README.md

metadata

library_name: transformers
license: cc-by-nc-4.0
datasets:
  - ua-l/topics-text-label
language:
  - uk
model-index:
  - name: w2v-bert-2.0-uk-v2.1
    results:
      - task:
          name: text classification
          type: text-classification
        metrics:
          - name: Accuracy
            type: accuracy
            value: 0.57278
          - name: F1 (MACRO)
            type: f1
            value: 0.39054
base_model:
  - Geotrend/distilbert-base-uk-cased
pipeline_tag: text-classification

TEST ACCURACY: 0.57278 ; F1 (MACRO): 0.39054

---

Topic	Samples	Accuracy	F1
opodatkuvannia	12	0.75	0.4286
viiskovie_pravo	45	0.7556	0.123
bankivska_diialnist	9	0.6667	0.2
sotsialnyj_zakhist	17	0.2941	0.0455
doghovirni_vidnosini	5	0.6	0.25
prava_spozhivachiv	3	0.3333	0.1667
kriminalnie_pravo	8	0.625	0.1923
avtovlasnykam	13	0.6923	0.1636
piensiiata_sotsialni_viplati	14	0.5714	0.1818
inshe	53	0.5472	0.0442
tsivilne_pravo	11	0.1818	0.0769
zhitlovi_pravovidnosini	6	0.3333	0.125
prava_vnutrishno_pieriemishchienikh_osib	10	0.7	0.2059
sudova_praktika	14	0.7143	0.2083
nierukhomist	9	0.5556	0.1429
simejne_pravo	27	0.7407	0.1418
pratsevlashtuvvannya	16	0.75	0.1714
ziemielnie_pravo	7	1.0	1.0
intieliektualna_vlasnist	3	0.6667	0.4
pidpriemnicka_dialnist	4	0.25	0.1
immighratsiia_iemighratsiia	10	0.5	0.1667
dovircha_vlastnist	1	0.0	0.0
reyestraciya_likvidaciya_bankrutstvo	7	0.5714	0.1818
administrativnie_pravo	3	0.0	0.0
gospodarskie_pravo	4	0.0	0.0
korporativnie_pravo	2	1.0	1.0
spadkove_pravo	7	0.8571	0.4615
medicina	6	0.6667	0.2667
litsienzuvannia	1	0.0	0.0
notarialni_pytanniia	2	0.5	0.3333
gromadianski_pravovidnosini	3	0.0	0.0
mytne_pravo	1	0.0	0.0
dierzhavni_zakupivli	1	0.0	0.0
strakhuvannya	1	0.0	0.0
vighotovliennia_produktsiyi_ta_nadannia_poslugh	1	0.0	0.0
mizhnarodni_pravovidnosini	2	0.0	0.0
investitsii	1	0.0	0.0
ekologiya	1	0.0	0.0
reklama	1	0.0	0.0