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--- |
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license: cc-by-nc-4.0 |
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datasets: |
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- ua-l/topics-text-label |
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language: |
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- uk |
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base_model: |
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- Geotrend/distilbert-base-uk-cased |
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pipeline_tag: text-classification |
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--- |
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This model predicts a legal topic from question in Ukrainian. |
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## Labels |
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Topic | Samples | Accuracy | F1 |
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-- | -- | -- | -- |
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opodatkuvannia | 12 | 0.75 | 0.4286 |
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viiskovie_pravo | 45 | 0.7556 | 0.123 |
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bankivska_diialnist | 9 | 0.6667 | 0.2 |
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sotsialnyj_zakhist | 17 | 0.2941 | 0.0455 |
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doghovirni_vidnosini | 5 | 0.6 | 0.25 |
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prava_spozhivachiv | 3 | 0.3333 | 0.1667 |
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kriminalnie_pravo | 8 | 0.625 | 0.1923 |
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avtovlasnykam | 13 | 0.6923 | 0.1636 |
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piensiiata_sotsialni_viplati | 13 | 0.6154 | 0.254 |
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inshe | 52 | 0.5577 | 0.0477 |
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tsivilne_pravo | 10 | 0.2 | 0.0833 |
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zhitlovi_pravovidnosini | 6 | 0.3333 | 0.125 |
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prava_vnutrishno_pieriemishchienikh_osib | 9 | 0.7778 | 0.2917 |
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sudova_praktika | 14 | 0.7143 | 0.2083 |
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nierukhomist | 9 | 0.5556 | 0.1429 |
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simejne_pravo | 25 | 0.72 | 0.1395 |
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pratsevlashtuvvannya | 16 | 0.75 | 0.1714 |
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ziemielnie_pravo | 7 | 1.0 | 1.0 |
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intieliektualna_vlasnist | 3 | 0.6667 | 0.4 |
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pidpriemnicka_dialnist | 4 | 0.25 | 0.1 |
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immighratsiia_iemighratsiia | 10 | 0.5 | 0.1667 |
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dovircha_vlastnist | 1 | 0.0 | 0.0 |
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reyestraciya_likvidaciya_bankrutstvo | 7 | 0.5714 | 0.1818 |
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administrativnie_pravo | 3 | 0.0 | 0.0 |
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gospodarskie_pravo | 4 | 0.0 | 0.0 |
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korporativnie_pravo | 2 | 1.0 | 1.0 |
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spadkove_pravo | 6 | 0.8333 | 0.4545 |
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medicina | 5 | 0.6 | 0.25 |
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litsienzuvannia | 1 | 0.0 | 0.0 |
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notarialni_pytanniia | 2 | 0.5 | 0.3333 |
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gromadianski_pravovidnosini | 3 | 0.0 | 0.0 |
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mytne_pravo | 1 | 0.0 | 0.0 |
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dierzhavni_zakupivli | 1 | 0.0 | 0.0 |
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strakhuvannya | 1 | 0.0 | 0.0 |
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vighotovliennia_produktsiyi_ta_nadannia_poslugh | 1 | 0.0 | 0.0 |
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mizhnarodni_pravovidnosini | 2 | 0.0 | 0.0 |
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investitsii | 1 | 0.0 | 0.0 |
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ekologiya | 1 | 0.0 | 0.0 |
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reklama | 1 | 0.0 | 0.0 |
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--- |
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- Average accuracy: 0.5856 |
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- Average F1 (MACRO): 0.3959 |
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