flat-cnn-Hidden_MEDIUM_Embed_MEDIUM_NLayer_MEDIUM_LR_0.001

rewicks/flat-cnn-Hidden_MEDIUM_Embed_MEDIUM_NLayer_MEDIUM_LR_0.001

flat-cnn-Hidden_MEDIUM_Embed_MEDIUM_NLayer_MEDIUM_LR_0.001 is a machine learning model from rewicks. Use it for the machine learning task on the model card, and read the license before you ship it in a product.

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At a glance

Model type: LidirlCNN
Access: Public
Created: Oct 16, 2025
Updated: Oct 16, 2025
SHA: d8ca982c

Model card

From the Hugging Face model README

Flores+ Dev Scores

Language	F1	Precision	Recall
__label__ace_Arab	0.9073610415623435	0.906	0.9087261785356068
__label__ace_Latn	0.981564524165421	0.9752475247524752	0.9879638916750251
__label__acm_Arab	0.07925801011804384	0.24867724867724866	0.04714142427281846
__label__acq_Arab	0.017110266159695818	0.16363636363636364	0.009027081243731194
__label__aeb_Arab	0.18551236749116606	0.7777777777777778	0.10531594784353059
__label__afr_Latn	0.9836552748885586	0.9716242661448141	0.995987963891675
__label__als_Latn	0.9984962406015037	0.9979959919839679	0.9989969909729187
__label__amh_Ethi	0.997	0.9940179461615155	1.0
__label__apc_Arab	0.1909246575342466	0.652046783625731	0.11183550651955868
__label__arb_Arab	0.22911363110391111	0.12949640287769784	0.9929789368104313
__label__ars_Arab	0.0	0.0	0.0
__label__ary_Arab	0.5988700564971752	0.685640362225097	0.5315947843530592
__label__arz_Arab	0.4026369168356998	0.40717948717948715	0.3981945837512538
__label__asm_Beng	0.998997995991984	0.997997997997998	1.0
__label__ast_Latn	0.9559939301972686	0.9642857142857143	0.9478435305917753
__label__awa_Deva	0.35516969218626676	0.8333333333333334	0.22567703109327983
__label__ayr_Latn	0.9964841788046208	0.9979879275653923	0.9949849548645938
__label__azb_Arab	0.8126984126984127	0.8600223964165733	0.7703109327983951
__label__azj_Latn	0.996993987975952	0.995995995995996	0.9979939819458375
__label__bak_Cyrl	0.9954751131221719	0.9979838709677419	0.9929789368104313
__label__bam_Latn	0.547408829174664	0.44340796019900497	0.7151454363089268
__label__ban_Latn	0.9162666666666667	0.9783599088838268	0.8615847542627884
__label__bel_Cyrl	0.9994987468671679	0.998997995991984	1.0
__label__bem_Latn	0.9674511767651478	0.966	0.9689067201604814
__label__ben_Beng	1.0	1.0	1.0
__label__bho_Deva	0.7143394806172375	0.5716867469879519	0.9518555667001003
__label__bjn_Arab	0.8802880288028803	0.7983673469387755	0.9809428284854563
__label__bjn_Latn	0.8819538670284939	0.8031301482701813	0.9779338014042126
__label__bod_Tibt	0.973305954825462	0.9968454258675079	0.950852557673019
__label__bos_Latn	0.48981900452488697	0.5616083009079118	0.43430290872617855
__label__bug_Latn	0.9597938144329896	0.9872746553552492	0.9338014042126379
__label__bul_Cyrl	0.9712615684364345	0.9441287878787878	1.0
__label__cat_Latn	0.9212007504690432	0.8651982378854626	0.9849548645937813
__label__ceb_Latn	0.9879879879879879	0.986013986013986	0.9899699097291875
__label__ces_Latn	0.9895470383275261	0.9822134387351779	0.9969909729187563
__label__cjk_Latn	0.29908103592314117	0.895	0.17953861584754263
__label__ckb_Arab	1.0	1.0	1.0
__label__cmn_Hans	0.6761107533805538	0.9442446043165468	0.526579739217653
__label__cmn_Hant	0.2746710526315789	0.7625570776255708	0.1675025075225677
__label__crh_Latn	0.9822064056939501	0.9958762886597938	0.9689067201604814
__label__cym_Latn	0.9979899497487438	1.0	0.995987963891675
__label__dan_Latn	0.9547993905535805	0.9670781893004116	0.9428284854563691
__label__deu_Latn	0.9915380786460926	0.9841897233201581	0.9989969909729187
__label__dik_Latn	0.9744897959183674	0.9916926272066459	0.9578736208625878
__label__dyu_Latn	0.022237665045170257	0.03619909502262444	0.0160481444332999
__label__dzo_Tibt	0.8861209964412812	0.7961630695443646	0.9989969909729187
__label__ekk_Latn	0.995004995004995	0.991044776119403	0.9989969909729187
__label__ell_Grek	0.9994987468671679	0.998997995991984	1.0
__label__eng_Latn	0.9826818406729343	0.9697265625	0.995987963891675
__label__epo_Latn	0.9964982491245622	0.9940119760479041	0.9989969909729187
__label__eus_Latn	0.9851778656126483	0.9707887049659202	1.0
__label__ewe_Latn	0.9954751131221719	0.9979838709677419	0.9929789368104313
__label__fao_Latn	0.9821605550049554	0.970617042115573	0.9939819458375125
__label__fij_Latn	0.9949748743718593	0.9969788519637462	0.9929789368104313
__label__fil_Latn	0.9856079404466501	0.9754420432220039	0.995987963891675
__label__fin_Latn	0.9974962443665497	0.996	0.9989969909729187
__label__fon_Latn	0.9873289406994425	0.9979508196721312	0.9769307923771314
__label__fra_Latn	0.9870259481037924	0.9821251241310824	0.9919759277833501
__label__fur_Latn	0.982	0.9790628115653041	0.9849548645937813
__label__fuv_Latn	0.8967009194159005	0.9730046948356808	0.831494483450351
__label__gaz_Latn	0.9939698492462312	0.9959718026183283	0.9919759277833501
__label__gla_Latn	0.9974962443665497	0.996	0.9989969909729187
__label__gle_Latn	0.9974987493746873	0.9950099800399201	1.0
__label__glg_Latn	0.9464899361806578	0.926923076923077	0.966900702106319
__label__gug_Latn	0.992	0.9890329012961117	0.9949849548645938
__label__guj_Gujr	0.9994987468671679	0.998997995991984	1.0
__label__hat_Latn	0.9793103448275863	0.9622458857696031	0.9969909729187563
__label__hau_Latn	0.983184965380811	0.9697560975609756	0.9969909729187563
__label__heb_Hebr	0.998997995991984	0.997997997997998	1.0
__label__hin_Deva	0.6920391061452513	0.5307980717728977	0.9939819458375125
__label__hne_Deva	0.7680890538033395	0.7144089732528042	0.8304914744232698
__label__hrv_Latn	0.6268656716417911	0.5242914979757085	0.7793380140421263
__label__hun_Latn	0.9969909729187563	0.9969909729187563	0.9969909729187563
__label__hye_Armn	1.0	1.0	1.0
__label__ibo_Latn	0.9785495403472931	0.9968782518210197	0.9608826479438315
__label__ilo_Latn	0.9920318725099603	0.9851632047477745	0.9989969909729187
__label__ind_Latn	0.7066473988439307	0.5522303783173348	0.9809428284854563
__label__isl_Latn	0.9783464566929134	0.9603864734299516	0.9969909729187563
__label__ita_Latn	0.9655507035419698	0.9351503759398496	0.9979939819458375
__label__jav_Latn	0.8682447521214828	0.782608695652174	0.9749247743229689
__label__jpn_Jpan	0.9881070366699702	0.9764936336924583	1.0
__label__kab_Latn	0.8635773061931572	0.7599085365853658	1.0
__label__kac_Latn	0.9974962443665497	0.996	0.9989969909729187
__label__kam_Latn	0.5304922850844968	0.9917582417582418	0.362086258776329
__label__kan_Knda	1.0	1.0	1.0
__label__kas_Arab	0.9806320081549439	0.9968911917098445	0.9648946840521565
__label__kas_Deva	0.7940033314825098	0.8893034825870647	0.7171514543630892
__label__kat_Geor	1.0	1.0	1.0
__label__kaz_Cyrl	0.9979939819458375	0.9979939819458375	0.9979939819458375
__label__kbp_Latn	0.9979959919839679	0.996996996996997	0.9989969909729187
__label__kea_Latn	0.9546165884194052	0.9945652173913043	0.917753259779338
__label__khk_Cyrl	0.9979959919839679	0.996996996996997	0.9989969909729187
__label__khm_Khmr	1.0	1.0	1.0
__label__kik_Latn	0.9644422795908426	0.9375	0.9929789368104313
__label__kin_Latn	0.8943165805542508	0.8409893992932862	0.954864593781344
__label__kir_Cyrl	0.9871159563924677	0.9755142017629774	0.9989969909729187
__label__kmb_Latn	0.7405572755417957	0.9676375404530745	0.5997993981945837
__label__kmr_Latn	0.9959758551307848	0.9989909182643795	0.9929789368104313
__label__knc_Arab	0.6846965699208444	1.0	0.5205616850551655
__label__knc_Latn	0.9548989113530325	0.9881974248927039	0.9237713139418254
__label__kor_Hang	1.0	1.0	1.0
__label__ktu_Latn	0.9769307923771315	0.9769307923771314	0.9769307923771314
__label__lao_Laoo	1.0	1.0	1.0
__label__lij_Latn	0.9602746444335458	0.9395393474088292	0.9819458375125376
__label__lim_Latn	0.952430196483971	0.9829242262540021	0.9237713139418254
__label__lin_Latn	0.9788092835519677	0.9847715736040609	0.9729187562688064
__label__lit_Latn	0.9935097353969047	0.989065606361829	0.9979939819458375
__label__lmo_Latn	0.9178644763860369	0.9400630914826499	0.8966900702106319
__label__ltg_Latn	0.9879032258064516	0.9929078014184397	0.9829488465396189
__label__ltz_Latn	0.98842476094615	0.9919191919191919	0.9849548645937813
__label__lua_Latn	0.9390115667718192	0.9867403314917127	0.8956870611835507
__label__lug_Latn	0.9706321553011449	0.9634387351778656	0.9779338014042126
__label__luo_Latn	0.9864116758933066	0.98989898989899	0.9829488465396189
__label__lus_Latn	0.9842239185750636	0.9989669421487604	0.9699097291875627
__label__lvs_Latn	0.9871159563924677	0.9755142017629774	0.9989969909729187
__label__mag_Deva	0.8731942215088282	0.9357798165137615	0.8184553660982948
__label__mai_Deva	0.9229144667370645	0.9743589743589743	0.876629889669007
__label__mal_Mlym	0.9994987468671679	0.998997995991984	1.0
__label__mar_Deva	0.7533056290139781	0.6042424242424242	1.0
__label__min_Latn	0.9583333333333333	0.9711637487126673	0.9458375125376128
__label__mkd_Cyrl	0.9774509803921568	0.9558964525407478	1.0
__label__mlt_Latn	0.9994982438534872	1.0	0.9989969909729187
__label__mni_Beng	0.9979979979979979	0.996003996003996	1.0
__label__mos_Latn	0.9175704989154012	0.9988193624557261	0.8485456369107321
__label__mri_Latn	0.998997995991984	0.997997997997998	1.0
__label__mya_Mymr	1.0	1.0	1.0
__label__nld_Latn	0.9550507491541808	0.9216417910447762	0.9909729187562688
__label__nno_Latn	0.929	0.9262213359920239	0.9317953861584755
__label__nob_Latn	0.867513611615245	0.792046396023198	0.958876629889669
__label__npi_Deva	0.9034013605442176	0.8245033112582781	0.9989969909729187
__label__nso_Latn	0.9834420471650778	0.9839357429718876	0.9829488465396189
__label__nus_Latn	0.9964877069744105	0.9969879518072289	0.995987963891675
__label__nya_Latn	0.9672943508424182	0.9559255631733594	0.9789368104312939
__label__oci_Latn	0.9579995144452538	0.9284705882352942	0.9894684052156469
__label__ory_Orya	1.0	1.0	1.0
__label__pag_Latn	0.9829829829829829	0.981018981018981	0.9849548645937813
__label__pan_Guru	1.0	1.0	1.0
__label__pap_Latn	0.9781746031746031	0.9676153091265947	0.9889669007021064
__label__pbt_Arab	0.9793713163064833	0.9595765158806545	1.0
__label__pes_Arab	0.16091954022988506	0.14855687606112053	0.17552657973921765
__label__plt_Latn	0.9505783385909569	0.9988950276243094	0.9067201604814443
__label__pol_Latn	0.9731314118221789	0.9485714285714286	0.9989969909729187
__label__por_Latn	0.9673330082886397	0.9411764705882353	0.9949849548645938
__label__prs_Arab	0.6337325349301398	0.6305858987090367	0.6369107321965898
__label__quy_Latn	0.9964947421131698	0.995	0.9979939819458375
__label__ron_Latn	0.9964982491245622	0.9940119760479041	0.9989969909729187
__label__run_Latn	0.8968377397615346	0.9281115879828327	0.8676028084252758
__label__rus_Cyrl	0.9920318725099603	0.9851632047477745	0.9989969909729187
__label__sag_Latn	0.9837728194726167	0.9948717948717949	0.9729187562688064
__label__san_Deva	0.9774358974358974	1.0	0.9558676028084253
__label__sat_Olck	0.9994987468671679	0.998997995991984	1.0
__label__scn_Latn	0.9905236907730672	0.9851190476190477	0.995987963891675
__label__shn_Mymr	0.9150986691142726	0.8434856175972927	1.0
__label__sin_Sinh	1.0	1.0	1.0
__label__slk_Latn	0.9919839679358717	0.990990990990991	0.9929789368104313
__label__slv_Latn	0.981018981018981	0.9771144278606965	0.9849548645937813
__label__smo_Latn	0.9924736578023081	0.9929718875502008	0.9919759277833501
__label__sna_Latn	0.9895157264103844	0.9850894632206759	0.9939819458375125
__label__snd_Arab	0.9935162094763091	0.9880952380952381	0.9989969909729187
__label__som_Latn	0.9866402770905492	0.9736328125	1.0
__label__sot_Latn	0.9685916919959474	0.9785056294779939	0.958876629889669
__label__spa_Latn	0.9099222679469594	0.8361344537815126	0.9979939819458375
__label__srd_Latn	0.9858728557013118	0.9918781725888325	0.9799398194583752
__label__srp_Cyrl	0.995004995004995	0.991044776119403	0.9989969909729187
__label__ssw_Latn	0.9559877175025588	0.9759665621734587	0.9368104312938816
__label__sun_Latn	0.9152542372881356	0.9098116947472745	0.9207622868605817
__label__swe_Latn	0.9884942471235617	0.9860279441117764	0.9909729187562688
__label__swh_Latn	0.9479318734793187	0.9206049149338374	0.9769307923771314
__label__szl_Latn	0.9842399593289274	0.9979381443298969	0.970912738214644
__label__tam_Taml	1.0	1.0	1.0
__label__taq_Latn	0.7596330275229358	0.9733542319749217	0.6228686058174524
__label__taq_Tfng	0.9929859719438877	0.991991991991992	0.9939819458375125
__label__tat_Cyrl	0.9866004962779156	0.9764243614931237	0.9969909729187563
__label__tel_Telu	1.0	1.0	1.0
__label__tgk_Cyrl	0.9979939819458375	0.9979939819458375	0.9979939819458375
__label__tha_Thai	1.0	1.0	1.0
__label__tir_Ethi	0.9984947315604615	0.998995983935743	0.9979939819458375
__label__tpi_Latn	0.9908906882591093	1.0	0.9819458375125376
__label__tsn_Latn	0.9536231884057971	0.9198508853681268	0.9899699097291875
__label__tso_Latn	0.9824032176973354	0.9848790322580645	0.9799398194583752
__label__tuk_Latn	1.0	1.0	1.0
__label__tum_Latn	0.9757785467128027	0.9619883040935673	0.9899699097291875
__label__tur_Latn	0.9768358797437161	0.9602713178294574	0.9939819458375125
__label__twi_Latn	0.9896595208070618	0.9954337899543378	0.9839518555667001
__label__uig_Arab	0.9994987468671679	0.998997995991984	1.0
__label__ukr_Cyrl	0.9974962443665497	0.996	0.9989969909729187
__label__umb_Latn	0.7589616810877627	0.9887278582930756	0.6158475426278837
__label__urd_Arab	0.9586538461538462	0.9205909510618652	1.0
__label__uzn_Latn	0.9914872308462694	0.99	0.9929789368104313
__label__vec_Latn	0.9711684370257967	0.9795918367346939	0.9628886659979939
__label__vie_Latn	1.0	1.0	1.0
__label__war_Latn	0.9935097353969047	0.989065606361829	0.9979939819458375
__label__wol_Latn	0.9919273461150353	0.9979695431472081	0.9859578736208626
__label__xho_Latn	0.8986520219670494	0.8946322067594433	0.9027081243731193
__label__ydd_Hebr	0.9876176324913324	0.9755381604696673	1.0
__label__yor_Latn	0.975438596491228	0.9749498997995992	0.9759277833500501
__label__yue_Hant	0.5456570155902004	0.37764932562620424	0.9829488465396189
__label__zgh_Tfng	0.9979979979979979	0.996003996003996	1.0
__label__zsm_Latn	0.8059562587249886	0.7517361111111112	0.8686058174523571
__label__zul_Latn	0.8966806919121085	0.839754816112084	0.9618856569709128

Aggregate Score By Augmentation Set

Augmentation Set	F1	Precision	Recall
dev/add	0.5174125558983603	0.8669826554676519	0.3687367521283061
dev/addemojis	0.8743789047153169	0.9102554506474482	0.8412231769199223
dev/antspeak	0.2105878284099176	0.2655078826881583	0.1744939251251291
dev/cyrillic	0.5256283809030105	0.8246023531399844	0.3857632009328478
dev/floresplus	0.8962372950247671	0.8883608721822029	0.9042546358286683
dev/delete	0.8456696074697083	0.8825235678027556	0.8117702862281425
dev/hashtag	0.36821604681558934	0.29492940907049575	0.48996743926360364
dev/html	0.8930418639743475	0.8971790179172505	0.8889426901393837
dev/leetspeak	0.7149704831647422	0.8744462545371402	0.6046909200507927
dev/ngrams	0.7078827280115021	0.6660363877174027	0.7553399113596948
dev/short	0.31615094028348273	0.2288171196589512	0.5113023800465436
dev/spongebob	0.7966752811343158	0.8729886783121678	0.732631391712082
dev/swap	0.7883433054772618	0.8877696862451507	0.7089445676932274
dev/url	0.8797996873292067	0.9060494046933412	0.8550281386030011

Type: LidirlCNN
Created: Oct 16, 2025
Updated: Oct 16, 2025