0,0.0,0.0339,0.0984,0.0984,MillID large v1.5,0.0984,0.0984
246
+ arn_Latn,Mapuche,58,0.8952,0.9057,0.8175,0.8175,0.9739,0.9744,0.9913,0.9913,MillID large v1.5,0.0856,0.1738
247
+ tel_Telu,Telugu,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.0
248
+ cnh_Latn,Hakha Chin,58,0.9915,0.9915,0.0,0.0,0.9915,0.9828,0.9915,0.9915,MillID tiny v1.5,0.0,0.9915
249
+ tet_Latn,Tetum,58,0.1667,0.1667,0.0,0.0,0.6377,0.6986,0.7075,0.7075,MillID large v1.5,0.5408,0.7075
250
+ vep_Latn,Veps,58,1.0,1.0,0.0,0.0,0.9825,0.9913,1.0,1.0,MillID large v1.5,0.0,1.0
251
+ tpi_Latn,Tok Pisin,58,1.0,1.0,0.9831,0.9831,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.0169
252
+ fuf_Latn,Pular,58,0.4828,0.4828,0.0,0.0,0.9057,0.8163,0.9358,0.9358,MillID large v1.5,0.453,0.9358
253
+ fry_Latn,Western Frisian,58,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,1.0
254
+ fkv_Latn,Kven Finnish,58,0.6667,0.6667,0.0,0.0,0.6353,0.6966,0.9057,0.9057,MillID large v1.5,0.239,0.9057
255
+ pcd_Latn,Picard,58,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,MillID tiny v1.5,0.0,0.0
256
+ pan_Guru,Punjabi,58,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.0
257
+ pap_Latn,Papiamento,58,0.9915,0.9915,0.725,0.725,1.0,1.0,0.9915,1.0,MillID tiny v1.5,0.0085,0.275
258
+ swh_Latn,Swahili,58,0.9825,0.9825,0.5088,0.5088,0.9074,0.9455,0.8785,0.9455,MillID medium v1,-0.037,0.4367
259
+ fon_Latn,Fon,58,0.9913,0.9913,0.4979,0.4979,0.9492,0.9649,0.9667,0.9667,MillID large v1.5,-0.0246,0.4688
260
+ nno_Latn,Norwegian Nynorsk,58,1.0,1.0,0.9748,0.9748,0.9558,0.9744,0.9913,0.9913,MillID large v1.5,-0.0087,0.0165
261
+ tir_Ethi,Tigrinya,58,1.0,1.0,0.9915,0.9915,0.9915,0.9915,0.9831,0.9915,MillID tiny v1.5,-0.0085,0.0
262
+ fra_Latn,French,58,0.9915,0.9915,0.9134,0.9134,0.8544,0.9655,0.9739,0.9739,MillID large v1.5,-0.0176,0.0605
263
+ tsn_Latn,Tswana,58,0.9915,0.9915,0.9134,0.9134,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0085,0.0866
264
+ tyv_Cyrl,Tuvinian,58,0.9915,0.9915,0.0,0.0,1.0,0.9915,1.0,1.0,MillID tiny v1.5,0.0085,1.0
265
+ zyb_Latn,Yongbei Zhuang,57,0.9828,0.9744,0.0,0.0,0.8769,0.9744,0.9744,0.9744,MillID medium v1,0.0,0.9744
266
+ agr_Latn,Aguaruna,57,0.9739,0.9739,0.0,0.0,0.9565,0.9655,0.9744,0.9744,MillID large v1.5,0.0005,0.9744
267
+ sid_Latn,Sidamo,57,0.9268,0.9268,0.0,0.0,0.9825,1.0,0.9825,1.0,MillID medium v1,0.0732,1.0
268
+ aii_Syrc,Assyrian Neo-Aramaic,57,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,MillID tiny v1.5,0.0,0.0
269
+ abk_Cyrl,Abkhazian,57,1.0,1.0,0.9913,0.9913,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.0087
270
+ cbt_Latn,Chayahuita,57,0.9913,0.9913,0.0,0.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0087,1.0
271
+ cbu_Latn,Candoshi-Shapra,57,0.8824,0.8738,0.0,0.0,0.5,0.3714,0.557,0.557,MillID large v1.5,-0.3168,0.557
272
+ cfm_Latn,Falam Chin,57,0.9821,0.9821,0.0,0.0,0.9912,0.9828,0.9739,0.9912,MillID tiny v1.5,0.0091,0.9912
273
+ cha_Latn,Chamorro,57,0.9245,0.9245,0.0,0.0,0.9913,0.9825,1.0,1.0,MillID large v1.5,0.0755,1.0
274
+ kek_Latn,Kekchí,57,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,1.0
275
+ khk_Cyrl,Halh Mongolian,57,0.9912,0.9912,0.8976,0.8976,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0088,0.1024
276
+ kjh_Cyrl,Khakas,57,0.9913,0.9913,0.0,0.0,0.9744,1.0,0.9913,1.0,MillID medium v1,0.0087,1.0
277
+ koi_Cyrl,Komi-Permyak,57,1.0,1.0,0.0,0.0,0.8367,0.8367,0.8485,0.8485,MillID large v1.5,-0.1515,0.8485
278
+ yor_Latn,Yoruba,57,0.9913,0.9913,0.7808,0.7808,1.0,0.9913,0.9913,1.0,MillID tiny v1.5,0.0087,0.2192
279
+ sah_Cyrl,Yakut,57,0.958,0.958,0.0,0.0,1.0,0.9913,1.0,1.0,MillID tiny v1.5,0.042,1.0
280
+ som_Latn,Somali,57,1.0,1.0,0.6994,0.6994,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.3006
281
+ sot_Latn,Southern Sotho,57,1.0,1.0,0.7863,0.7863,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.2137
282
+ cak_Latn,Kaqchikel,57,1.0,1.0,0.0,0.0,0.9912,1.0,0.9913,1.0,MillID medium v1,0.0,1.0
283
+ lao_Laoo,Lao,57,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.0
284
+ fao_Latn,Faroese,57,1.0,1.0,0.7473,0.7473,1.0,0.9913,0.9828,1.0,MillID tiny v1.5,0.0,0.2527
285
+ fat_Latn,Fanti,57,0.9913,0.9913,0.0,0.0,1.0,0.9744,0.9913,1.0,MillID tiny v1.5,0.0087,1.0
286
+ mri_Latn,Māori,57,1.0,1.0,0.3826,0.3813,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.6187
287
+ qxn_Latn,Northern Conchucos Ancash Quechua,57,0.0345,0.0345,0.0,0.0,0.129,0.0345,0.0,0.129,MillID tiny v1.5,0.0945,0.129
288
+ dag_Latn,Dagbani,57,0.9739,0.9739,0.0,0.0,0.9573,0.9825,0.9828,0.9828,MillID large v1.5,0.0089,0.9828
289
+ div_Thaa,Divehi,57,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,1.0
290
+ quh_Latn,South Bolivian Quechua,57,0.9369,0.9649,0.0,0.0,0.9655,0.9828,0.9661,0.9828,MillID medium v1,0.0179,0.9828
291
+ pon_Latn,Pohnpeian,57,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,1.0
292
+ rup_Latn,Aromanian,57,1.0,1.0,0.0,0.0,1.0,0.9913,0.9913,1.0,MillID tiny v1.5,0.0,1.0
293
+ pis_Latn,Pijin,57,0.9913,0.9913,0.0,0.0,1.0,1.0,0.9913,1.0,MillID tiny v1.5,0.0087,1.0
294
+ qvn_Latn,North Junín Quechua,57,0.4595,0.4595,0.0,0.0,0.2188,0.2188,0.0339,0.2188,MillID tiny v1.5,-0.2407,0.2188
295
+ tdt_Latn,Tetun Dili,57,0.6115,0.6115,0.0,0.0,0.4565,0.4884,0.4819,0.4884,MillID medium v1,-0.1231,0.4884
296
+ pau_Latn,Palauan,57,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,1.0
297
+ tuk_Cyrl,Turkmen,57,1.0,1.0,0.0,0.0,1.0,0.973,0.973,1.0,MillID tiny v1.5,0.0,1.0
298
+ quz_Latn,Cusco Quechua,57,0.8947,0.906,0.0,0.0,0.8,0.8829,0.8462,0.8829,MillID medium v1,-0.0231,0.8829
299
+ tat_Cyrl,Tatar,57,1.0,1.0,0.5938,0.5938,1.0,0.9912,1.0,1.0,MillID tiny v1.5,0.0,0.4062
300
+ tah_Latn,Tahitian,57,0.8125,0.8125,0.9661,0.9661,0.973,0.973,0.9735,0.9735,MillID large v1.5,0.161,0.0074
301
+ toi_Latn,Tonga (Zambia),57,1.0,1.0,0.0,0.0,0.9825,0.9636,0.9643,0.9825,MillID tiny v1.5,-0.0175,0.9825
302
+ toj_Latn,Tojolabal,57,1.0,1.0,0.0,0.0,0.9825,0.9913,1.0,1.0,MillID large v1.5,0.0,1.0
303
+ tgk_Cyrl,Tajik,57,1.0,1.0,0.623,0.623,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.377
304
+ bam_Latn,Bambara,57,0.7519,0.7519,0.1992,0.1969,0.8244,0.6267,0.7027,0.8244,MillID tiny v1.5,0.0725,0.6275
305
+ bem_Latn,Bemba,57,1.0,1.0,0.4385,0.4385,0.9913,0.9828,1.0,1.0,MillID large v1.5,0.0,0.5615
306
+ azj_Cyrl,North Azerbaijani,56,1.0,1.0,0.0,0.0,1.0,0.9912,0.9912,1.0,MillID tiny v1.5,0.0,1.0
307
+ bho_Deva,Bhojpuri,56,0.9333,0.9333,0.8317,0.8317,0.8515,0.6429,0.7416,0.8515,MillID tiny v1.5,-0.0818,0.0198
308
+ pcm_Latn,Nigerian Pidgin,56,0.9402,0.9412,0.8627,0.955,1.0,0.9825,1.0,1.0,MillID tiny v1.5,0.0588,0.045
309
+ pbb_Latn,Páez,56,0.7126,0.7126,0.0,0.0,0.6977,0.8485,0.8247,0.8485,MillID medium v1,0.1359,0.8485
310
+ mya_Mymr,Burmese,56,1.0,1.0,0.6707,0.6707,1.0,0.991,1.0,1.0,MillID tiny v1.5,0.0,0.3293
311
+ ura_Latn,Urarina,56,1.0,1.0,0.0,0.0,1.0,1.0,0.991,1.0,MillID tiny v1.5,0.0,1.0
312
+ gle_Latn,Irish,56,0.9825,0.9825,1.0,1.0,1.0,0.9912,1.0,1.0,MillID tiny v1.5,0.0175,0.0
313
+ ady_Cyrl,Adyghe,56,0.9818,0.9818,0.6707,0.6707,0.963,0.991,1.0,1.0,MillID large v1.5,0.0182,0.3293
314
+ slk_Latn,Slovak,56,1.0,1.0,0.9256,0.9256,0.9825,0.9821,1.0,1.0,MillID large v1.5,0.0,0.0744
315
+ shn_Mymr,Shan,56,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.0
316
+ mos_Latn,Mossi,56,1.0,1.0,0.855,0.855,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.145
317
+ lun_Latn,Lunda,56,0.991,0.991,0.0,0.0,0.991,1.0,1.0,1.0,MillID medium v1,0.009,1.0
318
+ npi_Deva,Nepali,55,0.9908,0.9908,0.9565,0.9565,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0092,0.0435
319
+ tem_Latn,Timne,55,1.0,1.0,0.0,0.0,1.0,0.991,1.0,1.0,MillID tiny v1.5,0.0,1.0
320
+ dyo_Latn,Jola-Fonyi,55,0.9908,1.0,0.0,0.0,0.9908,0.9815,0.955,0.9908,MillID tiny v1.5,-0.0092,0.9908
321
+ mnw_Mymr,Mon,55,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,1.0
322
+ yrk_Cyrl,Nenets,55,0.972,0.972,0.0,0.0,0.9815,0.9815,0.9815,0.9815,MillID tiny v1.5,0.0095,0.9815
323
+ kbd_Cyrl,Kabardian,55,0.9735,0.9735,0.0,0.0,0.9649,0.991,1.0,1.0,MillID large v1.5,0.0265,1.0
324
+ san_Deva,Sanskrit,55,0.9908,0.9908,0.973,0.973,0.9815,0.9908,0.9908,0.9908,MillID medium v1,0.0,0.0178
325
+ yad_Latn,Yagua,55,0.9815,0.9815,0.0,0.0,0.963,1.0,1.0,1.0,MillID medium v1,0.0185,1.0
326
+ ido_Latn,Ido,55,1.0,1.0,0.0,0.0,0.9636,0.9815,1.0,1.0,MillID large v1.5,0.0,1.0
327
+ koo_Latn,Konzo,54,0.9615,0.9615,0.0,0.0,0.9714,0.9714,0.9714,0.9714,MillID tiny v1.5,0.0099,0.9714
328
+ dje_Latn,Zarma,54,0.9412,0.9515,0.0,0.0,0.898,0.8866,0.9412,0.9412,MillID large v1.5,-0.0103,0.9412
329
+ plt_Latn,Malagasy (Plateau),53,1.0,0.9907,0.955,0.955,0.9907,1.0,1.0,1.0,MillID medium v1,0.0093,0.045
330
+ mag_Deva,Magahi,53,0.9444,0.9444,0.6323,0.6323,0.8679,0.7963,0.8491,0.8679,MillID tiny v1.5,-0.0765,0.2356
331
+ yao_Latn,Yao,52,0.9903,0.9903,0.0,0.0,0.9811,1.0,1.0,1.0,MillID medium v1,0.0097,1.0
332
+ cni_Latn,Asháninka,52,0.963,0.963,0.0,0.0,0.7727,0.7075,0.7172,0.7727,MillID tiny v1.5,-0.1903,0.7727
333
+ alt_Cyrl,Southern Altai,51,0.9623,0.9623,0.6986,0.6986,0.9903,0.9903,1.0,1.0,MillID large v1.5,0.0377,0.3014
334
+ kde_Latn,Makonde,51,0.9703,0.9703,0.0,0.0,0.9278,0.9184,0.8667,0.9278,MillID tiny v1.5,-0.0425,0.9278
335
+ mto_Latn,Totontepec Mixe,51,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,MillID tiny v1.5,0.0,0.0
336
+ miq_Latn,Mískito,51,1.0,1.0,0.0,0.0,1.0,1.0,0.9903,1.0,MillID tiny v1.5,0.0,1.0
337
+ idu_Latn,Idoma,51,0.8791,0.9375,0.0,0.0,0.6027,0.9278,0.9263,0.9278,MillID medium v1,-0.0097,0.9278
338
+ amh_Ethi,Amharic,51,1.0,1.0,0.8409,0.8409,0.9901,0.9901,0.9697,0.9901,MillID tiny v1.5,-0.0099,0.1492
339
+ zdj_Latn,Ngazidja Comorian,50,0.9796,0.9899,0.0,0.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0101,1.0
340
+ nyn_Latn,Nyankole,50,0.9796,0.9796,0.0,0.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0204,1.0
341
+ gug_Latn,Paraguayan Guaraní,49,1.0,1.0,0.2367,0.2367,0.9515,0.9515,0.98,0.98,MillID large v1.5,-0.02,0.7433
342
+ lug_Latn,Ganda,49,1.0,1.0,0.359,0.359,0.9899,0.9897,1.0,1.0,MillID large v1.5,0.0,0.641
343
+ eve_Cyrl,Even,49,0.8864,0.8864,0.0,0.0,1.0,0.9897,1.0,1.0,MillID tiny v1.5,0.1136,1.0
344
+ yue_Hani,Cantonese,49,0.5797,0.5797,0.1108,0.1108,0.7342,0.6522,0.7071,0.7342,MillID tiny v1.5,0.1545,0.6234
345
+ gyr_Latn,Guarayu,49,0.9897,0.9897,0.0,0.0,0.5373,0.339,0.3934,0.5373,MillID tiny v1.5,-0.4524,0.5373
346
+ wuu_Hani,Wu Chinese,48,0.5562,0.5529,0.0,0.0,0.6144,0.6277,0.5481,0.6277,MillID medium v1,0.0748,0.6277
347
+ hak_Hani,Hakka Chinese,48,0.0408,0.0408,0.0,0.0,0.0392,0.0,0.0755,0.0755,MillID large v1.5,0.0347,0.0755
348
+ nan_Hani,Min Nan Chinese,48,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,MillID tiny v1.5,0.0,0.0
349
+ bin_Latn,Bini,47,0.9318,0.9318,0.0,0.0,0.9892,0.9892,1.0,1.0,MillID large v1.5,0.0682,1.0
350
+ lia_Latn,West-Central Limba,45,1.0,1.0,0.0,0.0,1.0,0.9888,0.989,1.0,MillID tiny v1.5,0.0,1.0
351
+ oss_Cyrl,Ossetic,44,1.0,1.0,0.9778,0.9778,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.0222
352
+ ike_Cans,Eastern Canadian Inuktitut,44,0.9778,0.9778,0.0,0.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0222,1.0
353
+ ojb_Cans,Northwestern Ojibwa,43,0.9639,0.9639,0.0,0.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0361,1.0
354
+ cbs_Latn,Cashinahua,43,0.9647,0.9647,0.0,0.0,0.9882,0.9885,1.0,1.0,MillID large v1.5,0.0353,1.0
355
+ ese_Latn,Ese Ejja,35,0.9855,0.9855,0.0,0.0,1.0,0.9855,0.9855,1.0,MillID tiny v1.5,0.0145,1.0
356
+ tzh_Latn,Tzeltal,25,0.9804,0.9804,0.0,0.0,0.9259,0.9434,0.9804,0.9804,MillID large v1.5,0.0,0.9804
357
+ chv_Cyrl,Chuvash,25,1.0,1.0,0.9434,0.9434,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,0.0566
358
+ taj_Deva,Eastern Tamang,1,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,MillID tiny v1.5,0.0,1.0
359
+ tzm_Tfng,Central Atlas Tamazight,1,0.0645,0.0645,0.0328,0.0328,0.1667,0.3333,0.1,0.3333,MillID medium v1,0.2688,0.3005