{
 "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": {
     "punct_f1": 0.8437894736842105,
     "case_acc": 0.9395626893784292,
     "case_f1": 0.592959295929593,
     "n_words": 24422
    },
    "ceb_Latn": {
     "punct_f1": 0.6834631241410902,
     "case_acc": 0.9077825159914712,
     "case_f1": 0.4293119698397738,
     "n_words": 26264
    },
    "ces_Latn": {
     "punct_f1": 0.9145588528181637,
     "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,
     "n_words": 24153
    },
    "dan_Latn": {
     "punct_f1": 0.8909495548961425,
     "case_acc": 0.940677966101695,
     "case_f1": 0.6370875995449374,
     "n_words": 21358
    },
    "deu_Latn": {
     "punct_f1": 0.9288762446657184,
     "case_acc": 0.7104875804967802,
     "case_f1": 0.27556066705002874,
     "n_words": 21740
    },
    "dik_Latn": {
     "punct_f1": 0.2510995601759296,
     "case_acc": 0.9014156793978017,
     "case_f1": 0.2129692832764505,
     "n_words": 23381
    },
    "dyu_Latn": {
     "punct_f1": 0.20818115412710006,
     "case_acc": 0.9126456589528967,
     "case_f1": 0.218475073313783,
     "n_words": 24372
    },
    "dzo_Tibt": {
     "punct_f1": 0.002631578947368421,
     "case_acc": 0.9998533079067038,
     "case_f1": 0.6666666666666666,
     "n_words": 6817
    },
    "ell_Grek": {
     "punct_f1": 0.8053193808589492,
     "case_acc": 0.922519882796149,
     "case_f1": 0.5334005545752458,
     "n_words": 23890
    },
    "eng_Latn": {
     "punct_f1": 0.8265107212475633,
     "case_acc": 0.9107689496047883,
     "case_f1": 0.5250423421243648,
     "n_words": 21887
    },
    "epo_Latn": {
     "punct_f1": 0.8481203007518797,
     "case_acc": 0.9275306378461835,
     "case_f1": 0.5841829705152934,
     "n_words": 20726
    },
    "est_Latn": {
     "punct_f1": 0.9019062748212867,
     "case_acc": 0.9247949224597329,
     "case_f1": 0.6218787158145065,
     "n_words": 16701
    },
    "eus_Latn": {
     "punct_f1": 0.7954849818251387,
     "case_acc": 0.9097025896189076,
     "case_f1": 0.5544444444444444,
     "n_words": 17686
    },
    "ewe_Latn": {
     "punct_f1": 0.1467146714671467,
     "case_acc": 0.9050044109391291,
     "case_f1": 0.20701168614357263,
     "n_words": 24938
    },
    "fao_Latn": {
     "punct_f1": 0.8318401102687801,
     "case_acc": 0.9406872296944062,
     "case_f1": 0.6271838910275392,
     "n_words": 21041
    },
    "fij_Latn": {
     "punct_f1": 0.26245744351593936,
     "case_acc": 0.9057030678112731,
     "case_f1": 0.20213963963963963,
     "n_words": 30054
    },
    "fin_Latn": {
     "punct_f1": 0.8979771328056289,
     "case_acc": 0.9297795038837384,
     "case_f1": 0.6696087084436599,
     "n_words": 15964
    },
    "fon_Latn": {
     "punct_f1": 0.21029731689630166,
     "case_acc": 0.9217172542228902,
     "case_f1": 0.23364187679540377,
     "n_words": 30607
    },
    "fra_Latn": {
     "punct_f1": 0.8750495834986116,
     "case_acc": 0.9477722966095059,
     "case_f1": 0.6216445323537723,
     "n_words": 25542
    },
    "fur_Latn": {
     "punct_f1": 0.6414909269249632,
     "case_acc": 0.9293435275507513,
     "case_f1": 0.4641735655152726,
     "n_words": 26551
    },
    "fuv_Latn": {
     "punct_f1": 0.26398026315789475,
     "case_acc": 0.9057210486356125,
     "case_f1": 0.2273391812865497,
     "n_words": 22391
    },
    "gaz_Latn": {
     "punct_f1": 0.23174366616989567,
     "case_acc": 0.8696275805542749,
     "case_f1": 0.19385492556224262,
     "n_words": 19521
    },
    "gla_Latn": {
     "punct_f1": 0.6866995073891625,
     "case_acc": 0.9182418074040934,
     "case_f1": 0.4613117170228445,
     "n_words": 26823
    },
    "gle_Latn": {
     "punct_f1": 0.7200529450694904,
     "case_acc": 0.9157056882158804,
     "case_f1": 0.47586872586872586,
     "n_words": 25755
    },
    "glg_Latn": {
     "punct_f1": 0.8513457556935817,
     "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": {
     "punct_f1": 0.7464065708418891,
     "case_acc": 0.9976997172569129,
     "case_f1": 0.22,
     "n_words": 20867
    },
    "hat_Latn": {
     "punct_f1": 0.5810493343774471,
     "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
    },
    "hin_Deva": {
     "punct_f1": 0.7894608441083191,
     "case_acc": 0.998126024830171,
     "case_f1": 0.22916666666666666,
     "n_words": 25614
    },
    "hne_Deva": {
     "punct_f1": 0.6372840976771889,
     "case_acc": 0.9966957283331342,
     "case_f1": 0.041666666666666664,
     "n_words": 25119
    },
    "hrv_Latn": {
     "punct_f1": 0.8594114899579636,
     "case_acc": 0.930629614438064,
     "case_f1": 0.6129307889490174,
     "n_words": 19504
    },
    "hun_Latn": {
     "punct_f1": 0.8694550063371356,
     "case_acc": 0.9290263876251137,
     "case_f1": 0.6076923076923076,
     "n_words": 18683
    },
    "hye_Armn": {
     "punct_f1": 0.5819175942198789,
     "case_acc": 0.929778192371476,
     "case_f1": 0.5931695626123428,
     "n_words": 19296
    },
    "ibo_Latn": {
     "punct_f1": 0.22389127324749641,
     "case_acc": 0.8975419712426701,
     "case_f1": 0.1972981464027647,
     "n_words": 24898
    },
    "ilo_Latn": {
     "punct_f1": 0.45305770887166236,
     "case_acc": 0.8960518198642813,
     "case_f1": 0.29350104821802936,
     "n_words": 25936
    },
    "ind_Latn": {
     "punct_f1": 0.8101483551924318,
     "case_acc": 0.8936288368336026,
     "case_f1": 0.5061872519262199,
     "n_words": 19808
    },
    "isl_Latn": {
     "punct_f1": 0.8286099865047234,
     "case_acc": 0.9356696362651966,
     "case_f1": 0.629410104431273,
     "n_words": 20317
    },
    "ita_Latn": {
     "punct_f1": 0.8467692307692307,
     "case_acc": 0.9367312517997449,
     "case_f1": 0.5813637598478675,
     "n_words": 24309
    },
    "jav_Latn": {
     "punct_f1": 0.6674223532078893,
     "case_acc": 0.8876494422490121,
     "case_f1": 0.4426838326318396,
     "n_words": 19991
    },
    "jpn_Jpan": {
     "punct_f1": 0.9085398466749867,
     "case_acc": 0.9959954763714567,
     "case_f1": 0.4626865671641791,
     "n_words": 53939
    },
    "kab_Latn": {
     "punct_f1": 0.22937771345875543,
     "case_acc": 0.8814643440391944,
     "case_f1": 0.20231566118220598,
     "n_words": 22044
    },
    "kac_Latn": {
     "punct_f1": 0.26884226884226886,
     "case_acc": 0.9362256928070127,
     "case_f1": 0.22883907661425226,
     "n_words": 36049
    },
    "kam_Latn": {
     "punct_f1": 0.3215970961887477,
     "case_acc": 0.899839440876464,
     "case_f1": 0.262078554049357,
     "n_words": 21176
    },
    "kan_Knda": {
     "punct_f1": 0.7457713992824193,
     "case_acc": 0.9948354178333645,
     "case_f1": 0.15384615384615385,
     "n_words": 16071
    },
    "kas_Arab": {
     "punct_f1": 0.3434426229508197,
     "case_acc": 0.9963707914298208,
     "case_f1": 0.27631578947368424,
     "n_words": 22870
    },
    "kas_Deva": {
     "punct_f1": 0.24813278008298756,
     "case_acc": 0.973961405578495,
     "case_f1": 0.3126967471143757,
     "n_words": 23734
    },
    "kat_Geor": {
     "punct_f1": 0.781460383221129,
     "case_acc": 0.9759380097879282,
     "case_f1": 0.0547945205479452,
     "n_words": 17164
    },
    "kaz_Cyrl": {
     "punct_f1": 0.8421296296296297,
     "case_acc": 0.9245654692931634,
     "case_f1": 0.6230351529008288,
     "n_words": 17260
    },
    "kbp_Latn": {
     "punct_f1": 0.22782793414763675,
     "case_acc": 0.8987110846718224,
     "case_f1": 0.2527729130180969,
     "n_words": 25215
    },
    "kea_Latn": {
     "punct_f1": 0.4783427495291902,
     "case_acc": 0.8944750165089148,
     "case_f1": 0.3370165745856354,
     "n_words": 22715
    },
    "khk_Cyrl": {
     "punct_f1": 0.8438818565400844,
     "case_acc": 0.923554876496053,
     "case_f1": 0.5851648351648352,
     "n_words": 19635
    },
    "kik_Latn": {
     "punct_f1": 0.2977853492333901,
     "case_acc": 0.8996612154418838,
     "case_f1": 0.2235864297253635,
     "n_words": 23909
    },
    "kin_Latn": {
     "punct_f1": 0.5720294426919033,
     "case_acc": 0.9021543985637342,
     "case_f1": 0.4438154542881404,
     "n_words": 20052
    },
    "kir_Cyrl": {
     "punct_f1": 0.8501128668171558,
     "case_acc": 0.9244480220791168,
     "case_f1": 0.6209862385321101,
     "n_words": 17392
    },
    "kmb_Latn": {
     "punct_f1": 0.2611527189840443,
     "case_acc": 0.8898098063165242,
     "case_f1": 0.23326264768252045,
     "n_words": 22924
    },
    "kmr_Latn": {
     "punct_f1": 0.6483622350674374,
     "case_acc": 0.9112611419998234,
     "case_f1": 0.48963075366717246,
     "n_words": 22662
    },
    "knc_Arab": {
     "punct_f1": 0.1038107752956636,
     "case_acc": 0.9875027168006955,
     "case_f1": 0.1864951768488746,
     "n_words": 18404
    },
    "knc_Latn": {
     "punct_f1": 0.21964886066492342,
     "case_acc": 0.8797348484848485,
     "case_f1": 0.19455006337135614,
     "n_words": 21120
    },
    "kon_Latn": {
     "punct_f1": 0.298828125,
     "case_acc": 0.9085643056166594,
     "case_f1": 0.23178604365201352,
     "n_words": 27276
    },
    "kor_Hang": {
     "punct_f1": 0.871992871992872,
     "case_acc": 0.9848298217179903,
     "case_f1": 0.40643863179074446,
     "n_words": 15425
    },
    "lij_Latn": {
     "punct_f1": 0.545273631840796,
     "case_acc": 0.9216027201421892,
     "case_f1": 0.4068884997081144,
     "n_words": 25881
    },
    "lim_Latn": {
     "punct_f1": 0.7175961293608353,
     "case_acc": 0.9115980186532197,
     "case_f1": 0.46832397754611066,
     "n_words": 22409
    },
    "lin_Latn": {
     "punct_f1": 0.2779204107830552,
     "case_acc": 0.9059639737535002,
     "case_f1": 0.23628977657413677,
     "n_words": 23927
    },
    "lit_Latn": {
     "punct_f1": 0.8658157985512246,
     "case_acc": 0.9146651270207852,
     "case_f1": 0.586054233536248,
     "n_words": 17320
    },
    "lmo_Latn": {
     "punct_f1": 0.5731327800829875,
     "case_acc": 0.9236964186305437,
     "case_f1": 0.41434262948207173,
     "n_words": 26945
    },
    "ltg_Latn": {
     "punct_f1": 0.7143655673560648,
     "case_acc": 0.9044109436069235,
     "case_f1": 0.4675084693563289,
     "n_words": 17910
    },
    "ltz_Latn": {
     "punct_f1": 0.8375615297235895,
     "case_acc": 0.7425449157251343,
     "case_f1": 0.2900510204081633,
     "n_words": 21596
    },
    "lua_Latn": {
     "punct_f1": 0.26921662375873484,
     "case_acc": 0.900864127838812,
     "case_f1": 0.23442732752846618,
     "n_words": 23029
    },
    "lug_Latn": {
     "punct_f1": 0.33646812957157785,
     "case_acc": 0.8827370812038614,
     "case_f1": 0.30815508021390375,
     "n_words": 17610
    },
    "luo_Latn": {
     "punct_f1": 0.21368124118476728,
     "case_acc": 0.8965956746978044,
     "case_f1": 0.19872611464968154,
     "n_words": 24322
    },
    "lus_Latn": {
     "punct_f1": 0.23948465327775673,
     "case_acc": 0.9117884892592202,
     "case_f1": 0.18715714746692483,
     "n_words": 28443
    },
    "lvs_Latn": {
     "punct_f1": 0.9029635901778154,
     "case_acc": 0.9267604104457354,
     "case_f1": 0.6001754899093302,
     "n_words": 18419
    },
    "mag_Deva": {
     "punct_f1": 0.6527060103345118,
     "case_acc": 0.9985606333213386,
     "case_f1": 0.17391304347826086,
     "n_words": 25011
    },
    "mai_Deva": {
     "punct_f1": 0.6844192634560906,
     "case_acc": 0.9958933073107262,
     "case_f1": 0.12435233160621761,
     "n_words": 24594
    },
    "mal_Mlym": {
     "punct_f1": 0.6929450163193572,
     "case_acc": 0.9976530543820827,
     "case_f1": 0.17647058823529413,
     "n_words": 14913
    },
    "mar_Deva": {
     "punct_f1": 0.7549019607843137,
     "case_acc": 0.9965314273701913,
     "case_f1": 0.128,
     "n_words": 19028
    },
    "min_Arab": {
     "punct_f1": 0.2279035792549306,
     "case_acc": 0.9996088593360387,
     "case_f1": 0.0,
     "n_words": 20453
    },
    "min_Latn": {
     "punct_f1": 0.41451709658068386,
     "case_acc": 0.8757208484019158,
     "case_f1": 0.2899358795650962,
     "n_words": 20462
    },
    "mkd_Cyrl": {
     "punct_f1": 0.8404934070608252,
     "case_acc": 0.9335444511712383,
     "case_f1": 0.5958768709404123,
     "n_words": 21473
    },
    "mlt_Latn": {
     "punct_f1": 0.7537482962289869,
     "case_acc": 0.9275144088478114,
     "case_f1": 0.5912941863862109,
     "n_words": 19259
    },
    "mni_Beng": {
     "punct_f1": 0.26558005752636626,
     "case_acc": 0.9928345189262163,
     "case_f1": 0.1187214611872146,
     "n_words": 19259
    },
    "mos_Latn": {
     "punct_f1": 0.2396975425330813,
     "case_acc": 0.9172277547070918,
     "case_f1": 0.236822568671121,
     "n_words": 24803
    },
    "mri_Latn": {
     "punct_f1": 0.5039023414048429,
     "case_acc": 0.9079724247122076,
     "case_f1": 0.2809278350515464,
     "n_words": 30317
    },
    "nld_Latn": {
     "punct_f1": 0.8993830090175605,
     "case_acc": 0.9322749021313614,
     "case_f1": 0.6110557768924303,
     "n_words": 22990
    },
    "nno_Latn": {
     "punct_f1": 0.8581314878892734,
     "case_acc": 0.9463783484715754,
     "case_f1": 0.6562867215041128,
     "n_words": 21689
    },
    "nob_Latn": {
     "punct_f1": 0.8455246552932928,
     "case_acc": 0.942684128995916,
     "case_f1": 0.6471264367816092,
     "n_words": 21303
    },
    "npi_Deva": {
     "punct_f1": 0.8176168603080248,
     "case_acc": 0.9914941421922645,
     "case_f1": 0.3048780487804878,
     "n_words": 18693
    },
    "nso_Latn": {
     "punct_f1": 0.3216875411997363,
     "case_acc": 0.911041652033434,
     "case_f1": 0.2407185628742515,
     "n_words": 28474
    },
    "nus_Latn": {
     "punct_f1": 0.24091919940696813,
     "case_acc": 0.9051063979955535,
     "case_f1": 0.20035671819262782,
     "n_words": 28337
    },
    "nya_Latn": {
     "punct_f1": 0.27571115973741794,
     "case_acc": 0.8714139867279224,
     "case_f1": 0.2187790517508522,
     "n_words": 19590
    },
    "oci_Latn": {
     "punct_f1": 0.7318050300467394,
     "case_acc": 0.9350073254110369,
     "case_f1": 0.5463304052139416,
     "n_words": 24572
    },
    "ory_Orya": {
     "punct_f1": 0.6225319396051103,
     "case_acc": 0.9940531118630165,
     "case_f1": 0.3023255813953488,
     "n_words": 19506
    },
    "pag_Latn": {
     "punct_f1": 0.3061916878710772,
     "case_acc": 0.8724844926369619,
     "case_f1": 0.19635929573261712,
     "n_words": 21119
    },
    "pan_Guru": {
     "punct_f1": 0.7708036138849262,
     "case_acc": 0.9974896690225158,
     "case_f1": 0.2556390977443609,
     "n_words": 25893
    },
    "pap_Latn": {
     "punct_f1": 0.6811159787871801,
     "case_acc": 0.9202412868632708,
     "case_f1": 0.46818538884524746,
     "n_words": 25364
    },
    "pbt_Arab": {
     "punct_f1": 0.7299843014128728,
     "case_acc": 0.9892334521191902,
     "case_f1": 0.47368421052631576,
     "n_words": 26378
    },
    "pes_Arab": {
     "punct_f1": 0.8172821626840454,
     "case_acc": 0.994512739801778,
     "case_f1": 0.436241610738255,
     "n_words": 23509
    },
    "plt_Latn": {
     "punct_f1": 0.5404266526204898,
     "case_acc": 0.8992352481098462,
     "case_f1": 0.38176486270327914,
     "n_words": 23014
    },
    "pol_Latn": {
     "punct_f1": 0.8865248226950354,
     "case_acc": 0.9221599958896367,
     "case_f1": 0.5862537353979896,
     "n_words": 19463
    },
    "por_Latn": {
     "punct_f1": 0.8573605027613788,
     "case_acc": 0.9262789008077268,
     "case_f1": 0.5583418628454453,
     "n_words": 23399
    },
    "prs_Arab": {
     "punct_f1": 0.7911376649240727,
     "case_acc": 0.9957903425505572,
     "case_f1": 0.32142857142857145,
     "n_words": 24230
    },
    "quy_Latn": {
     "punct_f1": 0.2111801242236025,
     "case_acc": 0.8669972382626161,
     "case_f1": 0.20457100037467216,
     "n_words": 15932
    },
    "ron_Latn": {
     "punct_f1": 0.8663041440090006,
     "case_acc": 0.9338337620714376,
     "case_f1": 0.5767991407089151,
     "n_words": 23713
    },
    "run_Latn": {
     "punct_f1": 0.48783185840707965,
     "case_acc": 0.8983814285007177,
     "case_f1": 0.398595258999122,
     "n_words": 20203
    },
    "rus_Cyrl": {
     "punct_f1": 0.9126433069594704,
     "case_acc": 0.9307381451736662,
     "case_f1": 0.6180692372642838,
     "n_words": 19549
    },
    "sag_Latn": {
     "punct_f1": 0.26392961876832843,
     "case_acc": 0.9306514751280991,
     "case_f1": 0.24671734623358674,
     "n_words": 31421
    },
    "san_Deva": {
     "punct_f1": 0.5172302737520129,
     "case_acc": 0.9930876960990563,
     "case_f1": 0.39316239316239315,
     "n_words": 16637
    },
    "sat_Olck": {
     "punct_f1": 0.20537124802527645,
     "case_acc": 0.997211934584495,
     "case_f1": 0.6311111111111111,
     "n_words": 24031
    },
    "scn_Latn": {
     "punct_f1": 0.5975490196078431,
     "case_acc": 0.9179227246454137,
     "case_f1": 0.46059544658493873,
     "n_words": 22491
    },
    "shn_Mymr": {
     "punct_f1": 0.33295063145809417,
     "case_acc": 0.8889563721024395,
     "case_f1": 0.333729216152019,
     "n_words": 9879
    },
    "sin_Sinh": {
     "punct_f1": 0.7222064259311913,
     "case_acc": 0.996616395978345,
     "case_f1": 0.2222222222222222,
     "n_words": 20688
    },
    "slk_Latn": {
     "punct_f1": 0.9099324975891996,
     "case_acc": 0.9357333060221221,
     "case_f1": 0.6390160183066361,
     "n_words": 19528
    },
    "slv_Latn": {
     "punct_f1": 0.9200434153400868,
     "case_acc": 0.9398481314209142,
     "case_f1": 0.6383862355384159,
     "n_words": 20149
    },
    "smo_Latn": {
     "punct_f1": 0.40200445434298443,
     "case_acc": 0.9119894349589661,
     "case_f1": 0.24737832750739447,
     "n_words": 31803
    },
    "sna_Latn": {
     "punct_f1": 0.26629094751673127,
     "case_acc": 0.9035532994923858,
     "case_f1": 0.2942664418212479,
     "n_words": 17336
    },
    "snd_Arab": {
     "punct_f1": 0.7225054624908959,
     "case_acc": 0.9953416762070191,
     "case_f1": 0.16597510373443983,
     "n_words": 25331
    },
    "som_Latn": {
     "punct_f1": 0.5863412100753052,
     "case_acc": 0.9114239121105484,
     "case_f1": 0.4368879216539717,
     "n_words": 23302
    },
    "sot_Latn": {
     "punct_f1": 0.29671801741460146,
     "case_acc": 0.9064171122994652,
     "case_f1": 0.2261119081779053,
     "n_words": 28798
    },
    "spa_Latn": {
     "punct_f1": 0.8379909365558912,
     "case_acc": 0.940454737164986,
     "case_f1": 0.580523334232533,
     "n_words": 26081
    },
    "srd_Latn": {
     "punct_f1": 0.6760820045558087,
     "case_acc": 0.9276633910466386,
     "case_f1": 0.48957189901207465,
     "n_words": 25644
    },
    "srp_Cyrl": {
     "punct_f1": 0.8491789109766638,
     "case_acc": 0.9353074950404026,
     "case_f1": 0.6126334006345544,
     "n_words": 20667
    },
    "ssw_Latn": {
     "punct_f1": 0.41033434650455924,
     "case_acc": 0.9025179171687702,
     "case_f1": 0.4091954022988506,
     "n_words": 15767
    },
    "sun_Latn": {
     "punct_f1": 0.639269406392694,
     "case_acc": 0.8871498759053842,
     "case_f1": 0.4278759928260313,
     "n_words": 19743
    },
    "swe_Latn": {
     "punct_f1": 0.8592706728299949,
     "case_acc": 0.9430617283950617,
     "case_f1": 0.6580188679245284,
     "n_words": 20250
    },
    "swh_Latn": {
     "punct_f1": 0.7209356725146199,
     "case_acc": 0.9023083070847633,
     "case_f1": 0.48208955223880595,
     "n_words": 21271
    },
    "szl_Latn": {
     "punct_f1": 0.6487611909223402,
     "case_acc": 0.8977406028459224,
     "case_f1": 0.4430309734513274,
     "n_words": 19607
    },
    "tam_Taml": {
     "punct_f1": 0.7207207207207207,
     "case_acc": 0.994747522979587,
     "case_f1": 0.23255813953488372,
     "n_words": 16754
    },
    "taq_Latn": {
     "punct_f1": 0.2642767819924969,
     "case_acc": 0.8980721422205544,
     "case_f1": 0.2260127931769723,
     "n_words": 21319
    },
    "taq_Tfng": {
     "punct_f1": 0.07162284678150499,
     "case_acc": 0.9912099276111686,
     "case_f1": 0.4509283819628647,
     "n_words": 21274
    },
    "tat_Cyrl": {
     "punct_f1": 0.7965925618117599,
     "case_acc": 0.921457219251337,
     "case_f1": 0.5947638019351167,
     "n_words": 17952
    },
    "tel_Telu": {
     "punct_f1": 0.723139507059105,
     "case_acc": 0.988706911842961,
     "case_f1": 0.44341801385681295,
     "n_words": 16913
    },
    "tgk_Cyrl": {
     "punct_f1": 0.8792165397170838,
     "case_acc": 0.9310453969976488,
     "case_f1": 0.586038961038961,
     "n_words": 22116
    },
    "tgl_Latn": {
     "punct_f1": 0.7842611222892913,
     "case_acc": 0.9179151877451897,
     "case_f1": 0.489188560799814,
     "n_words": 26765
    },
    "tir_Ethi": {
     "punct_f1": 0.5236811705814401,
     "case_acc": 0.9975518283154495,
     "case_f1": 0.14285714285714285,
     "n_words": 19198
    },
    "tpi_Latn": {
     "punct_f1": 0.35689455388180763,
     "case_acc": 0.9151444282915113,
     "case_f1": 0.2594832325453546,
     "n_words": 31642
    },
    "tsn_Latn": {
     "punct_f1": 0.3001477104874446,
     "case_acc": 0.9185449821370575,
     "case_f1": 0.24850299401197604,
     "n_words": 30790
    },
    "tso_Latn": {
     "punct_f1": 0.34230641409106016,
     "case_acc": 0.9063960822141426,
     "case_f1": 0.2571344513092086,
     "n_words": 26954
    },
    "tuk_Latn": {
     "punct_f1": 0.8135274776890559,
     "case_acc": 0.9282844067418239,
     "case_f1": 0.6282420749279539,
     "n_words": 17918
    },
    "tum_Latn": {
     "punct_f1": 0.3074927019137204,
     "case_acc": 0.8958699293271783,
     "case_f1": 0.24466824644549762,
     "n_words": 24479
    },
    "tur_Latn": {
     "punct_f1": 0.8086642599277978,
     "case_acc": 0.8994432450857857,
     "case_f1": 0.5580246913580247,
     "n_words": 17602
    },
    "twi_Latn": {
     "punct_f1": 0.22379182156133828,
     "case_acc": 0.9022582379599048,
     "case_f1": 0.20411985018726592,
     "n_words": 26038
    },
    "tzm_Tfng": {
     "punct_f1": 0.15492957746478872,
     "case_acc": 0.9987155069318333,
     "case_f1": 0.2127659574468085,
     "n_words": 22577
    },
    "uig_Arab": {
     "punct_f1": 0.7671488567428838,
     "case_acc": 0.9955344525464925,
     "case_f1": 0.35233160621761656,
     "n_words": 17691
    },
    "ukr_Cyrl": {
     "punct_f1": 0.8938493656656495,
     "case_acc": 0.925986151909358,
     "case_f1": 0.6034772854739203,
     "n_words": 19064
    },
    "umb_Latn": {
     "punct_f1": 0.26874115983026875,
     "case_acc": 0.891303142841306,
     "case_f1": 0.2684563758389262,
     "n_words": 18041
    },
    "urd_Arab": {
     "punct_f1": 0.7749318801089918,
     "case_acc": 0.9986975869179842,
     "case_f1": 0.2222222222222222,
     "n_words": 27641
    },
    "uzn_Latn": {
     "punct_f1": 0.8401344215074412,
     "case_acc": 0.9230642141204979,
     "case_f1": 0.5903440300664932,
     "n_words": 18158
    },
    "vec_Latn": {
     "punct_f1": 0.6772514315460697,
     "case_acc": 0.9261553918285331,
     "case_f1": 0.49542857142857144,
     "n_words": 23888
    },
    "vie_Latn": {
     "punct_f1": 0.7759889604415824,
     "case_acc": 0.9221299462628236,
     "case_f1": 0.4645334526739763,
     "n_words": 30705
    },
    "war_Latn": {
     "punct_f1": 0.5340938553279752,
     "case_acc": 0.9046610169491526,
     "case_f1": 0.3395748987854251,
     "n_words": 27376
    },
    "wol_Latn": {
     "punct_f1": 0.23952539859102706,
     "case_acc": 0.904354774270875,
     "case_f1": 0.2107342772472835,
     "n_words": 25030
    },
    "xho_Latn": {
     "punct_f1": 0.6384540117416829,
     "case_acc": 0.917403939296093,
     "case_f1": 0.5672947510094213,
     "n_words": 15485
    },
    "ydd_Hebr": {
     "punct_f1": 0.574050471577874,
     "case_acc": 0.9937701489936395,
     "case_f1": 0.1245136186770428,
     "n_words": 22954
    },
    "yor_Latn": {
     "punct_f1": 0.45525179856115106,
     "case_acc": 0.9078701680505343,
     "case_f1": 0.3289017341040462,
     "n_words": 25171
    },
    "yue_Hant": {
     "punct_f1": 0.814530078800692,
     "case_acc": 0.9944830959886944,
     "case_f1": 0.4754521963824289,
     "n_words": 36796
    },
    "zho_Hans": {
     "punct_f1": 0.8379150303463049,
     "case_acc": 0.9923503100538782,
     "case_f1": 0.5244865718799369,
     "n_words": 39348
    },
    "zho_Hant": {
     "punct_f1": 0.7997004867090978,
     "case_acc": 0.995177541893421,
     "case_f1": 0.5013927576601671,
     "n_words": 37118
    },
    "zsm_Latn": {
     "punct_f1": 0.7684038326711848,
     "case_acc": 0.8976354533287066,
     "case_f1": 0.5018059234288467,
     "n_words": 20173
    },
    "zul_Latn": {
     "punct_f1": 0.6496090973702914,
     "case_acc": 0.9343536554515558,
     "case_f1": 0.6219158200290276,
     "n_words": 15812
    }
   },
   "ted": {
    "eng_Latn": {
     "punct_f1": 0.7203014184397163,
     "case_acc": 0.9296261572717684,
     "case_f1": 0.646734397677794,
     "n_words": 17066
    },
    "deu_Latn": {
     "punct_f1": 0.7970824761548532,
     "case_acc": 0.7624084103217585,
     "case_f1": 0.354019014693172,
     "n_words": 15695
    },
    "fra_Latn": {
     "punct_f1": 0.731211317418214,
     "case_acc": 0.9525664128349707,
     "case_f1": 0.6921348314606741,
     "n_words": 17203
    },
    "spa_Latn": {
     "punct_f1": 0.6989636056881177,
     "case_acc": 0.9464610902027437,
     "case_f1": 0.6573966782541522,
     "n_words": 16474
    },
    "ita_Latn": {
     "punct_f1": 0.687901117185643,
     "case_acc": 0.9413348720907867,
     "case_f1": 0.648036253776435,
     "n_words": 15597
    },
    "por_Latn": {
     "punct_f1": 0.7050011015642212,
     "case_acc": 0.9501962708537782,
     "case_f1": 0.6953937592867756,
     "n_words": 16304
    },
    "nld_Latn": {
     "punct_f1": 0.7592213114754098,
     "case_acc": 0.9525719378660555,
     "case_f1": 0.7334754797441365,
     "n_words": 15708
    },
    "pol_Latn": {
     "punct_f1": 0.7651881437881017,
     "case_acc": 0.9325754606036848,
     "case_f1": 0.6856319769535469,
     "n_words": 12755
    },
    "rus_Cyrl": {
     "punct_f1": 0.8241258741258741,
     "case_acc": 0.9496519232121511,
     "case_f1": 0.7263757115749525,
     "n_words": 14221
    },
    "ukr_Cyrl": {
     "punct_f1": 0.7927408412483039,
     "case_acc": 0.9354700549646656,
     "case_f1": 0.6712279438242708,
     "n_words": 14009
    },
    "ces_Latn": {
     "punct_f1": 0.7698289269051322,
     "case_acc": 0.9378580233485606,
     "case_f1": 0.6719636776390465,
     "n_words": 13791
    },
    "ron_Latn": {
     "punct_f1": 0.702521758536041,
     "case_acc": 0.9419366581725519,
     "case_f1": 0.6469730123997083,
     "n_words": 16482
    },
    "hun_Latn": {
     "punct_f1": 0.7563805104408353,
     "case_acc": 0.9311783898626603,
     "case_f1": 0.6397174254317112,
     "n_words": 13179
    },
    "ell_Grek": {
     "punct_f1": 0.6558279139569785,
     "case_acc": 0.9399622480667357,
     "case_f1": 0.6420373027259685,
     "n_words": 16423
    },
    "bul_Cyrl": {
     "punct_f1": 0.7378284034539776,
     "case_acc": 0.9439942957153044,
     "case_f1": 0.6699657403882756,
     "n_words": 15427
    },
    "tur_Latn": {
     "punct_f1": 0.6500877706260971,
     "case_acc": 0.9235337787676318,
     "case_f1": 0.646644419725621,
     "n_words": 12123
    },
    "arb_Arab": {
     "punct_f1": 0.5934640522875817,
     "case_acc": 0.9988596678782695,
     "case_f1": 0.5,
     "n_words": 14031
    },
    "heb_Hebr": {
     "punct_f1": 0.6005482182905557,
     "case_acc": 0.9982268136612443,
     "case_f1": 0.37037037037037035,
     "n_words": 12971
    },
    "pes_Arab": {
     "punct_f1": 0.6354515050167224,
     "case_acc": 0.9989518369058226,
     "case_f1": 0.41509433962264153,
     "n_words": 19081
    },
    "hin_Deva": {
     "punct_f1": 0.6120621543323677,
     "case_acc": 0.9982956732090824,
     "case_f1": 0.1111111111111111,
     "n_words": 18189
    },
    "ind_Latn": {
     "punct_f1": 0.6828669612174767,
     "case_acc": 0.9229225766276897,
     "case_f1": 0.6114384748700173,
     "n_words": 14453
    },
    "vie_Latn": {
     "punct_f1": 0.6195965417867435,
     "case_acc": 0.9483023297814701,
     "case_f1": 0.5912796880538816,
     "n_words": 22148
    },
    "jpn_Jpan": {
     "punct_f1": 0.7307042253521127,
     "case_acc": 0.9976081459714344,
     "case_f1": 0.6067415730337079,
     "n_words": 29266
    },
    "kor_Hang": {
     "punct_f1": 0.8241543192619514,
     "case_acc": 0.9956955922865014,
     "case_f1": 0.4861111111111111,
     "n_words": 11616
    },
    "zho_Hans": {
     "punct_f1": 0.592253227821741,
     "case_acc": 0.9965218678309776,
     "case_f1": 0.6147540983606558,
     "n_words": 27026
    }
   }
  },
  "summary": {
   "europarl": {
    "punct_f1": 0.8295837969415709,
    "case_f1": 0.5414481435945738,
    "case_acc": 0.9216807776202952,
    "n_langs": 12
   },
   "flores": {
    "punct_f1": 0.5877911723607082,
    "case_f1": 0.389226136133565,
    "case_acc": 0.9338632106054932,
    "n_langs": 199
   },
   "ted": {
    "punct_f1": 0.7058125478549907,
    "case_f1": 0.5893851356835895,
    "case_acc": 0.949068419532332,
    "n_langs": 25
   }
  },
  "seconds": 180
 },
 "rule+punctuation-restoration-base": {
  "per_lang": {
   "europarl": {
    "eng_Latn": {
     "punct_f1": 0.7710641856575371,
     "case_acc": 0.9207581016261748,
     "case_f1": 0.5326012354152367,
     "n_words": 25643
    },
    "deu_Latn": {
     "punct_f1": 0.883518776077886,
     "case_acc": 0.7358557440964069,
     "case_f1": 0.2545545295732468,
     "n_words": 22571
    },
    "fra_Latn": {
     "punct_f1": 0.8258089517535362,
     "case_acc": 0.9565718535043688,
     "case_f1": 0.63055729492799,
     "n_words": 26895
    },
    "spa_Latn": {
     "punct_f1": 0.8106365834004835,
     "case_acc": 0.9314317883280165,
     "case_f1": 0.5077664702731655,
     "n_words": 26645
    },
    "ita_Latn": {
     "punct_f1": 0.7913114088509947,
     "case_acc": 0.9508021390374332,
     "case_f1": 0.5914118412491868,
     "n_words": 25245
    },
    "por_Latn": {
     "punct_f1": 0.8044849334267694,
     "case_acc": 0.925915896166196,
     "case_f1": 0.49088507265521797,
     "n_words": 25849
    },
    "nld_Latn": {
     "punct_f1": 0.8171133051245886,
     "case_acc": 0.9373843423089996,
     "case_f1": 0.555908850026497,
     "n_words": 26479
    },
    "pol_Latn": {
     "punct_f1": 0.8473821017452655,
     "case_acc": 0.9307420841094011,
     "case_f1": 0.5631244323342416,
     "n_words": 20402
    },
    "ces_Latn": {
     "punct_f1": 0.881994459833795,
     "case_acc": 0.9437168313939335,
     "case_f1": 0.6091572660915726,
     "n_words": 20539
    },
    "bul_Cyrl": {
     "punct_f1": 0.857243691547556,
     "case_acc": 0.9459903178278257,
     "case_f1": 0.5884203901825047,
     "n_words": 23755
    },
    "slk_Latn": {
     "punct_f1": 0.8870818702642764,
     "case_acc": 0.9471556886227545,
     "case_f1": 0.636151019044437,
     "n_words": 20040
    },
    "slv_Latn": {
     "punct_f1": 0.8881635457825116,
     "case_acc": 0.944107220900306,
     "case_f1": 0.6112956810631229,
     "n_words": 20593
    }
   },
   "flores": {
    "ace_Arab": {
     "punct_f1": 0.2339622641509434,
     "case_acc": 0.9996792962844184,
     "case_f1": 0.375,
     "n_words": 21827
    },
    "ace_Latn": {
     "punct_f1": 0.3729456384323641,
     "case_acc": 0.8800206456456456,
     "case_f1": 0.2608193883439123,
     "n_words": 21312
    },
    "acm_Arab": {
     "punct_f1": 0.6526435474701535,
     "case_acc": 0.9977548511252472,
     "case_f1": 0.42424242424242425,
     "n_words": 18707
    },
    "acq_Arab": {
     "punct_f1": 0.6889613920609027,
     "case_acc": 0.9977626307300068,
     "case_f1": 0.40404040404040403,
     "n_words": 19219
    },
    "aeb_Arab": {
     "punct_f1": 0.6074294205052005,
     "case_acc": 0.9978191489361702,
     "case_f1": 0.4,
     "n_words": 18800
    },
    "afr_Latn": {
     "punct_f1": 0.8269274505344553,
     "case_acc": 0.918213356461405,
     "case_f1": 0.5311572700296736,
     "n_words": 23060
    },
    "ajp_Arab": {
     "punct_f1": 0.620253164556962,
     "case_acc": 0.9943328748280605,
     "case_f1": 0.4485981308411215,
     "n_words": 18175
    },
    "aka_Latn": {
     "punct_f1": 0.25536193029490617,
     "case_acc": 0.9031715790653367,
     "case_f1": 0.2248062015503876,
     "n_words": 26769
    },
    "als_Latn": {
     "punct_f1": 0.8463829787234043,
     "case_acc": 0.9370450201309528,
     "case_f1": 0.584070796460177,
     "n_words": 24589
    },
    "amh_Ethi": {
     "punct_f1": 0.7760559100577332,
     "case_acc": 0.9966841186736475,
     "case_f1": 0.2595419847328244,
     "n_words": 17190
    },
    "apc_Arab": {
     "punct_f1": 0.6468969734026292,
     "case_acc": 0.9949036738351255,
     "case_f1": 0.4126984126984127,
     "n_words": 17856
    },
    "arb_Arab": {
     "punct_f1": 0.7609731627790318,
     "case_acc": 0.9978082471073959,
     "case_f1": 0.4117647058823529,
     "n_words": 19619
    },
    "arb_Latn": {
     "punct_f1": 0.29524931291715745,
     "case_acc": 0.9145912290200325,
     "case_f1": 0.2485113140134974,
     "n_words": 22164
    },
    "ars_Arab": {
     "punct_f1": 0.7529769445148213,
     "case_acc": 0.9982173780177244,
     "case_f1": 0.3333333333333333,
     "n_words": 19634
    },
    "ary_Arab": {
     "punct_f1": 0.5759729272419628,
     "case_acc": 0.997164461247637,
     "case_f1": 0.38016528925619836,
     "n_words": 19044
    },
    "arz_Arab": {
     "punct_f1": 0.7024476555588322,
     "case_acc": 0.9981462409886714,
     "case_f1": 0.3466666666666667,
     "n_words": 19420
    },
    "asm_Beng": {
     "punct_f1": 0.6585718415727089,
     "case_acc": 0.996306507829163,
     "case_f1": 0.2236842105263158,
     "n_words": 19223
    },
    "ast_Latn": {
     "punct_f1": 0.7583138173302107,
     "case_acc": 0.9274127403627085,
     "case_f1": 0.5563282336578581,
     "n_words": 21946
    },
    "awa_Deva": {
     "punct_f1": 0.7587559540487532,
     "case_acc": 0.9985802736916828,
     "case_f1": 0.22535211267605634,
     "n_words": 25357
    },
    "ayr_Latn": {
     "punct_f1": 0.24881033310673012,
     "case_acc": 0.856142106579935,
     "case_f1": 0.19832985386221294,
     "n_words": 15988
    },
    "azb_Arab": {
     "punct_f1": 0.5627251883393384,
     "case_acc": 0.9981805776665909,
     "case_f1": 0.2465753424657534,
     "n_words": 17588
    },
    "azj_Latn": {
     "punct_f1": 0.8213610586011342,
     "case_acc": 0.9136125654450262,
     "case_f1": 0.5645582854155776,
     "n_words": 19100
    },
    "bak_Cyrl": {
     "punct_f1": 0.6257136332496004,
     "case_acc": 0.9066935981596813,
     "case_f1": 0.4998508798091262,
     "n_words": 17823
    },
    "bam_Latn": {
     "punct_f1": 0.2403495994173343,
     "case_acc": 0.8975518893028207,
     "case_f1": 0.22408587722240858,
     "n_words": 22548
    },
    "ban_Latn": {
     "punct_f1": 0.5201204489460717,
     "case_acc": 0.8794943682061876,
     "case_f1": 0.35571878279118574,
     "n_words": 20331
    },
    "bel_Cyrl": {
     "punct_f1": 0.8959905311436603,
     "case_acc": 0.9337423896499238,
     "case_f1": 0.6386946386946387,
     "n_words": 21024
    },
    "bem_Latn": {
     "punct_f1": 0.3612217795484728,
     "case_acc": 0.8855619180836648,
     "case_f1": 0.25981361197401864,
     "n_words": 22877
    },
    "ben_Beng": {
     "punct_f1": 0.7522356654392425,
     "case_acc": 0.9975355547568927,
     "case_f1": 0.29310344827586204,
     "n_words": 19477
    },
    "bho_Deva": {
     "punct_f1": 0.7115222876366695,
     "case_acc": 0.9943328382709294,
     "case_f1": 0.17573221757322174,
     "n_words": 25586
    },
    "bjn_Arab": {
     "punct_f1": 0.22735606894022736,
     "case_acc": 1.0,
     "case_f1": 1.0,
     "n_words": 19846
    },
    "bjn_Latn": {
     "punct_f1": 0.5285635052689961,
     "case_acc": 0.8724332648870636,
     "case_f1": 0.36041131105398455,
     "n_words": 19480
    },
    "bos_Latn": {
     "punct_f1": 0.8772407533469481,
     "case_acc": 0.9351724137931035,
     "case_f1": 0.623398804440649,
     "n_words": 20300
    },
    "bug_Latn": {
     "punct_f1": 0.28413793103448276,
     "case_acc": 0.8599119865884325,
     "case_f1": 0.2112094395280236,
     "n_words": 19088
    },
    "bul_Cyrl": {
     "punct_f1": 0.891502808988764,
     "case_acc": 0.9389585387613278,
     "case_f1": 0.6241012366983031,
     "n_words": 21297
    },
    "cat_Latn": {
     "punct_f1": 0.8535193405199747,
     "case_acc": 0.9402178363770372,
     "case_f1": 0.5993431855500821,
     "n_words": 24422
    },
    "ceb_Latn": {
     "punct_f1": 0.7631520532741398,
     "case_acc": 0.9132272311909838,
     "case_f1": 0.4678963343450852,
     "n_words": 26264
    },
    "ces_Latn": {
     "punct_f1": 0.9222859402807989,
     "case_acc": 0.9324669902405929,
     "case_f1": 0.634009009009009,
     "n_words": 19161
    },
    "cjk_Latn": {
     "punct_f1": 0.2576219512195122,
     "case_acc": 0.8978332757514437,
     "case_f1": 0.22637280537915577,
     "n_words": 20261
    },
    "ckb_Arab": {
     "punct_f1": 0.6420310296191819,
     "case_acc": 0.9971293828173057,
     "case_f1": 0.15789473684210525,
     "n_words": 19508
    },
    "crh_Latn": {
     "punct_f1": 0.7180925666199158,
     "case_acc": 0.9164479195755375,
     "case_f1": 0.5762331838565022,
     "n_words": 17905
    },
    "cym_Latn": {
     "punct_f1": 0.7788503729706011,
     "case_acc": 0.909162422887426,
     "case_f1": 0.4873831775700935,
     "n_words": 24153
    },
    "dan_Latn": {
     "punct_f1": 0.8931098696461824,
     "case_acc": 0.9418016668227362,
     "case_f1": 0.6431014823261118,
     "n_words": 21358
    },
    "deu_Latn": {
     "punct_f1": 0.93836836480228,
     "case_acc": 0.7114995400183992,
     "case_f1": 0.2775923581539878,
     "n_words": 21740
    },
    "dik_Latn": {
     "punct_f1": 0.28007889546351084,
     "case_acc": 0.9027843120482443,
     "case_f1": 0.22600408441116407,
     "n_words": 23381
    },
    "dyu_Latn": {
     "punct_f1": 0.22774774774774775,
     "case_acc": 0.9125225668800263,
     "case_f1": 0.22608695652173913,
     "n_words": 24372
    },
    "dzo_Tibt": {
     "punct_f1": 0.003937007874015748,
     "case_acc": 0.9998533079067038,
     "case_f1": 0.6666666666666666,
     "n_words": 6817
    },
    "ell_Grek": {
     "punct_f1": 0.8197368421052632,
     "case_acc": 0.9238593553788196,
     "case_f1": 0.5428499623020859,
     "n_words": 23890
    },
    "eng_Latn": {
     "punct_f1": 0.8363160192055871,
     "case_acc": 0.9116370448211267,
     "case_f1": 0.5283842794759825,
     "n_words": 21887
    },
    "epo_Latn": {
     "punct_f1": 0.8619056639515059,
     "case_acc": 0.9288333494161922,
     "case_f1": 0.59375,
     "n_words": 20726
    },
    "est_Latn": {
     "punct_f1": 0.9132764437388371,
     "case_acc": 0.9264115921202323,
     "case_f1": 0.6321703134240094,
     "n_words": 16701
    },
    "eus_Latn": {
     "punct_f1": 0.808868501529052,
     "case_acc": 0.9107203437747371,
     "case_f1": 0.5621203754831585,
     "n_words": 17686
    },
    "ewe_Latn": {
     "punct_f1": 0.19316743989877688,
     "case_acc": 0.9045633170262251,
     "case_f1": 0.22026143790849673,
     "n_words": 24938
    },
    "fao_Latn": {
     "punct_f1": 0.8345721694036301,
     "case_acc": 0.9411149660187254,
     "case_f1": 0.6299259259259259,
     "n_words": 21041
    },
    "fij_Latn": {
     "punct_f1": 0.28143213988343047,
     "case_acc": 0.8989485592599986,
     "case_f1": 0.21867764342680732,
     "n_words": 30054
    },
    "fin_Latn": {
     "punct_f1": 0.9163747810858144,
     "case_acc": 0.9333500375845653,
     "case_f1": 0.6870229007633588,
     "n_words": 15964
    },
    "fon_Latn": {
     "punct_f1": 0.2228956228956229,
     "case_acc": 0.9171431371908387,
     "case_f1": 0.23769507803121248,
     "n_words": 30607
    },
    "fra_Latn": {
     "punct_f1": 0.8807192807192807,
     "case_acc": 0.9478114478114478,
     "case_f1": 0.623734533183352,
     "n_words": 25542
    },
    "fur_Latn": {
     "punct_f1": 0.6941986234021632,
     "case_acc": 0.9328462204813378,
     "case_f1": 0.4983127109111361,
     "n_words": 26551
    },
    "fuv_Latn": {
     "punct_f1": 0.2557565789473684,
     "case_acc": 0.9054977446295387,
     "case_f1": 0.2275711159737418,
     "n_words": 22391
    },
    "gaz_Latn": {
     "punct_f1": 0.24056254626202814,
     "case_acc": 0.8687567235285077,
     "case_f1": 0.18975332068311196,
     "n_words": 19521
    },
    "gla_Latn": {
     "punct_f1": 0.7373227589521749,
     "case_acc": 0.9222309212243224,
     "case_f1": 0.49060288015621184,
     "n_words": 26823
    },
    "gle_Latn": {
     "punct_f1": 0.7485838779956427,
     "case_acc": 0.9179188507086002,
     "case_f1": 0.4920711196540125,
     "n_words": 25755
    },
    "glg_Latn": {
     "punct_f1": 0.8624844204403822,
     "case_acc": 0.9353084962913014,
     "case_f1": 0.5871608917539619,
     "n_words": 23728
    },
    "grn_Latn": {
     "punct_f1": 0.28738800827015853,
     "case_acc": 0.8671464473383597,
     "case_f1": 0.22296395193591456,
     "n_words": 17508
    },
    "guj_Gujr": {
     "punct_f1": 0.7608247422680412,
     "case_acc": 0.9976997172569129,
     "case_f1": 0.2222222222222222,
     "n_words": 20867
    },
    "hat_Latn": {
     "punct_f1": 0.6874245715664977,
     "case_acc": 0.9246865542585387,
     "case_f1": 0.5057860570138301,
     "n_words": 23130
    },
    "hau_Latn": {
     "punct_f1": 0.4970212765957447,
     "case_acc": 0.9062226466141482,
     "case_f1": 0.35438884331419196,
     "n_words": 25134
    },
    "heb_Hebr": {
     "punct_f1": 0.8045714285714286,
     "case_acc": 0.9950432276657061,
     "case_f1": 0.3225806451612903,
     "n_words": 17350
    },
    "hin_Deva": {
     "punct_f1": 0.8091195731263643,
     "case_acc": 0.9981650659795425,
     "case_f1": 0.24742268041237114,
     "n_words": 25614
    },
    "hne_Deva": {
     "punct_f1": 0.6763509587449158,
     "case_acc": 0.997133643855249,
     "case_f1": 0.047058823529411764,
     "n_words": 25119
    },
    "hrv_Latn": {
     "punct_f1": 0.8750878837590813,
     "case_acc": 0.932167760459393,
     "case_f1": 0.6202170188463735,
     "n_words": 19504
    },
    "hun_Latn": {
     "punct_f1": 0.8832103653050207,
     "case_acc": 0.9304180270834448,
     "case_f1": 0.615612063867534,
     "n_words": 18683
    },
    "hye_Armn": {
     "punct_f1": 0.5866355866355867,
     "case_acc": 0.9311774461028193,
     "case_f1": 0.6035150431933274,
     "n_words": 19296
    },
    "ibo_Latn": {
     "punct_f1": 0.23345195729537366,
     "case_acc": 0.897582135111254,
     "case_f1": 0.19836785938480853,
     "n_words": 24898
    },
    "ilo_Latn": {
     "punct_f1": 0.4776902887139108,
     "case_acc": 0.8979410857495373,
     "case_f1": 0.3090576872879144,
     "n_words": 25936
    },
    "ind_Latn": {
     "punct_f1": 0.8252740167633784,
     "case_acc": 0.894436591276252,
     "case_f1": 0.510836634817059,
     "n_words": 19808
    },
    "isl_Latn": {
     "punct_f1": 0.8435967302452316,
     "case_acc": 0.9373923315450116,
     "case_f1": 0.6403829907068431,
     "n_words": 20317
    },
    "ita_Latn": {
     "punct_f1": 0.8513708513708513,
     "case_acc": 0.9370192109918137,
     "case_f1": 0.584056399132321,
     "n_words": 24309
    },
    "jav_Latn": {
     "punct_f1": 0.692638731596829,
     "case_acc": 0.8902005902656195,
     "case_f1": 0.4591937069813176,
     "n_words": 19991
    },
    "jpn_Jpan": {
     "punct_f1": 0.9085754783841248,
     "case_acc": 0.9959769369102134,
     "case_f1": 0.45885286783042395,
     "n_words": 53939
    },
    "kab_Latn": {
     "punct_f1": 0.2703438883214164,
     "case_acc": 0.8809199782253675,
     "case_f1": 0.21345291479820627,
     "n_words": 22044
    },
    "kac_Latn": {
     "punct_f1": 0.2643171806167401,
     "case_acc": 0.9352825321090737,
     "case_f1": 0.21634293369055593,
     "n_words": 36049
    },
    "kam_Latn": {
     "punct_f1": 0.3401801801801802,
     "case_acc": 0.9004061201360031,
     "case_f1": 0.26869806094182824,
     "n_words": 21176
    },
    "kan_Knda": {
     "punct_f1": 0.7570993914807302,
     "case_acc": 0.9948354178333645,
     "case_f1": 0.16455696202531644,
     "n_words": 16071
    },
    "kas_Arab": {
     "punct_f1": 0.3464696223316913,
     "case_acc": 0.9964145168342807,
     "case_f1": 0.2875816993464052,
     "n_words": 22870
    },
    "kas_Deva": {
     "punct_f1": 0.27058336781133635,
     "case_acc": 0.9740035392264262,
     "case_f1": 0.3180873180873181,
     "n_words": 23734
    },
    "kat_Geor": {
     "punct_f1": 0.7910100749160424,
     "case_acc": 0.9760545327429504,
     "case_f1": 0.023696682464454975,
     "n_words": 17164
    },
    "kaz_Cyrl": {
     "punct_f1": 0.8510147601476015,
     "case_acc": 0.9254345307068366,
     "case_f1": 0.6284900284900284,
     "n_words": 17260
    },
    "kbp_Latn": {
     "punct_f1": 0.18973105134474327,
     "case_acc": 0.8880824905810034,
     "case_f1": 0.2361523912456093,
     "n_words": 25215
    },
    "kea_Latn": {
     "punct_f1": 0.5654791771199197,
     "case_acc": 0.8985692273827867,
     "case_f1": 0.38671978751660024,
     "n_words": 22715
    },
    "khk_Cyrl": {
     "punct_f1": 0.8486380230272396,
     "case_acc": 0.9242678889737713,
     "case_f1": 0.5887850467289719,
     "n_words": 19635
    },
    "kik_Latn": {
     "punct_f1": 0.30494417862838913,
     "case_acc": 0.8994939144255302,
     "case_f1": 0.22085492227979275,
     "n_words": 23909
    },
    "kin_Latn": {
     "punct_f1": 0.5381658429434377,
     "case_acc": 0.8998603630560542,
     "case_f1": 0.4241556954779622,
     "n_words": 20052
    },
    "kir_Cyrl": {
     "punct_f1": 0.8605072463768116,
     "case_acc": 0.9259429622815087,
     "case_f1": 0.6283744974152786,
     "n_words": 17392
    },
    "kmb_Latn": {
     "punct_f1": 0.26754530477759475,
     "case_acc": 0.8896353166986565,
     "case_f1": 0.228310502283105,
     "n_words": 22924
    },
    "kmr_Latn": {
     "punct_f1": 0.6932442110288852,
     "case_acc": 0.9158061953931692,
     "case_f1": 0.5108556832694764,
     "n_words": 22662
    },
    "knc_Arab": {
     "punct_f1": 0.10821382007822686,
     "case_acc": 0.9877200608563356,
     "case_f1": 0.2088607594936709,
     "n_words": 18404
    },
    "knc_Latn": {
     "punct_f1": 0.24274013402829486,
     "case_acc": 0.8798295454545455,
     "case_f1": 0.19518377693282637,
     "n_words": 21120
    },
    "kon_Latn": {
     "punct_f1": 0.3234237177393009,
     "case_acc": 0.9094442000293298,
     "case_f1": 0.24749163879598662,
     "n_words": 27276
    },
    "kor_Hang": {
     "punct_f1": 0.8763777182007745,
     "case_acc": 0.9848298217179903,
     "case_f1": 0.40643863179074446,
     "n_words": 15425
    },
    "lij_Latn": {
     "punct_f1": 0.611016743508857,
     "case_acc": 0.9258143039295236,
     "case_f1": 0.4485230857470605,
     "n_words": 25881
    },
    "lim_Latn": {
     "punct_f1": 0.7498094996189992,
     "case_acc": 0.9145432638671962,
     "case_f1": 0.4826472962066182,
     "n_words": 22409
    },
    "lin_Latn": {
     "punct_f1": 0.323846908734053,
     "case_acc": 0.9065908805951436,
     "case_f1": 0.2612137203166227,
     "n_words": 23927
    },
    "lit_Latn": {
     "punct_f1": 0.8784884728722482,
     "case_acc": 0.9163972286374134,
     "case_f1": 0.5933943935609215,
     "n_words": 17320
    },
    "lmo_Latn": {
     "punct_f1": 0.6374683544303797,
     "case_acc": 0.9278159213212098,
     "case_f1": 0.45293621803877493,
     "n_words": 26945
    },
    "ltg_Latn": {
     "punct_f1": 0.7472035794183445,
     "case_acc": 0.9093802345058627,
     "case_f1": 0.4863508001255099,
     "n_words": 17910
    },
    "ltz_Latn": {
     "punct_f1": 0.8460665658093798,
     "case_acc": 0.7435636228931284,
     "case_f1": 0.29447696614914737,
     "n_words": 21596
    },
    "lua_Latn": {
     "punct_f1": 0.30440967283072545,
     "case_acc": 0.9007772808198359,
     "case_f1": 0.2504097017371354,
     "n_words": 23029
    },
    "lug_Latn": {
     "punct_f1": 0.3548740416210296,
     "case_acc": 0.8851788756388416,
     "case_f1": 0.3142566881137826,
     "n_words": 17610
    },
    "luo_Latn": {
     "punct_f1": 0.24112986565621772,
     "case_acc": 0.8975824356549625,
     "case_f1": 0.21338383838383837,
     "n_words": 24322
    },
    "lus_Latn": {
     "punct_f1": 0.17249417249417248,
     "case_acc": 0.9110150124811025,
     "case_f1": 0.18999043672298374,
     "n_words": 28443
    },
    "lvs_Latn": {
     "punct_f1": 0.9126312224856079,
     "case_acc": 0.9279548292524024,
     "case_f1": 0.6059012562080047,
     "n_words": 18419
    },
    "mag_Deva": {
     "punct_f1": 0.6922660897782585,
     "case_acc": 0.9986006157290792,
     "case_f1": 0.17647058823529413,
     "n_words": 25011
    },
    "mai_Deva": {
     "punct_f1": 0.7117891816920943,
     "case_acc": 0.9958933073107262,
     "case_f1": 0.12307692307692308,
     "n_words": 24594
    },
    "mal_Mlym": {
     "punct_f1": 0.6997742663656885,
     "case_acc": 0.9976530543820827,
     "case_f1": 0.17647058823529413,
     "n_words": 14913
    },
    "mar_Deva": {
     "punct_f1": 0.7592689295039164,
     "case_acc": 0.9965314273701913,
     "case_f1": 0.128,
     "n_words": 19028
    },
    "min_Arab": {
     "punct_f1": 0.21893491124260356,
     "case_acc": 0.9996088593360387,
     "case_f1": 0.0,
     "n_words": 20453
    },
    "min_Latn": {
     "punct_f1": 0.47624633431085045,
     "case_acc": 0.8810966669924739,
     "case_f1": 0.3350613915416098,
     "n_words": 20462
    },
    "mkd_Cyrl": {
     "punct_f1": 0.8560460652591171,
     "case_acc": 0.9351278349555255,
     "case_f1": 0.6072533033455159,
     "n_words": 21473
    },
    "mlt_Latn": {
     "punct_f1": 0.7858739383102369,
     "case_acc": 0.9316163871436731,
     "case_f1": 0.6160999709386806,
     "n_words": 19259
    },
    "mni_Beng": {
     "punct_f1": 0.24779627815866798,
     "case_acc": 0.9928864427021133,
     "case_f1": 0.12037037037037036,
     "n_words": 19259
    },
    "mos_Latn": {
     "punct_f1": 0.2489811041126343,
     "case_acc": 0.9171471193000846,
     "case_f1": 0.2444933920704846,
     "n_words": 24803
    },
    "mri_Latn": {
     "punct_f1": 0.6230483271375464,
     "case_acc": 0.9148992314542995,
     "case_f1": 0.4019471488178025,
     "n_words": 30317
    },
    "nld_Latn": {
     "punct_f1": 0.9064953604568166,
     "case_acc": 0.933144845585037,
     "case_f1": 0.6160358565737052,
     "n_words": 22990
    },
    "nno_Latn": {
     "punct_f1": 0.8777242486808902,
     "case_acc": 0.9475310065009913,
     "case_f1": 0.6645161290322581,
     "n_words": 21689
    },
    "nob_Latn": {
     "punct_f1": 0.8529826209488023,
     "case_acc": 0.9430127212129747,
     "case_f1": 0.6496413199426112,
     "n_words": 21303
    },
    "npi_Deva": {
     "punct_f1": 0.8180092215893681,
     "case_acc": 0.9914941421922645,
     "case_f1": 0.3048780487804878,
     "n_words": 18693
    },
    "nso_Latn": {
     "punct_f1": 0.3711274353241776,
     "case_acc": 0.9116738076842031,
     "case_f1": 0.2653834937299504,
     "n_words": 28474
    },
    "nus_Latn": {
     "punct_f1": 0.2634146341463415,
     "case_acc": 0.902212654832904,
     "case_f1": 0.21612446958981613,
     "n_words": 28337
    },
    "nya_Latn": {
     "punct_f1": 0.30585683297180044,
     "case_acc": 0.8732006125574273,
     "case_f1": 0.2374961644676281,
     "n_words": 19590
    },
    "oci_Latn": {
     "punct_f1": 0.7632224949787993,
     "case_acc": 0.9372049487221228,
     "case_f1": 0.5659848697114037,
     "n_words": 24572
    },
    "ory_Orya": {
     "punct_f1": 0.6417995444191344,
     "case_acc": 0.9941556444171025,
     "case_f1": 0.311787072243346,
     "n_words": 19506
    },
    "pag_Latn": {
     "punct_f1": 0.3282972641894651,
     "case_acc": 0.8724844926369619,
     "case_f1": 0.210896309314587,
     "n_words": 21119
    },
    "pan_Guru": {
     "punct_f1": 0.7857313861623174,
     "case_acc": 0.9974896690225158,
     "case_f1": 0.2556390977443609,
     "n_words": 25893
    },
    "pap_Latn": {
     "punct_f1": 0.6897835699325111,
     "case_acc": 0.9196893234505599,
     "case_f1": 0.4711364224695832,
     "n_words": 25364
    },
    "pbt_Arab": {
     "punct_f1": 0.7431461272291722,
     "case_acc": 0.9891576313594662,
     "case_f1": 0.4721311475409836,
     "n_words": 26378
    },
    "pes_Arab": {
     "punct_f1": 0.8171669560903002,
     "case_acc": 0.994512739801778,
     "case_f1": 0.436241610738255,
     "n_words": 23509
    },
    "plt_Latn": {
     "punct_f1": 0.6686046511627907,
     "case_acc": 0.90809941774572,
     "case_f1": 0.4676566826076013,
     "n_words": 23014
    },
    "pol_Latn": {
     "punct_f1": 0.8996812300768798,
     "case_acc": 0.9233931048656425,
     "case_f1": 0.592108843537415,
     "n_words": 19463
    },
    "por_Latn": {
     "punct_f1": 0.8744737849215461,
     "case_acc": 0.9279883755716056,
     "case_f1": 0.5676923076923077,
     "n_words": 23399
    },
    "prs_Arab": {
     "punct_f1": 0.7948458817584638,
     "case_acc": 0.9957903425505572,
     "case_f1": 0.32,
     "n_words": 24230
    },
    "quy_Latn": {
     "punct_f1": 0.23465818759936408,
     "case_acc": 0.8664323374340949,
     "case_f1": 0.20328849028400597,
     "n_words": 15932
    },
    "ron_Latn": {
     "punct_f1": 0.8738925541941565,
     "case_acc": 0.9342976426432759,
     "case_f1": 0.5799356223175965,
     "n_words": 23713
    },
    "run_Latn": {
     "punct_f1": 0.5021324992891669,
     "case_acc": 0.9009058060684056,
     "case_f1": 0.41058823529411764,
     "n_words": 20203
    },
    "rus_Cyrl": {
     "punct_f1": 0.9188663967611336,
     "case_acc": 0.9315054478489948,
     "case_f1": 0.6230337078651685,
     "n_words": 19549
    },
    "sag_Latn": {
     "punct_f1": 0.2903560318008987,
     "case_acc": 0.9293466153209636,
     "case_f1": 0.25735294117647056,
     "n_words": 31421
    },
    "san_Deva": {
     "punct_f1": 0.5791666666666667,
     "case_acc": 0.9930876960990563,
     "case_f1": 0.39148936170212767,
     "n_words": 16637
    },
    "sat_Olck": {
     "punct_f1": 0.01644528779253637,
     "case_acc": 0.9975032250010403,
     "case_f1": 0.6582278481012658,
     "n_words": 24031
    },
    "scn_Latn": {
     "punct_f1": 0.6632553606237817,
     "case_acc": 0.9233915788537638,
     "case_f1": 0.5014442518775274,
     "n_words": 22491
    },
    "shn_Mymr": {
     "punct_f1": 0.14840182648401826,
     "case_acc": 0.8838951310861424,
     "case_f1": 0.26252377932783766,
     "n_words": 9879
    },
    "sin_Sinh": {
     "punct_f1": 0.7314317989268568,
     "case_acc": 0.996616395978345,
     "case_f1": 0.2222222222222222,
     "n_words": 20688
    },
    "slk_Latn": {
     "punct_f1": 0.9159922928709056,
     "case_acc": 0.9364502253174928,
     "case_f1": 0.6438356164383562,
     "n_words": 19528
    },
    "slv_Latn": {
     "punct_f1": 0.9214337436640115,
     "case_acc": 0.9401459129485334,
     "case_f1": 0.6403794841387489,
     "n_words": 20149
    },
    "smo_Latn": {
     "punct_f1": 0.3919976804870977,
     "case_acc": 0.912555419300066,
     "case_f1": 0.24973031283710895,
     "n_words": 31803
    },
    "sna_Latn": {
     "punct_f1": 0.2757640369580668,
     "case_acc": 0.9048800184586987,
     "case_f1": 0.30072003388394747,
     "n_words": 17336
    },
    "snd_Arab": {
     "punct_f1": 0.7432068543451652,
     "case_acc": 0.9953416762070191,
     "case_f1": 0.1652892561983471,
     "n_words": 25331
    },
    "som_Latn": {
     "punct_f1": 0.6223687547552625,
     "case_acc": 0.9140846279289332,
     "case_f1": 0.46342765616657766,
     "n_words": 23302
    },
    "sot_Latn": {
     "punct_f1": 0.3096415327564895,
     "case_acc": 0.9044030835474686,
     "case_f1": 0.24035281146637266,
     "n_words": 28798
    },
    "spa_Latn": {
     "punct_f1": 0.8539496116688767,
     "case_acc": 0.9424485257467121,
     "case_f1": 0.5950457727517501,
     "n_words": 26081
    },
    "srd_Latn": {
     "punct_f1": 0.7071898389657518,
     "case_acc": 0.9298081422554983,
     "case_f1": 0.5052111903455841,
     "n_words": 25644
    },
    "srp_Cyrl": {
     "punct_f1": 0.8670570375189763,
     "case_acc": 0.9363719940000967,
     "case_f1": 0.6184553080705815,
     "n_words": 20667
    },
    "ssw_Latn": {
     "punct_f1": 0.421510724277277,
     "case_acc": 0.9060696391196803,
     "case_f1": 0.4174185955276579,
     "n_words": 15767
    },
    "sun_Latn": {
     "punct_f1": 0.6352015732546706,
     "case_acc": 0.8863394620878285,
     "case_f1": 0.4237765821163208,
     "n_words": 19743
    },
    "swe_Latn": {
     "punct_f1": 0.8584686774941995,
     "case_acc": 0.9435061728395062,
     "case_f1": 0.6603717910888167,
     "n_words": 20250
    },
    "swh_Latn": {
     "punct_f1": 0.7368173258003766,
     "case_acc": 0.9046119129331014,
     "case_f1": 0.4972785749628897,
     "n_words": 21271
    },
    "szl_Latn": {
     "punct_f1": 0.7006990044482101,
     "case_acc": 0.905237925230785,
     "case_f1": 0.4709549447435534,
     "n_words": 19607
    },
    "tam_Taml": {
     "punct_f1": 0.71100200848025,
     "case_acc": 0.9946281485018503,
     "case_f1": 0.2222222222222222,
     "n_words": 16754
    },
    "taq_Latn": {
     "punct_f1": 0.2828035859820701,
     "case_acc": 0.8981190487358695,
     "case_f1": 0.23363828289936664,
     "n_words": 21319
    },
    "taq_Tfng": {
     "punct_f1": 0.14390348987505386,
     "case_acc": 0.9914449562846668,
     "case_f1": 0.4754521963824289,
     "n_words": 21274
    },
    "tat_Cyrl": {
     "punct_f1": 0.8051785341407391,
     "case_acc": 0.9216243315508021,
     "case_f1": 0.5975644293401303,
     "n_words": 17952
    },
    "tel_Telu": {
     "punct_f1": 0.7286709925498678,
     "case_acc": 0.988706911842961,
     "case_f1": 0.4423963133640553,
     "n_words": 16913
    },
    "tgk_Cyrl": {
     "punct_f1": 0.8973384030418251,
     "case_acc": 0.9327183939229517,
     "case_f1": 0.5957216355266721,
     "n_words": 22116
    },
    "tgl_Latn": {
     "punct_f1": 0.7899461400359067,
     "case_acc": 0.9186997945077526,
     "case_f1": 0.4948932219127205,
     "n_words": 26765
    },
    "tir_Ethi": {
     "punct_f1": 0.5019485580670304,
     "case_acc": 0.997447650796958,
     "case_f1": 0.13953488372093023,
     "n_words": 19198
    },
    "tpi_Latn": {
     "punct_f1": 0.4240586302754612,
     "case_acc": 0.9124897288414133,
     "case_f1": 0.3078455790784558,
     "n_words": 31642
    },
    "tsn_Latn": {
     "punct_f1": 0.3282376694548601,
     "case_acc": 0.9190321532965249,
     "case_f1": 0.2688927943760984,
     "n_words": 30790
    },
    "tso_Latn": {
     "punct_f1": 0.39060568603213847,
     "case_acc": 0.906173480744973,
     "case_f1": 0.28312570781426954,
     "n_words": 26954
    },
    "tuk_Latn": {
     "punct_f1": 0.7967284099109935,
     "case_acc": 0.9286750753432302,
     "case_f1": 0.6289344498989315,
     "n_words": 17918
    },
    "tum_Latn": {
     "punct_f1": 0.3517811704834606,
     "case_acc": 0.8979533477674742,
     "case_f1": 0.2737576285963383,
     "n_words": 24479
    },
    "tur_Latn": {
     "punct_f1": 0.8150651859005311,
     "case_acc": 0.8992159981820248,
     "case_f1": 0.5579103006407097,
     "n_words": 17602
    },
    "twi_Latn": {
     "punct_f1": 0.223935389133627,
     "case_acc": 0.9019894001075351,
     "case_f1": 0.21375921375921375,
     "n_words": 26038
    },
    "tzm_Tfng": {
     "punct_f1": 0.20168067226890757,
     "case_acc": 0.9986269212029942,
     "case_f1": 0.20408163265306123,
     "n_words": 22577
    },
    "uig_Arab": {
     "punct_f1": 0.7459229496572914,
     "case_acc": 0.9952518229608276,
     "case_f1": 0.32460732984293195,
     "n_words": 17691
    },
    "ukr_Cyrl": {
     "punct_f1": 0.9022628791526239,
     "case_acc": 0.9270352496852706,
     "case_f1": 0.6110491071428571,
     "n_words": 19064
    },
    "umb_Latn": {
     "punct_f1": 0.27285714285714285,
     "case_acc": 0.8919128651405133,
     "case_f1": 0.2629391764261428,
     "n_words": 18041
    },
    "urd_Arab": {
     "punct_f1": 0.7873754152823921,
     "case_acc": 0.9986975869179842,
     "case_f1": 0.2222222222222222,
     "n_words": 27641
    },
    "uzn_Latn": {
     "punct_f1": 0.8492426063957682,
     "case_acc": 0.924165657010684,
     "case_f1": 0.5982758620689655,
     "n_words": 18158
    },
    "vec_Latn": {
     "punct_f1": 0.7101412066752246,
     "case_acc": 0.9281647689216342,
     "case_f1": 0.5157657657657657,
     "n_words": 23888
    },
    "vie_Latn": {
     "punct_f1": 0.7904827904827905,
     "case_acc": 0.9226836020192151,
     "case_f1": 0.4701159678858162,
     "n_words": 30705
    },
    "war_Latn": {
     "punct_f1": 0.6246547828270148,
     "case_acc": 0.9110169491525424,
     "case_f1": 0.4014742014742015,
     "n_words": 27376
    },
    "wol_Latn": {
     "punct_f1": 0.2539912917271408,
     "case_acc": 0.9043947263284059,
     "case_f1": 0.22559793148028442,
     "n_words": 25030
    },
    "xho_Latn": {
     "punct_f1": 0.6682903068679981,
     "case_acc": 0.9203745560219567,
     "case_f1": 0.5861148197596796,
     "n_words": 15485
    },
    "ydd_Hebr": {
     "punct_f1": 0.5235745614035088,
     "case_acc": 0.9937265836019866,
     "case_f1": 0.12,
     "n_words": 22954
    },
    "yor_Latn": {
     "punct_f1": 0.3947939262472885,
     "case_acc": 0.9064002224782488,
     "case_f1": 0.29728924635090853,
     "n_words": 25171
    },
    "yue_Hant": {
     "punct_f1": 0.8310590044205266,
     "case_acc": 0.9944015653875421,
     "case_f1": 0.4690721649484536,
     "n_words": 36796
    },
    "zho_Hans": {
     "punct_f1": 0.8461262553802008,
     "case_acc": 0.9923248958015655,
     "case_f1": 0.5236593059936908,
     "n_words": 39348
    },
    "zho_Hant": {
     "punct_f1": 0.8184905660377358,
     "case_acc": 0.9951506007866803,
     "case_f1": 0.4972067039106145,
     "n_words": 37118
    },
    "zsm_Latn": {
     "punct_f1": 0.7899628252788105,
     "case_acc": 0.9000148713627125,
     "case_f1": 0.514765906362545,
     "n_words": 20173
    },
    "zul_Latn": {
     "punct_f1": 0.6330097087378641,
     "case_acc": 0.9326460915760182,
     "case_f1": 0.610909090909091,
     "n_words": 15812
    }
   },
   "ted": {
    "eng_Latn": {
     "punct_f1": 0.7415485278080698,
     "case_acc": 0.9307394820110161,
     "case_f1": 0.654555940023068,
     "n_words": 17066
    },
    "deu_Latn": {
     "punct_f1": 0.7993989481592787,
     "case_acc": 0.7634278432621854,
     "case_f1": 0.35400382143477505,
     "n_words": 15695
    },
    "fra_Latn": {
     "punct_f1": 0.7435387673956262,
     "case_acc": 0.9551822356565716,
     "case_f1": 0.7093632958801498,
     "n_words": 17203
    },
    "spa_Latn": {
     "punct_f1": 0.7208413001912046,
     "case_acc": 0.9474930193031443,
     "case_f1": 0.6635873749037722,
     "n_words": 16474
    },
    "ita_Latn": {
     "punct_f1": 0.7018294131622713,
     "case_acc": 0.9425530550746939,
     "case_f1": 0.6568738229755179,
     "n_words": 15597
    },
    "por_Latn": {
     "punct_f1": 0.7253427686864219,
     "case_acc": 0.9530789990186457,
     "case_f1": 0.7117887690591298,
     "n_words": 16304
    },
    "nld_Latn": {
     "punct_f1": 0.7760429997440491,
     "case_acc": 0.9544817927170869,
     "case_f1": 0.7443181818181818,
     "n_words": 15708
    },
    "pol_Latn": {
     "punct_f1": 0.7791771620486986,
     "case_acc": 0.9324970599764798,
     "case_f1": 0.6848528356066045,
     "n_words": 12755
    },
    "rus_Cyrl": {
     "punct_f1": 0.8358678552700577,
     "case_acc": 0.9523943463891428,
     "case_f1": 0.741581536133182,
     "n_words": 14221
    },
    "ukr_Cyrl": {
     "punct_f1": 0.8137720488466758,
     "case_acc": 0.9397530159183383,
     "case_f1": 0.6954350927246791,
     "n_words": 14009
    },
    "ces_Latn": {
     "punct_f1": 0.7902192897341355,
     "case_acc": 0.9413385541295047,
     "case_f1": 0.6927416321925536,
     "n_words": 13791
    },
    "ron_Latn": {
     "punct_f1": 0.7178914451641725,
     "case_acc": 0.9438174978764713,
     "case_f1": 0.6579139314369074,
     "n_words": 16482
    },
    "hun_Latn": {
     "punct_f1": 0.7739395024163236,
     "case_acc": 0.9352758175885879,
     "case_f1": 0.659037095501184,
     "n_words": 13179
    },
    "ell_Grek": {
     "punct_f1": 0.6809357889497263,
     "case_acc": 0.9440418924678804,
     "case_f1": 0.6687988628287136,
     "n_words": 16423
    },
    "bul_Cyrl": {
     "punct_f1": 0.7526286662977311,
     "case_acc": 0.9461982238931743,
     "case_f1": 0.6857573474001507,
     "n_words": 15427
    },
    "tur_Latn": {
     "punct_f1": 0.6578034682080924,
     "case_acc": 0.9234512909345871,
     "case_f1": 0.6489871086556169,
     "n_words": 12123
    },
    "arb_Arab": {
     "punct_f1": 0.6065096586398518,
     "case_acc": 0.9990022093934858,
     "case_f1": 0.5714285714285714,
     "n_words": 14031
    },
    "heb_Hebr": {
     "punct_f1": 0.6324110671936759,
     "case_acc": 0.9980726235448307,
     "case_f1": 0.3793103448275862,
     "n_words": 12971
    },
    "pes_Arab": {
     "punct_f1": 0.6411977284460506,
     "case_acc": 0.9989518369058226,
     "case_f1": 0.4230769230769231,
     "n_words": 19081
    },
    "hin_Deva": {
     "punct_f1": 0.6303843177714727,
     "case_acc": 0.9982956732090824,
     "case_f1": 0.1111111111111111,
     "n_words": 18189
    },
    "ind_Latn": {
     "punct_f1": 0.7174069627851141,
     "case_acc": 0.9277658617588044,
     "case_f1": 0.6373021335168617,
     "n_words": 14453
    },
    "vie_Latn": {
     "punct_f1": 0.6415276770606719,
     "case_acc": 0.9508307747877912,
     "case_f1": 0.6114063053489196,
     "n_words": 22148
    },
    "jpn_Jpan": {
     "punct_f1": 0.749220742419949,
     "case_acc": 0.9975739766281692,
     "case_f1": 0.5988700564971752,
     "n_words": 29266
    },
    "kor_Hang": {
     "punct_f1": 0.833105708822726,
     "case_acc": 0.9956095041322314,
     "case_f1": 0.4755244755244755,
     "n_words": 11616
    },
    "zho_Hans": {
     "punct_f1": 0.5859656561373755,
     "case_acc": 0.9966698734551913,
     "case_f1": 0.6341463414634146,
     "n_words": 27026
    }
   }
  },
  "summary": {
   "europarl": {
    "punct_f1": 0.8388169844554333,
    "case_f1": 0.5476528402363683,
    "case_acc": 0.9225360006601515,
    "n_langs": 12
   },
   "flores": {
    "punct_f1": 0.6049950747979211,
    "case_f1": 0.3977077694293947,
    "case_acc": 0.9346187653520925,
    "n_langs": 199
   },
   "ted": {
    "punct_f1": 0.7219402988543768,
    "case_f1": 0.602870916454769,
    "case_acc": 0.9507398584013167,
    "n_langs": 25
   }
  },
  "seconds": 212
 },
 "1-800-BAD-CODE/xlm-roberta_punctuation_fullstop_truecase": {
  "per_lang": {
   "europarl": {
    "eng_Latn": {
     "punct_f1": 0.6894082171127026,
     "case_acc": 0.9623678976718792,
     "case_f1": 0.8403361344537815,
     "n_words": 25643
    },
    "deu_Latn": {
     "punct_f1": 0.8374066530889341,
     "case_acc": 0.9787337734260777,
     "case_f1": 0.9651655534008475,
     "n_words": 22571
    },
    "fra_Latn": {
     "punct_f1": 0.7197860962566844,
     "case_acc": 0.9695110615356014,
     "case_f1": 0.8081274532440544,
     "n_words": 26895
    },
    "spa_Latn": {
     "punct_f1": 0.6931511774222542,
     "case_acc": 0.9605929817977107,
     "case_f1": 0.8013367991088006,
     "n_words": 26645
    },
    "ita_Latn": {
     "punct_f1": 0.6944235116804823,
     "case_acc": 0.9603089720736779,
     "case_f1": 0.7542274727820245,
     "n_words": 25245
    },
    "por_Latn": {
     "punct_f1": 0.72937029322224,
     "case_acc": 0.958102827962397,
     "case_f1": 0.7970506912442397,
     "n_words": 25849
    },
    "nld_Latn": {
     "punct_f1": 0.7167070217917676,
     "case_acc": 0.963178367763133,
     "case_f1": 0.8094408976591216,
     "n_words": 26479
    },
    "pol_Latn": {
     "punct_f1": 0.8038550776369802,
     "case_acc": 0.9685324968140379,
     "case_f1": 0.8562650866798333,
     "n_words": 20402
    },
    "ces_Latn": {
     "punct_f1": 0.8083464843065054,
     "case_acc": 0.965675057208238,
     "case_f1": 0.8191936680682661,
     "n_words": 20539
    },
    "bul_Cyrl": {
     "punct_f1": 0.8013698630136986,
     "case_acc": 0.9700694590612503,
     "case_f1": 0.8281583313581418,
     "n_words": 23755
    },
    "slk_Latn": {
     "punct_f1": 0.824832922968695,
     "case_acc": 0.9682634730538923,
     "case_f1": 0.8337129840546698,
     "n_words": 20040
    },
    "slv_Latn": {
     "punct_f1": 0.6866002214839424,
     "case_acc": 0.9701354829310931,
     "case_f1": 0.8428853754940712,
     "n_words": 20593
    }
   },
   "flores": {
    "ace_Arab": {
     "punct_f1": 0.14863102998696218,
     "case_acc": 0.9996334814679068,
     "case_f1": 0.26666666666666666,
     "n_words": 21827
    },
    "ace_Latn": {
     "punct_f1": 0.2230681385610963,
     "case_acc": 0.6503378378378378,
     "case_f1": 0.36385316412571334,
     "n_words": 21312
    },
    "acm_Arab": {
     "punct_f1": 0.5885911840968021,
     "case_acc": 0.9988239696370342,
     "case_f1": 0.7207207207207207,
     "n_words": 18707
    },
    "acq_Arab": {
     "punct_f1": 0.6061767838125666,
     "case_acc": 0.9988552994432592,
     "case_f1": 0.7256637168141593,
     "n_words": 19219
    },
    "aeb_Arab": {
     "punct_f1": 0.5099041533546326,
     "case_acc": 0.9988297872340426,
     "case_f1": 0.6990291262135923,
     "n_words": 18800
    },
    "afr_Latn": {
     "punct_f1": 0.7675699493280458,
     "case_acc": 0.9712055507372073,
     "case_f1": 0.8791169663521453,
     "n_words": 23060
    },
    "ajp_Arab": {
     "punct_f1": 0.5323328183623924,
     "case_acc": 0.9992847317744155,
     "case_f1": 0.9407665505226481,
     "n_words": 18175
    },
    "aka_Latn": {
     "punct_f1": 0.22234574763757642,
     "case_acc": 0.9052635511225672,
     "case_f1": 0.5624142661179699,
     "n_words": 26769
    },
    "als_Latn": {
     "punct_f1": 0.7689828801611279,
     "case_acc": 0.9700272479564033,
     "case_f1": 0.8522839628238086,
     "n_words": 24589
    },
    "amh_Ethi": {
     "punct_f1": 0.7198000555401277,
     "case_acc": 0.9974403723094822,
     "case_f1": 0.5038167938931297,
     "n_words": 17190
    },
    "apc_Arab": {
     "punct_f1": 0.52,
     "case_acc": 0.9981518817204301,
     "case_f1": 0.8347107438016529,
     "n_words": 17856
    },
    "arb_Arab": {
     "punct_f1": 0.6521093915624337,
     "case_acc": 0.9989805800499516,
     "case_f1": 0.7521367521367521,
     "n_words": 19619
    },
    "arb_Latn": {
     "punct_f1": 0.18947869554867888,
     "case_acc": 0.4212687240570294,
     "case_f1": 0.19706341768197438,
     "n_words": 22164
    },
    "ars_Arab": {
     "punct_f1": 0.6506587335316617,
     "case_acc": 0.998981358867271,
     "case_f1": 0.6666666666666666,
     "n_words": 19634
    },
    "ary_Arab": {
     "punct_f1": 0.4266065388951522,
     "case_acc": 0.9986872505776098,
     "case_f1": 0.782608695652174,
     "n_words": 19044
    },
    "arz_Arab": {
     "punct_f1": 0.5174432217279326,
     "case_acc": 0.9989701338825953,
     "case_f1": 0.6744186046511628,
     "n_words": 19420
    },
    "asm_Beng": {
     "punct_f1": 0.5373051224944321,
     "case_acc": 0.9988035166207148,
     "case_f1": 0.8050314465408805,
     "n_words": 19223
    },
    "ast_Latn": {
     "punct_f1": 0.5561453654552879,
     "case_acc": 0.9218536407545794,
     "case_f1": 0.6794205052005944,
     "n_words": 21946
    },
    "awa_Deva": {
     "punct_f1": 0.5642212450821569,
     "case_acc": 0.9994084473715344,
     "case_f1": 0.7368421052631579,
     "n_words": 25357
    },
    "ayr_Latn": {
     "punct_f1": 0.2078532800376205,
     "case_acc": 0.7154115586690017,
     "case_f1": 0.41410256410256413,
     "n_words": 15988
    },
    "azb_Arab": {
     "punct_f1": 0.1761904761904762,
     "case_acc": 0.9981805776665909,
     "case_f1": 0.28,
     "n_words": 17588
    },
    "azj_Latn": {
     "punct_f1": 0.7497733454215775,
     "case_acc": 0.9637172774869109,
     "case_f1": 0.8551526326572424,
     "n_words": 19100
    },
    "bak_Cyrl": {
     "punct_f1": 0.26486013986013984,
     "case_acc": 0.8856533692419907,
     "case_f1": 0.5336963921034718,
     "n_words": 17823
    },
    "bam_Latn": {
     "punct_f1": 0.2182023742227247,
     "case_acc": 0.8389657619301046,
     "case_f1": 0.44923819580630564,
     "n_words": 22548
    },
    "ban_Latn": {
     "punct_f1": 0.2842227378190255,
     "case_acc": 0.7621366386306625,
     "case_f1": 0.4769297110823631,
     "n_words": 20331
    },
    "bel_Cyrl": {
     "punct_f1": 0.8080449571132801,
     "case_acc": 0.9658961187214612,
     "case_f1": 0.8487886382623224,
     "n_words": 21024
    },
    "bem_Latn": {
     "punct_f1": 0.2927696562623469,
     "case_acc": 0.8773003453249989,
     "case_f1": 0.5897435897435898,
     "n_words": 22877
    },
    "ben_Beng": {
     "punct_f1": 0.6278650527942312,
     "case_acc": 0.9990244904246034,
     "case_f1": 0.7967479674796748,
     "n_words": 19477
    },
    "bho_Deva": {
     "punct_f1": 0.4733861834654587,
     "case_acc": 0.9987883999061987,
     "case_f1": 0.7878787878787878,
     "n_words": 25586
    },
    "bjn_Arab": {
     "punct_f1": 0.1580903932694189,
     "case_acc": 0.9999496120124962,
     "case_f1": 0.6666666666666666,
     "n_words": 19846
    },
    "bjn_Latn": {
     "punct_f1": 0.3415137141678697,
     "case_acc": 0.8522073921971253,
     "case_f1": 0.5944203000140194,
     "n_words": 19480
    },
    "bos_Latn": {
     "punct_f1": 0.8058528062895829,
     "case_acc": 0.9761083743842365,
     "case_f1": 0.8938261055330058,
     "n_words": 20300
    },
    "bug_Latn": {
     "punct_f1": 0.2447677895156468,
     "case_acc": 0.6811609388097234,
     "case_f1": 0.41120231772090776,
     "n_words": 19088
    },
    "bul_Cyrl": {
     "punct_f1": 0.8492436098069901,
     "case_acc": 0.9785885335962812,
     "case_f1": 0.8974302657588403,
     "n_words": 21297
    },
    "cat_Latn": {
     "punct_f1": 0.750734286273742,
     "case_acc": 0.9706821718123004,
     "case_f1": 0.8531833701546495,
     "n_words": 24422
    },
    "ceb_Latn": {
     "punct_f1": 0.3327628826773151,
     "case_acc": 0.888250076149863,
     "case_f1": 0.5967213114754099,
     "n_words": 26264
    },
    "ces_Latn": {
     "punct_f1": 0.8391824141920555,
     "case_acc": 0.9737487605031052,
     "case_f1": 0.8884548611111112,
     "n_words": 19161
    },
    "cjk_Latn": {
     "punct_f1": 0.28474752732951586,
     "case_acc": 0.8503528947238537,
     "case_f1": 0.4965289256198347,
     "n_words": 20261
    },
    "ckb_Arab": {
     "punct_f1": 0.14706927175843695,
     "case_acc": 0.9971293828173057,
     "case_f1": 0.21428571428571427,
     "n_words": 19508
    },
    "crh_Latn": {
     "punct_f1": 0.4505592841163311,
     "case_acc": 0.9043842502094387,
     "case_f1": 0.6557768924302789,
     "n_words": 17905
    },
    "cym_Latn": {
     "punct_f1": 0.648559670781893,
     "case_acc": 0.9410839233221546,
     "case_f1": 0.754845290717443,
     "n_words": 24153
    },
    "dan_Latn": {
     "punct_f1": 0.7511814259297308,
     "case_acc": 0.9818335050098324,
     "case_f1": 0.9142980189491817,
     "n_words": 21358
    },
    "deu_Latn": {
     "punct_f1": 0.8997726080111946,
     "case_acc": 0.9853725850965961,
     "case_f1": 0.9779061177892687,
     "n_words": 21740
    },
    "dik_Latn": {
     "punct_f1": 0.2358837287003007,
     "case_acc": 0.8736580984560113,
     "case_f1": 0.5020962602716753,
     "n_words": 23381
    },
    "dyu_Latn": {
     "punct_f1": 0.21626335295400043,
     "case_acc": 0.7376497620219925,
     "case_f1": 0.3317327766179541,
     "n_words": 24372
    },
    "dzo_Tibt": {
     "punct_f1": 0.25,
     "case_acc": 0.9997066158134077,
     "case_f1": 0.5,
     "n_words": 6817
    },
    "ell_Grek": {
     "punct_f1": 0.7500501102425335,
     "case_acc": 0.967643365424864,
     "case_f1": 0.8647804200659608,
     "n_words": 23890
    },
    "eng_Latn": {
     "punct_f1": 0.781314592806945,
     "case_acc": 0.9718554393018687,
     "case_f1": 0.8928997105397583,
     "n_words": 21887
    },
    "epo_Latn": {
     "punct_f1": 0.7130070462768996,
     "case_acc": 0.9636688217697578,
     "case_f1": 0.8379009985128532,
     "n_words": 20726
    },
    "est_Latn": {
     "punct_f1": 0.8469428007889547,
     "case_acc": 0.9750314352433986,
     "case_f1": 0.900306386990337,
     "n_words": 16701
    },
    "eus_Latn": {
     "punct_f1": 0.5436046511627907,
     "case_acc": 0.9429492253760036,
     "case_f1": 0.7790246007768666,
     "n_words": 17686
    },
    "ewe_Latn": {
     "punct_f1": 0.17532467532467533,
     "case_acc": 0.910858930146764,
     "case_f1": 0.5445302968686457,
     "n_words": 24938
    },
    "fao_Latn": {
     "punct_f1": 0.4659985683607731,
     "case_acc": 0.9263342997005846,
     "case_f1": 0.6823529411764706,
     "n_words": 21041
    },
    "fij_Latn": {
     "punct_f1": 0.19386660947887627,
     "case_acc": 0.7277234311572502,
     "case_f1": 0.30786099865047234,
     "n_words": 30054
    },
    "fin_Latn": {
     "punct_f1": 0.8652816448918398,
     "case_acc": 0.9779503883738412,
     "case_f1": 0.9167253108139808,
     "n_words": 15964
    },
    "fon_Latn": {
     "punct_f1": 0.22318526543878656,
     "case_acc": 0.9161956415199137,
     "case_f1": 0.4948049402078024,
     "n_words": 30607
    },
    "fra_Latn": {
     "punct_f1": 0.8056275453535727,
     "case_acc": 0.9783885365280715,
     "case_f1": 0.8821929273906675,
     "n_words": 25542
    },
    "fur_Latn": {
     "punct_f1": 0.34835395750642073,
     "case_acc": 0.886331964897744,
     "case_f1": 0.49501329787234044,
     "n_words": 26551
    },
    "fuv_Latn": {
     "punct_f1": 0.2361275088547816,
     "case_acc": 0.8382832388013041,
     "case_f1": 0.43799227799227797,
     "n_words": 22391
    },
    "gaz_Latn": {
     "punct_f1": 0.32679489621024566,
     "case_acc": 0.8634803544900364,
     "case_f1": 0.5569913850231941,
     "n_words": 19521
    },
    "gla_Latn": {
     "punct_f1": 0.4896214896214896,
     "case_acc": 0.9257353763561122,
     "case_f1": 0.6499215070643642,
     "n_words": 26823
    },
    "gle_Latn": {
     "punct_f1": 0.5835638087712367,
     "case_acc": 0.9349252572316055,
     "case_f1": 0.7031497448530706,
     "n_words": 25755
    },
    "glg_Latn": {
     "punct_f1": 0.7523143774796902,
     "case_acc": 0.9704989885367499,
     "case_f1": 0.8625646923519263,
     "n_words": 23728
    },
    "grn_Latn": {
     "punct_f1": 0.22756863855080667,
     "case_acc": 0.8574937171578707,
     "case_f1": 0.5561269728675297,
     "n_words": 17508
    },
    "guj_Gujr": {
     "punct_f1": 0.6924022621096632,
     "case_acc": 0.9994249293142282,
     "case_f1": 0.8653846153846154,
     "n_words": 20867
    },
    "hat_Latn": {
     "punct_f1": 0.20313406848520024,
     "case_acc": 0.8486813661910938,
     "case_f1": 0.39629120879120877,
     "n_words": 23130
    },
    "hau_Latn": {
     "punct_f1": 0.5117873981997428,
     "case_acc": 0.9265934590594413,
     "case_f1": 0.6922056384742952,
     "n_words": 25134
    },
    "heb_Hebr": {
     "punct_f1": 0.6124773492104582,
     "case_acc": 0.9980979827089337,
     "case_f1": 0.831858407079646,
     "n_words": 17350
    },
    "hin_Deva": {
     "punct_f1": 0.7088726759237468,
     "case_acc": 0.9991410947138284,
     "case_f1": 0.7321428571428571,
     "n_words": 25614
    },
    "hne_Deva": {
     "punct_f1": 0.4520547945205479,
     "case_acc": 0.9999203789959792,
     "case_f1": 0.8695652173913043,
     "n_words": 25119
    },
    "hrv_Latn": {
     "punct_f1": 0.7981859410430839,
     "case_acc": 0.9760049220672683,
     "case_f1": 0.8975903614457831,
     "n_words": 19504
    },
    "hun_Latn": {
     "punct_f1": 0.8186619718309859,
     "case_acc": 0.9707220467804957,
     "case_f1": 0.8708778448676265,
     "n_words": 18683
    },
    "hye_Armn": {
     "punct_f1": 0.550996015936255,
     "case_acc": 0.9661587893864013,
     "case_f1": 0.8370480435859337,
     "n_words": 19296
    },
    "ibo_Latn": {
     "punct_f1": 0.23622881355932204,
     "case_acc": 0.8822395373122339,
     "case_f1": 0.496845694799659,
     "n_words": 24898
    },
    "ilo_Latn": {
     "punct_f1": 0.19721577726218098,
     "case_acc": 0.5419108574953733,
     "case_f1": 0.2997589227964956,
     "n_words": 25936
    },
    "ind_Latn": {
     "punct_f1": 0.7688915614351574,
     "case_acc": 0.9646102584814217,
     "case_f1": 0.8812770202859993,
     "n_words": 19808
    },
    "isl_Latn": {
     "punct_f1": 0.7802736896462691,
     "case_acc": 0.9796721956981838,
     "case_f1": 0.9094031773293259,
     "n_words": 20317
    },
    "ita_Latn": {
     "punct_f1": 0.7746031746031746,
     "case_acc": 0.9727261508083426,
     "case_f1": 0.8585055643879174,
     "n_words": 24309
    },
    "jav_Latn": {
     "punct_f1": 0.5359667359667359,
     "case_acc": 0.9288179680856385,
     "case_f1": 0.7627538385339276,
     "n_words": 19991
    },
    "jpn_Jpan": {
     "punct_f1": 0.8057334553217445,
     "case_acc": 0.9989247112478912,
     "case_f1": 0.8989547038327527,
     "n_words": 53939
    },
    "kab_Latn": {
     "punct_f1": 0.20993322203672787,
     "case_acc": 0.6734712393395028,
     "case_f1": 0.33864760857614074,
     "n_words": 22044
    },
    "kac_Latn": {
     "punct_f1": 0.16806722689075632,
     "case_acc": 0.6739715387389387,
     "case_f1": 0.23538571335885292,
     "n_words": 36049
    },
    "kam_Latn": {
     "punct_f1": 0.33127253992787226,
     "case_acc": 0.8429353985644126,
     "case_f1": 0.5072955047899779,
     "n_words": 21176
    },
    "kan_Knda": {
     "punct_f1": 0.7087378640776699,
     "case_acc": 0.9983199551988053,
     "case_f1": 0.7928994082840237,
     "n_words": 16071
    },
    "kas_Arab": {
     "punct_f1": 0.17536534446764093,
     "case_acc": 0.9972890249234806,
     "case_f1": 0.5569620253164557,
     "n_words": 22870
    },
    "kas_Deva": {
     "punct_f1": 0.21452702702702703,
     "case_acc": 0.99591303615067,
     "case_f1": 0.9191430545957153,
     "n_words": 23734
    },
    "kat_Geor": {
     "punct_f1": 0.6516087790326017,
     "case_acc": 0.8897692845490561,
     "case_f1": 0.09455587392550144,
     "n_words": 17164
    },
    "kaz_Cyrl": {
     "punct_f1": 0.7519630484988452,
     "case_acc": 0.9710312862108922,
     "case_f1": 0.8821486455197962,
     "n_words": 17260
    },
    "kbp_Latn": {
     "punct_f1": 0.1979845880260818,
     "case_acc": 0.9107277414237557,
     "case_f1": 0.5169112954690491,
     "n_words": 25215
    },
    "kea_Latn": {
     "punct_f1": 0.34210526315789475,
     "case_acc": 0.8785824345146379,
     "case_f1": 0.5613924050632911,
     "n_words": 22715
    },
    "khk_Cyrl": {
     "punct_f1": 0.75,
     "case_acc": 0.9652151769798829,
     "case_f1": 0.8492201039861352,
     "n_words": 19635
    },
    "kik_Latn": {
     "punct_f1": 0.23660130718954248,
     "case_acc": 0.7689572964155758,
     "case_f1": 0.4090084320631871,
     "n_words": 23909
    },
    "kin_Latn": {
     "punct_f1": 0.5709828393135725,
     "case_acc": 0.9405545581488131,
     "case_f1": 0.7678364828384111,
     "n_words": 20052
    },
    "kir_Cyrl": {
     "punct_f1": 0.7924528301886793,
     "case_acc": 0.9704461821527139,
     "case_f1": 0.8802190280629706,
     "n_words": 17392
    },
    "kmb_Latn": {
     "punct_f1": 0.24060767809484707,
     "case_acc": 0.8196649799336939,
     "case_f1": 0.4726070929197915,
     "n_words": 22924
    },
    "kmr_Latn": {
     "punct_f1": 0.5881226053639846,
     "case_acc": 0.9406936722266349,
     "case_f1": 0.7701421800947867,
     "n_words": 22662
    },
    "knc_Arab": {
     "punct_f1": 0.12038140643623362,
     "case_acc": 0.994294718539448,
     "case_f1": 0.7252252252252253,
     "n_words": 18404
    },
    "knc_Latn": {
     "punct_f1": 0.2001422812425895,
     "case_acc": 0.7478693181818182,
     "case_f1": 0.41396727791808496,
     "n_words": 21120
    },
    "kon_Latn": {
     "punct_f1": 0.2353358142831827,
     "case_acc": 0.7263161753922862,
     "case_f1": 0.35719810915341643,
     "n_words": 27276
    },
    "kor_Hang": {
     "punct_f1": 0.8593619972260749,
     "case_acc": 0.9972771474878445,
     "case_f1": 0.9133333333333333,
     "n_words": 15425
    },
    "lij_Latn": {
     "punct_f1": 0.3583790628957366,
     "case_acc": 0.9023221668405393,
     "case_f1": 0.5569311246730602,
     "n_words": 25881
    },
    "lim_Latn": {
     "punct_f1": 0.40239043824701193,
     "case_acc": 0.8988799143201393,
     "case_f1": 0.6048611111111111,
     "n_words": 22409
    },
    "lin_Latn": {
     "punct_f1": 0.22528387585162757,
     "case_acc": 0.614452292389351,
     "case_f1": 0.3137254901960784,
     "n_words": 23927
    },
    "lit_Latn": {
     "punct_f1": 0.8163054695562435,
     "case_acc": 0.9702655889145496,
     "case_f1": 0.8862847222222222,
     "n_words": 17320
    },
    "lmo_Latn": {
     "punct_f1": 0.3547241297655695,
     "case_acc": 0.8915197624791241,
     "case_f1": 0.5182756925094247,
     "n_words": 26945
    },
    "ltg_Latn": {
     "punct_f1": 0.4689604951756781,
     "case_acc": 0.8955890563930765,
     "case_f1": 0.5595321637426901,
     "n_words": 17910
    },
    "ltz_Latn": {
     "punct_f1": 0.26582553839460515,
     "case_acc": 0.8127431005741804,
     "case_f1": 0.7020198310686743,
     "n_words": 21596
    },
    "lua_Latn": {
     "punct_f1": 0.2623413258110014,
     "case_acc": 0.7965174345390594,
     "case_f1": 0.4430499644802273,
     "n_words": 23029
    },
    "lug_Latn": {
     "punct_f1": 0.2746494547073225,
     "case_acc": 0.8610448608745032,
     "case_f1": 0.5549132947976878,
     "n_words": 17610
    },
    "luo_Latn": {
     "punct_f1": 0.19637531543932094,
     "case_acc": 0.7299975330976071,
     "case_f1": 0.36367149758454104,
     "n_words": 24322
    },
    "lus_Latn": {
     "punct_f1": 0.17875824425744827,
     "case_acc": 0.7313222937102275,
     "case_f1": 0.3382226056945643,
     "n_words": 28443
    },
    "lvs_Latn": {
     "punct_f1": 0.8618729096989967,
     "case_acc": 0.9749172050599924,
     "case_f1": 0.8927272727272727,
     "n_words": 18419
    },
    "mag_Deva": {
     "punct_f1": 0.47107800175284836,
     "case_acc": 0.9995202111071129,
     "case_f1": 0.7714285714285715,
     "n_words": 25011
    },
    "mai_Deva": {
     "punct_f1": 0.3326092203717113,
     "case_acc": 0.9989428315849395,
     "case_f1": 0.8195121951219512,
     "n_words": 24594
    },
    "mal_Mlym": {
     "punct_f1": 0.6600936652699039,
     "case_acc": 0.9991953329309998,
     "case_f1": 0.7384615384615385,
     "n_words": 14913
    },
    "mar_Deva": {
     "punct_f1": 0.7085601187530925,
     "case_acc": 0.9993693504309439,
     "case_f1": 0.8805970149253731,
     "n_words": 19028
    },
    "min_Arab": {
     "punct_f1": 0.15090460526315788,
     "case_acc": 0.9998533222510145,
     "case_f1": 0.4,
     "n_words": 20453
    },
    "min_Latn": {
     "punct_f1": 0.33706949256164664,
     "case_acc": 0.8233310526830222,
     "case_f1": 0.5366849559780529,
     "n_words": 20462
    },
    "mkd_Cyrl": {
     "punct_f1": 0.7768231768231768,
     "case_acc": 0.972523634331486,
     "case_f1": 0.872858049502856,
     "n_words": 21473
    },
    "mlt_Latn": {
     "punct_f1": 0.2466529351184346,
     "case_acc": 0.7857625006490472,
     "case_f1": 0.3909597886703845,
     "n_words": 19259
    },
    "mni_Beng": {
     "punct_f1": 0.16513394642143142,
     "case_acc": 0.9942364608754348,
     "case_f1": 0.3163265306122449,
     "n_words": 19259
    },
    "mos_Latn": {
     "punct_f1": 0.2027527792482795,
     "case_acc": 0.7644236584284159,
     "case_f1": 0.33208148401047,
     "n_words": 24803
    },
    "mri_Latn": {
     "punct_f1": 0.18251292425264104,
     "case_acc": 0.9079394399181977,
     "case_f1": 0.5046001415428167,
     "n_words": 30317
    },
    "nld_Latn": {
     "punct_f1": 0.834814308498519,
     "case_acc": 0.9813832100913441,
     "case_f1": 0.9194085027726433,
     "n_words": 22990
    },
    "nno_Latn": {
     "punct_f1": 0.7616212502862377,
     "case_acc": 0.9749181612799115,
     "case_f1": 0.8804159445407279,
     "n_words": 21689
    },
    "nob_Latn": {
     "punct_f1": 0.7860302677532014,
     "case_acc": 0.9799558747594236,
     "case_f1": 0.9047826086956522,
     "n_words": 21303
    },
    "npi_Deva": {
     "punct_f1": 0.686040195545899,
     "case_acc": 0.9986091050125715,
     "case_f1": 0.9166666666666666,
     "n_words": 18693
    },
    "nso_Latn": {
     "punct_f1": 0.24172262097707803,
     "case_acc": 0.8212053101074664,
     "case_f1": 0.42294230552105677,
     "n_words": 28474
    },
    "nus_Latn": {
     "punct_f1": 0.23319892473118278,
     "case_acc": 0.8680876592440978,
     "case_f1": 0.3732488325550367,
     "n_words": 28337
    },
    "nya_Latn": {
     "punct_f1": 0.2567924981966819,
     "case_acc": 0.8485451761102604,
     "case_f1": 0.551475015051174,
     "n_words": 19590
    },
    "oci_Latn": {
     "punct_f1": 0.5057244374259771,
     "case_acc": 0.9299202344131532,
     "case_f1": 0.673676304919264,
     "n_words": 24572
    },
    "ory_Orya": {
     "punct_f1": 0.7141458639255996,
     "case_acc": 0.9976417512560238,
     "case_f1": 0.7674418604651163,
     "n_words": 19506
    },
    "pag_Latn": {
     "punct_f1": 0.2591072344792201,
     "case_acc": 0.6293858610729675,
     "case_f1": 0.3752488651748029,
     "n_words": 21119
    },
    "pan_Guru": {
     "punct_f1": 0.6854954523695548,
     "case_acc": 0.9990731085621597,
     "case_f1": 0.7974683544303798,
     "n_words": 25893
    },
    "pap_Latn": {
     "punct_f1": 0.3046913580246914,
     "case_acc": 0.8780555117489355,
     "case_f1": 0.5243193637197919,
     "n_words": 25364
    },
    "pbt_Arab": {
     "punct_f1": 0.6531498913830558,
     "case_acc": 0.9982940329062098,
     "case_f1": 0.9293413173652695,
     "n_words": 26378
    },
    "pes_Arab": {
     "punct_f1": 0.6777020447906524,
     "case_acc": 0.9986388191756349,
     "case_f1": 0.8821917808219178,
     "n_words": 23509
    },
    "plt_Latn": {
     "punct_f1": 0.5151767151767151,
     "case_acc": 0.9279568958025549,
     "case_f1": 0.712465564738292,
     "n_words": 23014
    },
    "pol_Latn": {
     "punct_f1": 0.8574060427413412,
     "case_acc": 0.9759543749678878,
     "case_f1": 0.9024638566483405,
     "n_words": 19463
    },
    "por_Latn": {
     "punct_f1": 0.7930664760543246,
     "case_acc": 0.9709816658831574,
     "case_f1": 0.8715766099185789,
     "n_words": 23399
    },
    "prs_Arab": {
     "punct_f1": 0.7183098591549296,
     "case_acc": 0.9984316962443253,
     "case_f1": 0.7868852459016393,
     "n_words": 24230
    },
    "quy_Latn": {
     "punct_f1": 0.21123769067387527,
     "case_acc": 0.6333165955310068,
     "case_f1": 0.3691181221061699,
     "n_words": 15932
    },
    "ron_Latn": {
     "punct_f1": 0.7934495509772848,
     "case_acc": 0.9753299877704212,
     "case_f1": 0.8846302748741773,
     "n_words": 23713
    },
    "run_Latn": {
     "punct_f1": 0.5207259690790947,
     "case_acc": 0.9348116616344108,
     "case_f1": 0.7410870835768556,
     "n_words": 20203
    },
    "rus_Cyrl": {
     "punct_f1": 0.8503013520117283,
     "case_acc": 0.9748324722492199,
     "case_f1": 0.8901556676167507,
     "n_words": 19549
    },
    "sag_Latn": {
     "punct_f1": 0.1974941601189212,
     "case_acc": 0.7622927341586837,
     "case_f1": 0.3138512275558813,
     "n_words": 31421
    },
    "san_Deva": {
     "punct_f1": 0.5092392608591313,
     "case_acc": 0.9987377532006972,
     "case_f1": 0.903010033444816,
     "n_words": 16637
    },
    "sat_Olck": {
     "punct_f1": 0.0,
     "case_acc": 0.9952145145853273,
     "case_f1": 0.2375,
     "n_words": 24031
    },
    "scn_Latn": {
     "punct_f1": 0.3499174722942702,
     "case_acc": 0.8945800542439198,
     "case_f1": 0.5322423533995714,
     "n_words": 22491
    },
    "shn_Mymr": {
     "punct_f1": 0.29260935143288086,
     "case_acc": 0.9718594999493876,
     "case_f1": 0.8931325743665075,
     "n_words": 9879
    },
    "sin_Sinh": {
     "punct_f1": 0.7307024075452966,
     "case_acc": 0.9989849187935035,
     "case_f1": 0.8383233532934131,
     "n_words": 20688
    },
    "slk_Latn": {
     "punct_f1": 0.8483598875351452,
     "case_acc": 0.9748054076198279,
     "case_f1": 0.8894736842105263,
     "n_words": 19528
    },
    "slv_Latn": {
     "punct_f1": 0.7639126305792973,
     "case_acc": 0.9761278475358579,
     "case_f1": 0.8880898876404495,
     "n_words": 20149
    },
    "smo_Latn": {
     "punct_f1": 0.20074906367041198,
     "case_acc": 0.8829670156903436,
     "case_f1": 0.4371140231962645,
     "n_words": 31803
    },
    "sna_Latn": {
     "punct_f1": 0.24193927983054836,
     "case_acc": 0.8320835256114444,
     "case_f1": 0.44926442851754056,
     "n_words": 17336
    },
    "snd_Arab": {
     "punct_f1": 0.6484178804620794,
     "case_acc": 0.9986182937902175,
     "case_f1": 0.8076923076923077,
     "n_words": 25331
    },
    "som_Latn": {
     "punct_f1": 0.5833333333333334,
     "case_acc": 0.9441249678139215,
     "case_f1": 0.7641136281912981,
     "n_words": 23302
    },
    "sot_Latn": {
     "punct_f1": 0.23788003286770748,
     "case_acc": 0.7491145218417946,
     "case_f1": 0.37059591126576774,
     "n_words": 28798
    },
    "spa_Latn": {
     "punct_f1": 0.7782087447108603,
     "case_acc": 0.9742724588781105,
     "case_f1": 0.8706912968958294,
     "n_words": 26081
    },
    "srd_Latn": {
     "punct_f1": 0.34901960784313724,
     "case_acc": 0.8858602402121354,
     "case_f1": 0.511181050190492,
     "n_words": 25644
    },
    "srp_Cyrl": {
     "punct_f1": 0.7981182245858048,
     "case_acc": 0.9762423186722795,
     "case_f1": 0.8921885087153002,
     "n_words": 20667
    },
    "ssw_Latn": {
     "punct_f1": 0.26564759347242306,
     "case_acc": 0.8498129003615146,
     "case_f1": 0.45742981054553755,
     "n_words": 15767
    },
    "sun_Latn": {
     "punct_f1": 0.48878544223444775,
     "case_acc": 0.9184014587448716,
     "case_f1": 0.734520503185754,
     "n_words": 19743
    },
    "swe_Latn": {
     "punct_f1": 0.7969667318982387,
     "case_acc": 0.9800987654320987,
     "case_f1": 0.9077507259325441,
     "n_words": 20250
    },
    "swh_Latn": {
     "punct_f1": 0.6715425531914894,
     "case_acc": 0.9536928212119787,
     "case_f1": 0.8218933856302372,
     "n_words": 21271
    },
    "szl_Latn": {
     "punct_f1": 0.5402320014730252,
     "case_acc": 0.9157443770082113,
     "case_f1": 0.6791650560494782,
     "n_words": 19607
    },
    "tam_Taml": {
     "punct_f1": 0.6916005014625992,
     "case_acc": 0.9985675062671601,
     "case_f1": 0.8393782383419689,
     "n_words": 16754
    },
    "taq_Latn": {
     "punct_f1": 0.2093947183921477,
     "case_acc": 0.6955298090904827,
     "case_f1": 0.34434152235199356,
     "n_words": 21319
    },
    "taq_Tfng": {
     "punct_f1": 0.012726382770435633,
     "case_acc": 0.9923850709786594,
     "case_f1": 0.5651105651105651,
     "n_words": 21274
    },
    "tat_Cyrl": {
     "punct_f1": 0.29263287502565155,
     "case_acc": 0.8755013368983957,
     "case_f1": 0.5409267197387222,
     "n_words": 17952
    },
    "tel_Telu": {
     "punct_f1": 0.6985991866244916,
     "case_acc": 0.9977532075917933,
     "case_f1": 0.917910447761194,
     "n_words": 16913
    },
    "tgk_Cyrl": {
     "punct_f1": 0.22005089058524174,
     "case_acc": 0.4790197142340387,
     "case_f1": 0.24956086136230565,
     "n_words": 22116
    },
    "tgl_Latn": {
     "punct_f1": 0.6575692963752665,
     "case_acc": 0.955314776760695,
     "case_f1": 0.8044566445987406,
     "n_words": 26765
    },
    "tir_Ethi": {
     "punct_f1": 0.3865546218487395,
     "case_acc": 0.9981768934263986,
     "case_f1": 0.45977011494252873,
     "n_words": 19198
    },
    "tpi_Latn": {
     "punct_f1": 0.21609893686266002,
     "case_acc": 0.664812590860249,
     "case_f1": 0.2966443841419022,
     "n_words": 31642
    },
    "tsn_Latn": {
     "punct_f1": 0.24165528010931095,
     "case_acc": 0.7882429360181877,
     "case_f1": 0.36784055727554177,
     "n_words": 30790
    },
    "tso_Latn": {
     "punct_f1": 0.2709074733096085,
     "case_acc": 0.7945017437115085,
     "case_f1": 0.4123493338972299,
     "n_words": 26954
    },
    "tuk_Latn": {
     "punct_f1": 0.28155628155628154,
     "case_acc": 0.8762696729545708,
     "case_f1": 0.487072945521699,
     "n_words": 17918
    },
    "tum_Latn": {
     "punct_f1": 0.281336454564801,
     "case_acc": 0.8488908860656073,
     "case_f1": 0.5131768716402255,
     "n_words": 24479
    },
    "tur_Latn": {
     "punct_f1": 0.7496522948539638,
     "case_acc": 0.9676741279400068,
     "case_f1": 0.892632358385783,
     "n_words": 17602
    },
    "twi_Latn": {
     "punct_f1": 0.20424789060226942,
     "case_acc": 0.8928489131269682,
     "case_f1": 0.5278572630870224,
     "n_words": 26038
    },
    "tzm_Tfng": {
     "punct_f1": 0.008503401360544218,
     "case_acc": 0.9990698498471896,
     "case_f1": 0.631578947368421,
     "n_words": 22577
    },
    "uig_Arab": {
     "punct_f1": 0.7565156139938953,
     "case_acc": 0.9983042224860098,
     "case_f1": 0.8240740740740741,
     "n_words": 17691
    },
    "ukr_Cyrl": {
     "punct_f1": 0.848661800486618,
     "case_acc": 0.9726185480486781,
     "case_f1": 0.8841875681570338,
     "n_words": 19064
    },
    "umb_Latn": {
     "punct_f1": 0.2445842068483578,
     "case_acc": 0.8126489662435563,
     "case_f1": 0.4655819774718398,
     "n_words": 18041
    },
    "urd_Arab": {
     "punct_f1": 0.7018978102189781,
     "case_acc": 0.9994211497413263,
     "case_f1": 0.7804878048780488,
     "n_words": 27641
    },
    "uzn_Latn": {
     "punct_f1": 0.7329044555634977,
     "case_acc": 0.9580350258839079,
     "case_f1": 0.8264750707598519,
     "n_words": 18158
    },
    "vec_Latn": {
     "punct_f1": 0.4219790675547098,
     "case_acc": 0.9189132618888145,
     "case_f1": 0.6240153698366955,
     "n_words": 23888
    },
    "vie_Latn": {
     "punct_f1": 0.6681960375391033,
     "case_acc": 0.9576941866145579,
     "case_f1": 0.7923222152297043,
     "n_words": 30705
    },
    "war_Latn": {
     "punct_f1": 0.27213910230489285,
     "case_acc": 0.880771478667446,
     "case_f1": 0.562674836818969,
     "n_words": 27376
    },
    "wol_Latn": {
     "punct_f1": 0.2281069743051914,
     "case_acc": 0.7940071913703556,
     "case_f1": 0.38875103391232424,
     "n_words": 25030
    },
    "xho_Latn": {
     "punct_f1": 0.3869336143308746,
     "case_acc": 0.8926703261220535,
     "case_f1": 0.5718677940046119,
     "n_words": 15485
    },
    "ydd_Hebr": {
     "punct_f1": 0.6406672678088368,
     "case_acc": 0.998649472858761,
     "case_f1": 0.8552188552188552,
     "n_words": 22954
    },
    "yor_Latn": {
     "punct_f1": 0.25869336143308747,
     "case_acc": 0.892535060188312,
     "case_f1": 0.5214637579169599,
     "n_words": 25171
    },
    "yue_Hant": {
     "punct_f1": 0.7567665102850957,
     "case_acc": 0.9985052723122079,
     "case_f1": 0.9050086355785838,
     "n_words": 36796
    },
    "zho_Hans": {
     "punct_f1": 0.7710272465730242,
     "case_acc": 0.9981955880857986,
     "case_f1": 0.9230769230769231,
     "n_words": 39348
    },
    "zho_Hant": {
     "punct_f1": 0.7563496234016466,
     "case_acc": 0.9987337679831888,
     "case_f1": 0.9090909090909091,
     "n_words": 37118
    },
    "zsm_Latn": {
     "punct_f1": 0.7069145602673909,
     "case_acc": 0.956625192088435,
     "case_f1": 0.849721706864564,
     "n_words": 20173
    },
    "zul_Latn": {
     "punct_f1": 0.3646174600115629,
     "case_acc": 0.8974829243612447,
     "case_f1": 0.5203539823008849,
     "n_words": 15812
    }
   },
   "ted": {
    "eng_Latn": {
     "punct_f1": 0.6708914237431348,
     "case_acc": 0.9579866401031291,
     "case_f1": 0.826378896882494,
     "n_words": 17066
    },
    "deu_Latn": {
     "punct_f1": 0.7536124490552056,
     "case_acc": 0.9634278432621854,
     "case_f1": 0.9357818341763801,
     "n_words": 15695
    },
    "fra_Latn": {
     "punct_f1": 0.6487055356766996,
     "case_acc": 0.9602394931116666,
     "case_f1": 0.7691279652522552,
     "n_words": 17203
    },
    "spa_Latn": {
     "punct_f1": 0.6239529092143989,
     "case_acc": 0.9580551171543038,
     "case_f1": 0.7697865353037767,
     "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
    },
    "rus_Cyrl": {
     "punct_f1": 0.766579634464752,
     "case_acc": 0.9607622530061177,
     "case_f1": 0.7951895043731778,
     "n_words": 14221
    },
    "ukr_Cyrl": {
     "punct_f1": 0.738886050076648,
     "case_acc": 0.9533871082875295,
     "case_f1": 0.7765023632680621,
     "n_words": 14009
    },
    "ces_Latn": {
     "punct_f1": 0.7088989441930619,
     "case_acc": 0.9510550358929737,
     "case_f1": 0.7574133619149697,
     "n_words": 13791
    },
    "ron_Latn": {
     "punct_f1": 0.6295369211514393,
     "case_acc": 0.9559519475791772,
     "case_f1": 0.7670364500792393,
     "n_words": 16482
    },
    "hun_Latn": {
     "punct_f1": 0.7129548251010722,
     "case_acc": 0.9484786402610214,
     "case_f1": 0.7492690058479532,
     "n_words": 13179
    },
    "ell_Grek": {
     "punct_f1": 0.6134826218801026,
     "case_acc": 0.9520185106253425,
     "case_f1": 0.7555691180958194,
     "n_words": 16423
    },
    "bul_Cyrl": {
     "punct_f1": 0.6938775510204082,
     "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": {
     "punct_f1": 0.47045707915273133,
     "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,
     "case_acc": 0.9992852823134861,
     "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": {
    "punct_f1": 0.7504381283320739,
    "case_f1": 0.8296583706289874,
    "case_acc": 0.9662893209415823,
    "n_langs": 12
   },
   "flores": {
    "punct_f1": 0.4830421886825143,
    "case_f1": 0.6577061562939608,
    "case_acc": 0.9116484886435792,
    "n_langs": 199
   },
   "ted": {
    "punct_f1": 0.643693657471781,
    "case_f1": 0.7742067588777227,
    "case_acc": 0.9674756011316188,
    "n_langs": 25
   }
  },
  "aligned_chunks": 65210,
  "seconds": 7
 }
}