Token Classification
Transformers
ONNX
Safetensors
Transformers.js
modernbert
punctuation
punctuation-restoration
truecasing
capitalization
asr
speech-recognition
transcription
mmbert
Instructions to use Horizon-Labs/multilingual-punctuation-truecase-small with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Horizon-Labs/multilingual-punctuation-truecase-small with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("token-classification", model="Horizon-Labs/multilingual-punctuation-truecase-small")# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModelForTokenClassification tokenizer = AutoTokenizer.from_pretrained("Horizon-Labs/multilingual-punctuation-truecase-small") model = AutoModelForTokenClassification.from_pretrained("Horizon-Labs/multilingual-punctuation-truecase-small", device_map="auto") - Transformers.js
How to use Horizon-Labs/multilingual-punctuation-truecase-small with Transformers.js:
// npm i @huggingface/transformers import { pipeline } from '@huggingface/transformers'; // Allocate pipeline const pipe = await pipeline('token-classification', 'Horizon-Labs/multilingual-punctuation-truecase-small'); - Notebooks
- Google Colab
- Kaggle
Download eval/baselines.json from Horizon-Labs/multilingual-punctuation-truecase-small: direct link, hf CLI and curl.
- Browser
- Download file 113 kB
-
https://huggingface.co/Horizon-Labs/multilingual-punctuation-truecase-small/resolve/main/eval/baselines.json
- Command line
-
hf download hf://Horizon-Labs/multilingual-punctuation-truecase-small/eval/baselines.json
-
curl -L -o baselines.json https://huggingface.co/Horizon-Labs/multilingual-punctuation-truecase-small/resolve/main/eval/baselines.json
113 kB
| { | |
| "rule+punctuation-restoration-small": { | |
| "per_lang": { | |
| "europarl": { | |
| "eng_Latn": { | |
| "punct_f1": 0.7610362694300518, | |
| "case_acc": 0.92060211363725, | |
| "case_f1": 0.5316571428571428, | |
| "n_words": 25643 | |
| }, | |
| "deu_Latn": { | |
| "punct_f1": 0.8787145818935729, | |
| "case_acc": 0.7355899162642329, | |
| "case_f1": 0.25485799701046336, | |
| "n_words": 22571 | |
| }, | |
| "fra_Latn": { | |
| "punct_f1": 0.8185491629786416, | |
| "case_acc": 0.9563487637107269, | |
| "case_f1": 0.6297686053783614, | |
| "n_words": 26895 | |
| }, | |
| "spa_Latn": { | |
| "punct_f1": 0.8047313552526063, | |
| "case_acc": 0.9306811784574968, | |
| "case_f1": 0.5021436227224009, | |
| "n_words": 26645 | |
| }, | |
| "ita_Latn": { | |
| "punct_f1": 0.784661957618567, | |
| "case_acc": 0.9500099029510795, | |
| "case_f1": 0.5859831278390656, | |
| "n_words": 25245 | |
| }, | |
| "por_Latn": { | |
| "punct_f1": 0.8057053400591407, | |
| "case_acc": 0.9243684475221479, | |
| "case_f1": 0.47919427511264245, | |
| "n_words": 25849 | |
| }, | |
| "nld_Latn": { | |
| "punct_f1": 0.8006605331446096, | |
| "case_acc": 0.9365534952226292, | |
| "case_f1": 0.5496021220159151, | |
| "n_words": 26479 | |
| }, | |
| "pol_Latn": { | |
| "punct_f1": 0.8419881305637982, | |
| "case_acc": 0.9296147436525831, | |
| "case_f1": 0.5570003023888721, | |
| "n_words": 20402 | |
| }, | |
| "ces_Latn": { | |
| "punct_f1": 0.8710273466371027, | |
| "case_acc": 0.9424022591168022, | |
| "case_f1": 0.6012637179913535, | |
| "n_words": 20539 | |
| }, | |
| "bul_Cyrl": { | |
| "punct_f1": 0.8424596845649477, | |
| "case_acc": 0.9453588718164597, | |
| "case_f1": 0.5799492385786802, | |
| "n_words": 23755 | |
| }, | |
| "slk_Latn": { | |
| "punct_f1": 0.8680362761428836, | |
| "case_acc": 0.945309381237525, | |
| "case_f1": 0.6236125126135217, | |
| "n_words": 20040 | |
| }, | |
| "slv_Latn": { | |
| "punct_f1": 0.8774349250129289, | |
| "case_acc": 0.9433302578546108, | |
| "case_f1": 0.6023450586264657, | |
| "n_words": 20593 | |
| } | |
| }, | |
| "flores": { | |
| "ace_Arab": { | |
| "punct_f1": 0.23074003795066414, | |
| "case_acc": 0.9996792962844184, | |
| "case_f1": 0.375, | |
| "n_words": 21827 | |
| }, | |
| "ace_Latn": { | |
| "punct_f1": 0.3429873088187439, | |
| "case_acc": 0.879222972972973, | |
| "case_f1": 0.2431718061674009, | |
| "n_words": 21312 | |
| }, | |
| "acm_Arab": { | |
| "punct_f1": 0.631427750646366, | |
| "case_acc": 0.9977013951996578, | |
| "case_f1": 0.40816326530612246, | |
| "n_words": 18707 | |
| }, | |
| "acq_Arab": { | |
| "punct_f1": 0.6693701000270343, | |
| "case_acc": 0.9978146625734949, | |
| "case_f1": 0.42424242424242425, | |
| "n_words": 19219 | |
| }, | |
| "aeb_Arab": { | |
| "punct_f1": 0.5640870616686819, | |
| "case_acc": 0.9977659574468085, | |
| "case_f1": 0.3870967741935484, | |
| "n_words": 18800 | |
| }, | |
| "afr_Latn": { | |
| "punct_f1": 0.8110557317625736, | |
| "case_acc": 0.9174327840416305, | |
| "case_f1": 0.526706231454006, | |
| "n_words": 23060 | |
| }, | |
| "ajp_Arab": { | |
| "punct_f1": 0.56973293768546, | |
| "case_acc": 0.9943878954607978, | |
| "case_f1": 0.4537037037037037, | |
| "n_words": 18175 | |
| }, | |
| "aka_Latn": { | |
| "punct_f1": 0.24473147518694766, | |
| "case_acc": 0.9027606559826665, | |
| "case_f1": 0.21290711700844392, | |
| "n_words": 26769 | |
| }, | |
| "als_Latn": { | |
| "punct_f1": 0.8298684768773865, | |
| "case_acc": 0.9352556020984993, | |
| "case_f1": 0.5721953837895867, | |
| "n_words": 24589 | |
| }, | |
| "amh_Ethi": { | |
| "punct_f1": 0.7651006711409396, | |
| "case_acc": 0.9966841186736475, | |
| "case_f1": 0.2595419847328244, | |
| "n_words": 17190 | |
| }, | |
| "apc_Arab": { | |
| "punct_f1": 0.5917650813916374, | |
| "case_acc": 0.994847670250896, | |
| "case_f1": 0.4, | |
| "n_words": 17856 | |
| }, | |
| "arb_Arab": { | |
| "punct_f1": 0.7428713116786512, | |
| "case_acc": 0.9978082471073959, | |
| "case_f1": 0.4117647058823529, | |
| "n_words": 19619 | |
| }, | |
| "arb_Latn": { | |
| "punct_f1": 0.26989335520918784, | |
| "case_acc": 0.9166215484569572, | |
| "case_f1": 0.24013157894736842, | |
| "n_words": 22164 | |
| }, | |
| "ars_Arab": { | |
| "punct_f1": 0.7396301849075462, | |
| "case_acc": 0.9982173780177244, | |
| "case_f1": 0.3333333333333333, | |
| "n_words": 19634 | |
| }, | |
| "ary_Arab": { | |
| "punct_f1": 0.5103349964362082, | |
| "case_acc": 0.9972169712245327, | |
| "case_f1": 0.39344262295081966, | |
| "n_words": 19044 | |
| }, | |
| "arz_Arab": { | |
| "punct_f1": 0.6536941319550015, | |
| "case_acc": 0.9981462409886714, | |
| "case_f1": 0.3466666666666667, | |
| "n_words": 19420 | |
| }, | |
| "asm_Beng": { | |
| "punct_f1": 0.6561443066516347, | |
| "case_acc": 0.9963585288456537, | |
| "case_f1": 0.23841059602649006, | |
| "n_words": 19223 | |
| }, | |
| "ast_Latn": { | |
| "punct_f1": 0.7243799719232569, | |
| "case_acc": 0.9238129955344938, | |
| "case_f1": 0.5318791946308725, | |
| "n_words": 21946 | |
| }, | |
| "awa_Deva": { | |
| "punct_f1": 0.7226697353279632, | |
| "case_acc": 0.9985802736916828, | |
| "case_f1": 0.22535211267605634, | |
| "n_words": 25357 | |
| }, | |
| "ayr_Latn": { | |
| "punct_f1": 0.23332169053440446, | |
| "case_acc": 0.8562046534901175, | |
| "case_f1": 0.20055517002081888, | |
| "n_words": 15988 | |
| }, | |
| "azb_Arab": { | |
| "punct_f1": 0.5255522584899439, | |
| "case_acc": 0.9981805776665909, | |
| "case_f1": 0.2465753424657534, | |
| "n_words": 17588 | |
| }, | |
| "azj_Latn": { | |
| "punct_f1": 0.8183951196621304, | |
| "case_acc": 0.9140837696335079, | |
| "case_f1": 0.5663438890342842, | |
| "n_words": 19100 | |
| }, | |
| "bak_Cyrl": { | |
| "punct_f1": 0.5686501504978004, | |
| "case_acc": 0.9029905178701677, | |
| "case_f1": 0.478586403114705, | |
| "n_words": 17823 | |
| }, | |
| "bam_Latn": { | |
| "punct_f1": 0.20902090209020902, | |
| "case_acc": 0.8983945361007628, | |
| "case_f1": 0.21972789115646257, | |
| "n_words": 22548 | |
| }, | |
| "ban_Latn": { | |
| "punct_f1": 0.48653198653198654, | |
| "case_acc": 0.8785106487629728, | |
| "case_f1": 0.33681392235609103, | |
| "n_words": 20331 | |
| }, | |
| "bel_Cyrl": { | |
| "punct_f1": 0.8755910165484634, | |
| "case_acc": 0.9315068493150684, | |
| "case_f1": 0.6250974279033515, | |
| "n_words": 21024 | |
| }, | |
| "bem_Latn": { | |
| "punct_f1": 0.3414956982131039, | |
| "case_acc": 0.884949949731171, | |
| "case_f1": 0.2545968882602546, | |
| "n_words": 22877 | |
| }, | |
| "ben_Beng": { | |
| "punct_f1": 0.7492163009404389, | |
| "case_acc": 0.9975355547568927, | |
| "case_f1": 0.2982456140350877, | |
| "n_words": 19477 | |
| }, | |
| "bho_Deva": { | |
| "punct_f1": 0.6955536675162843, | |
| "case_acc": 0.9943328382709294, | |
| "case_f1": 0.16877637130801687, | |
| "n_words": 25586 | |
| }, | |
| "bjn_Arab": { | |
| "punct_f1": 0.2104871699516549, | |
| "case_acc": 1.0, | |
| "case_f1": 1.0, | |
| "n_words": 19846 | |
| }, | |
| "bjn_Latn": { | |
| "punct_f1": 0.45577643330452317, | |
| "case_acc": 0.8668891170431211, | |
| "case_f1": 0.3130296610169492, | |
| "n_words": 19480 | |
| }, | |
| "bos_Latn": { | |
| "punct_f1": 0.8597919493441881, | |
| "case_acc": 0.9335467980295566, | |
| "case_f1": 0.6134094151212554, | |
| "n_words": 20300 | |
| }, | |
| "bug_Latn": { | |
| "punct_f1": 0.2637906647807638, | |
| "case_acc": 0.8589689857502095, | |
| "case_f1": 0.19785458879618595, | |
| "n_words": 19088 | |
| }, | |
| "bul_Cyrl": { | |
| "punct_f1": 0.8881867649640162, | |
| "case_acc": 0.9385828989998591, | |
| "case_f1": 0.6220562894887995, | |
| "n_words": 21297 | |
| }, | |
| "cat_Latn": { | |
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| "case_acc": 0.9395626893784292, | |
| "case_f1": 0.592959295929593, | |
| "n_words": 24422 | |
| }, | |
| "ceb_Latn": { | |
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| "case_acc": 0.9077825159914712, | |
| "case_f1": 0.4293119698397738, | |
| "n_words": 26264 | |
| }, | |
| "ces_Latn": { | |
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| "case_acc": 0.9322582328688482, | |
| "case_f1": 0.6308040770101925, | |
| "n_words": 19161 | |
| }, | |
| "cjk_Latn": { | |
| "punct_f1": 0.24703632887189292, | |
| "case_acc": 0.8978826316568778, | |
| "case_f1": 0.2292519538518794, | |
| "n_words": 20261 | |
| }, | |
| "ckb_Arab": { | |
| "punct_f1": 0.6192516423878892, | |
| "case_acc": 0.9971293828173057, | |
| "case_f1": 0.1592920353982301, | |
| "n_words": 19508 | |
| }, | |
| "crh_Latn": { | |
| "punct_f1": 0.7031793919702948, | |
| "case_acc": 0.9153309131527506, | |
| "case_f1": 0.5728615213151296, | |
| "n_words": 17905 | |
| }, | |
| "cym_Latn": { | |
| "punct_f1": 0.762593079281647, | |
| "case_acc": 0.9076719248126527, | |
| "case_f1": 0.4784845650140318, | |
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| }, | |
| "dan_Latn": { | |
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| "n_words": 21358 | |
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| "deu_Latn": { | |
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| }, | |
| "dik_Latn": { | |
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| "case_acc": 0.9014156793978017, | |
| "case_f1": 0.2129692832764505, | |
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| "dyu_Latn": { | |
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| "case_acc": 0.9126456589528967, | |
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| "n_words": 24372 | |
| }, | |
| "dzo_Tibt": { | |
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| "case_acc": 0.9998533079067038, | |
| "case_f1": 0.6666666666666666, | |
| "n_words": 6817 | |
| }, | |
| "ell_Grek": { | |
| "punct_f1": 0.8053193808589492, | |
| "case_acc": 0.922519882796149, | |
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| "eng_Latn": { | |
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| "epo_Latn": { | |
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| "est_Latn": { | |
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| "eus_Latn": { | |
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| "ewe_Latn": { | |
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| "fin_Latn": { | |
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| "fon_Latn": { | |
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| "case_acc": 0.9217172542228902, | |
| "case_f1": 0.23364187679540377, | |
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| "fra_Latn": { | |
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| "fur_Latn": { | |
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| "fuv_Latn": { | |
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| "gaz_Latn": { | |
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| "case_f1": 0.19385492556224262, | |
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| "gla_Latn": { | |
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| "gle_Latn": { | |
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| "n_words": 25755 | |
| }, | |
| "glg_Latn": { | |
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| "case_acc": 0.93395987862441, | |
| "case_f1": 0.5776581426648721, | |
| "n_words": 23728 | |
| }, | |
| "grn_Latn": { | |
| "punct_f1": 0.2606852702225362, | |
| "case_acc": 0.8662896961389079, | |
| "case_f1": 0.2103134479271992, | |
| "n_words": 17508 | |
| }, | |
| "guj_Gujr": { | |
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| "case_acc": 0.9976997172569129, | |
| "case_f1": 0.22, | |
| "n_words": 20867 | |
| }, | |
| "hat_Latn": { | |
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| "case_acc": 0.9186338089061824, | |
| "case_f1": 0.4376302470973504, | |
| "n_words": 23130 | |
| }, | |
| "hau_Latn": { | |
| "punct_f1": 0.59247889485802, | |
| "case_acc": 0.911036842524071, | |
| "case_f1": 0.4105263157894737, | |
| "n_words": 25134 | |
| }, | |
| "heb_Hebr": { | |
| "punct_f1": 0.7927437641723356, | |
| "case_acc": 0.9950432276657061, | |
| "case_f1": 0.3225806451612903, | |
| "n_words": 17350 | |
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| "hin_Deva": { | |
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| "case_f1": 0.22916666666666666, | |
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| "case_acc": 0.9580551171543038, | |
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| "n_words": 16474 | |
| }, | |
| "ita_Latn": { | |
| "punct_f1": 0.6172093023255814, | |
| "case_acc": 0.9513367955376034, | |
| "case_f1": 0.7384615384615385, | |
| "n_words": 15597 | |
| }, | |
| "por_Latn": { | |
| "punct_f1": 0.63769327204346, | |
| "case_acc": 0.9571270853778214, | |
| "case_f1": 0.7611036339165546, | |
| "n_words": 16304 | |
| }, | |
| "nld_Latn": { | |
| "punct_f1": 0.6772646984607621, | |
| "case_acc": 0.9656862745098039, | |
| "case_f1": 0.8201913559881228, | |
| "n_words": 15708 | |
| }, | |
| "pol_Latn": { | |
| "punct_f1": 0.6951718494271686, | |
| "case_acc": 0.9456683653469228, | |
| "case_f1": 0.7693836978131213, | |
| "n_words": 12755 | |
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| "rus_Cyrl": { | |
| "punct_f1": 0.766579634464752, | |
| "case_acc": 0.9607622530061177, | |
| "case_f1": 0.7951895043731778, | |
| "n_words": 14221 | |
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| "ukr_Cyrl": { | |
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| "case_acc": 0.9533871082875295, | |
| "case_f1": 0.7765023632680621, | |
| "n_words": 14009 | |
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| "ces_Latn": { | |
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| "case_acc": 0.9510550358929737, | |
| "case_f1": 0.7574133619149697, | |
| "n_words": 13791 | |
| }, | |
| "ron_Latn": { | |
| "punct_f1": 0.6295369211514393, | |
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| "case_f1": 0.7670364500792393, | |
| "n_words": 16482 | |
| }, | |
| "hun_Latn": { | |
| "punct_f1": 0.7129548251010722, | |
| "case_acc": 0.9484786402610214, | |
| "case_f1": 0.7492690058479532, | |
| "n_words": 13179 | |
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| "ell_Grek": { | |
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| "case_acc": 0.9520185106253425, | |
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| "n_words": 16423 | |
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| "bul_Cyrl": { | |
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| "case_acc": 0.9558566150256045, | |
| "case_f1": 0.7606511950121233, | |
| "n_words": 15427 | |
| }, | |
| "tur_Latn": { | |
| "punct_f1": 0.585635359116022, | |
| "case_acc": 0.9467128598531717, | |
| "case_f1": 0.7834162520729685, | |
| "n_words": 12123 | |
| }, | |
| "arb_Arab": { | |
| "punct_f1": 0.5475648611743287, | |
| "case_acc": 0.9995011046967429, | |
| "case_f1": 0.7843137254901961, | |
| "n_words": 14031 | |
| }, | |
| "heb_Hebr": { | |
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| "case_acc": 0.9990748593015187, | |
| "case_f1": 0.7333333333333333, | |
| "n_words": 12971 | |
| }, | |
| "pes_Arab": { | |
| "punct_f1": 0.519245283018868, | |
| "case_acc": 0.9992138776793669, | |
| "case_f1": 0.6222222222222222, | |
| "n_words": 19081 | |
| }, | |
| "hin_Deva": { | |
| "punct_f1": 0.5317833292109819, | |
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| "case_f1": 0.6538461538461539, | |
| "n_words": 18189 | |
| }, | |
| "ind_Latn": { | |
| "punct_f1": 0.6386285714285714, | |
| "case_acc": 0.9528817546530132, | |
| "case_f1": 0.7987051206592113, | |
| "n_words": 14453 | |
| }, | |
| "vie_Latn": { | |
| "punct_f1": 0.5555804070677701, | |
| "case_acc": 0.9578291493588585, | |
| "case_f1": 0.7168328800241764, | |
| "n_words": 22148 | |
| }, | |
| "jpn_Jpan": { | |
| "punct_f1": 0.6910569105691057, | |
| "case_acc": 0.9991457664183694, | |
| "case_f1": 0.8878923766816144, | |
| "n_words": 29266 | |
| }, | |
| "kor_Hang": { | |
| "punct_f1": 0.7275242047026279, | |
| "case_acc": 0.9977617079889807, | |
| "case_f1": 0.7591240875912408, | |
| "n_words": 11616 | |
| }, | |
| "zho_Hans": { | |
| "punct_f1": 0.6361474435196195, | |
| "case_acc": 0.9984459409457559, | |
| "case_f1": 0.8636363636363636, | |
| "n_words": 27026 | |
| } | |
| } | |
| }, | |
| "summary": { | |
| "europarl": { | |
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| "case_f1": 0.8296583706289874, | |
| "case_acc": 0.9662893209415823, | |
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| "flores": { | |
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| "case_acc": 0.9116484886435792, | |
| "n_langs": 199 | |
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| "ted": { | |
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| "case_acc": 0.9674756011316188, | |
| "n_langs": 25 | |
| } | |
| }, | |
| "aligned_chunks": 65210, | |
| "seconds": 7 | |
| } | |
| } |