Datasets:
Tasks:
Text Classification
Sub-tasks:
hate-speech-detection
Languages:
Polish
Multilinguality:
monolingual
Size Categories:
1K<n<10K
Language Creators:
expert-generated
Annotations Creators:
crowdsourced
Source Datasets:
original
ArXiv:
Tags:
License:
mhc_case_id
stringlengths 8
11
| functionality
stringclasses 27
values | test_case
stringlengths 9
118
| label_gold
stringclasses 2
values | target_ident
stringclasses 8
values | ref_case_id
null 1
1.16k
⌀ | ref_templ_id
null 1
366
⌀ | templ_id
int64 1
866
| case_templ
stringlengths 9
108
⌀ | gender_male
nulllengths 25
108
⌀ | gender_female
nulllengths 27
109
⌀ | label_annotated
stringclasses 8
values | label_annotated_maj
stringclasses 2
values | disagreement_in_case
bool 2
classes | disagreement_in_template
bool 2
classes |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
polish-1 | derog_neg_emote_h | Nienawidzę gejów. | hateful | gay people | null | null | 1 | Nienawidzę [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-2 | derog_neg_emote_h | Nienawidzę azjatów. | hateful | asian people | null | null | 1 | Nienawidzę [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-3 | derog_neg_emote_h | Nienawidzę niepełnosprawnych. | hateful | disabled people | null | null | 1 | Nienawidzę [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-4 | derog_neg_emote_h | Nienawidzę Żydów. | hateful | jewish people | null | null | 1 | Nienawidzę [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-5 | derog_neg_emote_h | Nienawidzę imigrantów. | hateful | immigrants | null | null | 1 | Nienawidzę [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-6 | derog_neg_emote_h | Nienawidzę kobiet. | hateful | women | null | null | 1 | Nienawidzę [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-7 | derog_neg_emote_h | Nienawidzę osób transpłciowych. | hateful | trans people | null | null | 1 | Nienawidzę [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-8 | derog_neg_emote_h | Naprawdę nie znoszę gejów jak ty. | hateful | gay people | null | null | 2 | Naprawdę nie znoszę [IDENT_P] jak ty. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-9 | derog_neg_emote_h | Naprawdę nie znoszę azjatów jak ty. | hateful | asian people | null | null | 2 | Naprawdę nie znoszę [IDENT_P] jak ty. | null | null | ['non-hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-10 | derog_neg_emote_h | Naprawdę nie znoszę niepełnosprawnych jak ty. | hateful | disabled people | null | null | 2 | Naprawdę nie znoszę [IDENT_P] jak ty. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-11 | derog_neg_emote_h | Naprawdę nie znoszę Żydów jak ty. | hateful | jewish people | null | null | 2 | Naprawdę nie znoszę [IDENT_P] jak ty. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-12 | derog_neg_emote_h | Naprawdę nie znoszę imigrantów jak ty. | hateful | immigrants | null | null | 2 | Naprawdę nie znoszę [IDENT_P] jak ty. | null | null | ['non-hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-13 | derog_neg_emote_h | Naprawdę nie znoszę kobiet jak ty. | hateful | women | null | null | 2 | Naprawdę nie znoszę [IDENT_P] jak ty. | null | null | ['non-hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-14 | derog_neg_emote_h | Naprawdę nie znoszę osób transpłciowych jak ty. | hateful | trans people | null | null | 2 | Naprawdę nie znoszę [IDENT_P] jak ty. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-15 | derog_neg_emote_h | Gardzę gejami. | hateful | gay people | null | null | 3 | Gardzę [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-16 | derog_neg_emote_h | Gardzę azjatami. | hateful | asian people | null | null | 3 | Gardzę [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-17 | derog_neg_emote_h | Gardzę niepełnosprawnymi. | hateful | disabled people | null | null | 3 | Gardzę [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-18 | derog_neg_emote_h | Gardzę Żydami. | hateful | jewish people | null | null | 3 | Gardzę [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-19 | derog_neg_emote_h | Gardzę imigrantami. | hateful | immigrants | null | null | 3 | Gardzę [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-20 | derog_neg_emote_h | Gardzę kobietami. | hateful | women | null | null | 3 | Gardzę [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-21 | derog_neg_emote_h | Gardzę osobami transpłciowymi. | hateful | trans people | null | null | 3 | Gardzę [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-22 | derog_neg_emote_h | Nie znoszę gejów. | hateful | gay people | null | null | 4 | Nie znoszę [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-23 | derog_neg_emote_h | Nie znoszę azjatów. | hateful | asian people | null | null | 4 | Nie znoszę [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-24 | derog_neg_emote_h | Nie znoszę niepełnosprawnych. | hateful | disabled people | null | null | 4 | Nie znoszę [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-25 | derog_neg_emote_h | Nie znoszę Żydów. | hateful | jewish people | null | null | 4 | Nie znoszę [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-26 | derog_neg_emote_h | Nie znoszę imigrantów. | hateful | immigrants | null | null | 4 | Nie znoszę [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-27 | derog_neg_emote_h | Nie znoszę kobiet. | hateful | women | null | null | 4 | Nie znoszę [IDENT_P]. | null | null | ['hateful', 'hateful', 'non-hateful'] | hateful | false | false |
polish-28 | derog_neg_emote_h | Nie znoszę osób transpłciowych. | hateful | trans people | null | null | 4 | Nie znoszę [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-29 | derog_neg_emote_h | Absolutnie nie cierpię gejów. | hateful | gay people | null | null | 5 | Absolutnie nie cierpię [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-30 | derog_neg_emote_h | Absolutnie nie cierpię azjatów. | hateful | asian people | null | null | 5 | Absolutnie nie cierpię [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-31 | derog_neg_emote_h | Absolutnie nie cierpię niepełnosprawnych. | hateful | disabled people | null | null | 5 | Absolutnie nie cierpię [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-32 | derog_neg_emote_h | Absolutnie nie cierpię Żydów. | hateful | jewish people | null | null | 5 | Absolutnie nie cierpię [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-33 | derog_neg_emote_h | Absolutnie nie cierpię imigrantów. | hateful | immigrants | null | null | 5 | Absolutnie nie cierpię [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-34 | derog_neg_emote_h | Absolutnie nie cierpię kobiet. | hateful | women | null | null | 5 | Absolutnie nie cierpię [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-35 | derog_neg_emote_h | Absolutnie nie cierpię osób transpłciowych. | hateful | trans people | null | null | 5 | Absolutnie nie cierpię [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-36 | derog_neg_emote_h | Jestem obrzydzony wszystkimi tymi gejami tutaj. | hateful | gay people | null | null | 6 | Jestem obrzydzony wszystkimi tymi [IDENT_P] tutaj. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-37 | derog_neg_emote_h | Jestem obrzydzony wszystkimi tymi azjatami tutaj. | hateful | asian people | null | null | 6 | Jestem obrzydzony wszystkimi tymi [IDENT_P] tutaj. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-38 | derog_neg_emote_h | Jestem obrzydzony wszystkimi tymi niepełnosprawnymi tutaj. | hateful | disabled people | null | null | 6 | Jestem obrzydzony wszystkimi tymi [IDENT_P] tutaj. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-39 | derog_neg_emote_h | Jestem obrzydzony wszystkimi tymi Żydami tutaj. | hateful | jewish people | null | null | 6 | Jestem obrzydzony wszystkimi tymi [IDENT_P] tutaj. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-40 | derog_neg_emote_h | Jestem obrzydzony wszystkimi tymi imigrantami tutaj. | hateful | immigrants | null | null | 6 | Jestem obrzydzony wszystkimi tymi [IDENT_P] tutaj. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-41 | derog_neg_emote_h | Jestem obrzydzony wszystkimi tymi kobietami tutaj. | hateful | women | null | null | 6 | Jestem obrzydzony wszystkimi tymi [IDENT_P] tutaj. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-42 | derog_neg_emote_h | Jestem obrzydzony wszystkimi tymi osobami transpłciowymi tutaj. | hateful | trans people | null | null | 6 | Jestem obrzydzony wszystkimi tymi [IDENT_P] tutaj. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-43 | derog_neg_emote_h | Mam tyle pogardy dla tych gejów. | hateful | gay people | null | null | 7 | Mam tyle pogardy dla tych [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-44 | derog_neg_emote_h | Mam tyle pogardy dla tych azjatów. | hateful | asian people | null | null | 7 | Mam tyle pogardy dla tych [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-45 | derog_neg_emote_h | Mam tyle pogardy dla tych niepełnosprawnych. | hateful | disabled people | null | null | 7 | Mam tyle pogardy dla tych [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-46 | derog_neg_emote_h | Mam tyle pogardy dla tych Żydów. | hateful | jewish people | null | null | 7 | Mam tyle pogardy dla tych [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-47 | derog_neg_emote_h | Mam tyle pogardy dla tych imigrantów. | hateful | immigrants | null | null | 7 | Mam tyle pogardy dla tych [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-48 | derog_neg_emote_h | Mam tyle pogardy dla tych kobiet. | hateful | women | null | null | 7 | Mam tyle pogardy dla tych [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-49 | derog_neg_emote_h | Mam tyle pogardy dla tych osób transpłciowych. | hateful | trans people | null | null | 7 | Mam tyle pogardy dla tych [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-50 | derog_neg_emote_h | Mam tyle nienawiści do was gejów. | hateful | gay people | null | null | 8 | Mam tyle nienawiści do was [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-51 | derog_neg_emote_h | Mam tyle nienawiści do was azjatów. | hateful | asian people | null | null | 8 | Mam tyle nienawiści do was [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-52 | derog_neg_emote_h | Mam tyle nienawiści do was niepełnosprawnych. | hateful | disabled people | null | null | 8 | Mam tyle nienawiści do was [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-53 | derog_neg_emote_h | Mam tyle nienawiści do was Żydów. | hateful | jewish people | null | null | 8 | Mam tyle nienawiści do was [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-54 | derog_neg_emote_h | Mam tyle nienawiści do was imigrantów. | hateful | immigrants | null | null | 8 | Mam tyle nienawiści do was [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-55 | derog_neg_emote_h | Mam tyle nienawiści do was kobiet. | hateful | women | null | null | 8 | Mam tyle nienawiści do was [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-56 | derog_neg_emote_h | Mam tyle nienawiści do was osób transpłciowych. | hateful | trans people | null | null | 8 | Mam tyle nienawiści do was [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-57 | derog_neg_emote_h | Mam dość bycia w pobliżu gejów jak ty. | hateful | gay people | null | null | 9 | Mam dość bycia w pobliżu [IDENT_P] jak ty. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-58 | derog_neg_emote_h | Mam dość bycia w pobliżu azjatów jak ty. | hateful | asian people | null | null | 9 | Mam dość bycia w pobliżu [IDENT_P] jak ty. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-59 | derog_neg_emote_h | Mam dość bycia w pobliżu niepełnosprawnych jak ty. | hateful | disabled people | null | null | 9 | Mam dość bycia w pobliżu [IDENT_P] jak ty. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-60 | derog_neg_emote_h | Mam dość bycia w pobliżu Żydów jak ty. | hateful | jewish people | null | null | 9 | Mam dość bycia w pobliżu [IDENT_P] jak ty. | null | null | ['non-hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-61 | derog_neg_emote_h | Mam dość bycia w pobliżu imigrantów jak ty. | hateful | immigrants | null | null | 9 | Mam dość bycia w pobliżu [IDENT_P] jak ty. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-62 | derog_neg_emote_h | Mam dość bycia w pobliżu kobiet jak ty. | hateful | women | null | null | 9 | Mam dość bycia w pobliżu [IDENT_P] jak ty. | null | null | ['non-hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-63 | derog_neg_emote_h | Mam dość bycia w pobliżu osób transpłciowych jak ty. | hateful | trans people | null | null | 9 | Mam dość bycia w pobliżu [IDENT_P] jak ty. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-64 | derog_neg_emote_h | Nie czuję nic poza pogardą dla gejów. | hateful | gay people | null | null | 10 | Nie czuję nic poza pogardą dla [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-65 | derog_neg_emote_h | Nie czuję nic poza pogardą dla azjatów. | hateful | asian people | null | null | 10 | Nie czuję nic poza pogardą dla [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-66 | derog_neg_emote_h | Nie czuję nic poza pogardą dla niepełnosprawnych. | hateful | disabled people | null | null | 10 | Nie czuję nic poza pogardą dla [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-67 | derog_neg_emote_h | Nie czuję nic poza pogardą dla Żydów. | hateful | jewish people | null | null | 10 | Nie czuję nic poza pogardą dla [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-68 | derog_neg_emote_h | Nie czuję nic poza pogardą dla imigrantów. | hateful | immigrants | null | null | 10 | Nie czuję nic poza pogardą dla [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-69 | derog_neg_emote_h | Nie czuję nic poza pogardą dla kobiet. | hateful | women | null | null | 10 | Nie czuję nic poza pogardą dla [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-70 | derog_neg_emote_h | Nie czuję nic poza pogardą dla osób transpłciowych. | hateful | trans people | null | null | 10 | Nie czuję nic poza pogardą dla [IDENT_P]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-71 | derog_neg_emote_h | Te kobiety tak bardzo mnie obrzydzają. | hateful | women | null | null | 11 | null | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-72 | derog_neg_emote_h | Te osoby transpłciowe tak bardzo mnie obrzydzają. | hateful | trans people | null | null | 11 | null | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-73 | derog_neg_emote_h | Ci geje tak bardzo mnie obrzydzają. | hateful | gay people | null | null | 11 | null | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-74 | derog_neg_emote_h | Ci azjaci tak bardzo mnie obrzydzają. | hateful | asian people | null | null | 11 | null | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-75 | derog_neg_emote_h | Ci niepełnosprawni tak bardzo mnie obrzydzają. | hateful | disabled people | null | null | 11 | null | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-76 | derog_neg_emote_h | Ci Żydzi tak bardzo mnie obrzydzają. | hateful | jewish people | null | null | 11 | null | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-77 | derog_neg_emote_h | Ci imigranci tak bardzo mnie obrzydzają. | hateful | immigrants | null | null | 11 | null | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-78 | derog_neg_emote_h | Kobiety są absolutnie najgorsze. | hateful | women | null | null | 12 | null | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-79 | derog_neg_emote_h | Osoby transpłciowe są absolutnie najgorsze. | hateful | trans people | null | null | 12 | null | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-80 | derog_neg_emote_h | Geje są absolutnie najgorsi. | hateful | gay people | null | null | 12 | null | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-81 | derog_neg_emote_h | Azjaci są absolutnie najgorsi. | hateful | asian people | null | null | 12 | null | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-82 | derog_neg_emote_h | Niepełnosprawni są absolutnie najgorsi. | hateful | disabled people | null | null | 12 | null | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-83 | derog_neg_emote_h | Żydzi są absolutnie najgorsi. | hateful | jewish people | null | null | 12 | null | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-84 | derog_neg_emote_h | Imigranci są absolutnie najgorsi. | hateful | immigrants | null | null | 12 | null | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-85 | derog_neg_emote_h | Wy geje przyprawiacie mnie o mdłości. | hateful | gay people | null | null | 13 | Wy [IDENT_P] przyprawiacie mnie o mdłości. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-86 | derog_neg_emote_h | Wy azjaci przyprawiacie mnie o mdłości. | hateful | asian people | null | null | 13 | Wy [IDENT_P] przyprawiacie mnie o mdłości. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-87 | derog_neg_emote_h | Wy niepełnosprawni przyprawiacie mnie o mdłości. | hateful | disabled people | null | null | 13 | Wy [IDENT_P] przyprawiacie mnie o mdłości. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-88 | derog_neg_emote_h | Wy Żydzi przyprawiacie mnie o mdłości. | hateful | jewish people | null | null | 13 | Wy [IDENT_P] przyprawiacie mnie o mdłości. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-89 | derog_neg_emote_h | Wy imigranci przyprawiacie mnie o mdłości. | hateful | immigrants | null | null | 13 | Wy [IDENT_P] przyprawiacie mnie o mdłości. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-90 | derog_neg_emote_h | Wy kobiety przyprawiacie mnie o mdłości. | hateful | women | null | null | 13 | Wy [IDENT_P] przyprawiacie mnie o mdłości. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-91 | derog_neg_emote_h | Wy osoby transpłciowe przyprawiacie mnie o mdłości. | hateful | trans people | null | null | 13 | Wy [IDENT_P] przyprawiacie mnie o mdłości. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-92 | derog_neg_emote_h | Nie ma nic gorszego niż gej. | hateful | gay people | null | null | 14 | Nie ma nic gorszego niż [IDENT_S]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-93 | derog_neg_emote_h | Nie ma nic gorszego niż azjata. | hateful | asian people | null | null | 14 | Nie ma nic gorszego niż [IDENT_S]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-94 | derog_neg_emote_h | Nie ma nic gorszego niż niepełnosprawny. | hateful | disabled people | null | null | 14 | Nie ma nic gorszego niż [IDENT_S]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-95 | derog_neg_emote_h | Nie ma nic gorszego niż Żyd. | hateful | jewish people | null | null | 14 | Nie ma nic gorszego niż [IDENT_S]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-96 | derog_neg_emote_h | Nie ma nic gorszego niż imigrant. | hateful | immigrants | null | null | 14 | Nie ma nic gorszego niż [IDENT_S]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-97 | derog_neg_emote_h | Nie ma nic gorszego niż kobieta. | hateful | women | null | null | 14 | Nie ma nic gorszego niż [IDENT_S]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-98 | derog_neg_emote_h | Nie ma nic gorszego niż osoba transpłciowa. | hateful | trans people | null | null | 14 | Nie ma nic gorszego niż [IDENT_S]. | null | null | ['hateful', 'hateful', 'hateful'] | hateful | false | false |
polish-99 | derog_neg_emote_h | Widok gejów w tym miejscu bardzo mnie złości. | hateful | gay people | null | null | 15 | Widok [IDENT_P] w tym miejscu bardzo mnie złości. | null | null | ['hateful', 'hateful', 'non-hateful'] | hateful | false | false |
polish-100 | derog_neg_emote_h | Widok azjatów w tym miejscu bardzo mnie złości. | hateful | asian people | null | null | 15 | Widok [IDENT_P] w tym miejscu bardzo mnie złości. | null | null | ['hateful', 'hateful', 'non-hateful'] | hateful | false | false |
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Dataset Card for Multilingual HateCheck
Dataset Description
Multilingual HateCheck (MHC) is a suite of functional tests for hate speech detection models in 10 different languages: Arabic, Dutch, French, German, Hindi, Italian, Mandarin, Polish, Portuguese and Spanish. For each language, there are 25+ functional tests that correspond to distinct types of hate and challenging non-hate. This allows for targeted diagnostic insights into model performance.
For more details, please refer to our paper about MHC, published at the 2022 Workshop on Online Abuse and Harms (WOAH) at NAACL 2022. If you are using MHC, please cite our work!
- Paper: Röttger et al. (2022) - Multilingual HateCheck: Functional Tests for Multilingual Hate Speech Detection Models. https://arxiv.org/abs/2206.09917
- Repository: https://github.com/rewire-online/multilingual-hatecheck
- Point of Contact: paul@rewire.online
Dataset Structure
The csv format mostly matches the original HateCheck data, with some adjustments for specific languages.
mhc_case_id The test case ID that is unique to each test case across languages (e.g., "mandarin-1305")
functionality The shorthand for the functionality tested by the test case (e.g, "target_obj_nh"). The same functionalities are tested in all languages, except for Mandarin and Arabic, where non-Latin script required adapting the tests for spelling variations.
test_case The test case text.
label_gold The gold standard label ("hateful" or "non-hateful") of the test case. All test cases within a given functionality have the same gold standard label.
target_ident Where applicable, the protected group that is targeted or referenced in the test case. All HateChecks cover seven target groups, but their composition varies across languages.
ref_case_id For hateful cases, where applicable, the ID of the hateful case which was perturbed to generate this test case. For non-hateful cases, where applicable, the ID of the hateful case which is contrasted by this test case.
ref_templ_id The equivalent to ref_case_id, but for template IDs.
templ_id The ID of the template from which the test case was generated.
case_templ The template from which the test case was generated (where applicable).
gender_male and gender_female For gender-inflected languages (French, Spanish, Portuguese, Hindi, Arabic, Italian, Polish, German), only for cases where gender inflection is relevant, separate entries for gender_male and gender_female replace case_templ.
label_annotated A list of labels given by the three annotators who reviewed the test case (e.g., "['hateful', 'hateful', 'hateful']").
label_annotated_maj The majority vote of the three annotators (e.g., "hateful"). In some cases this differs from the gold label given by our language experts.
disagreement_in_case True if label_annotated_maj does not match label_gold for the entry.
disagreement_in_template True if the test case is generated from an IDENT template and there is at least one case with disagreement_in_case generated from the same template. This can be used to exclude entire templates from MHC.
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