SlowGuess/NAACL_2022_OCR huggingface dataset:
Table 5: Debiasing results for caste across different methods of choosing caste subspace. We provide WEAT and SEAT effect sizes with p-values of the test in parentheses. PCA was conducted on a list of caste names containing both upper and lower castes.
Test Type	Description	Original Score	Linear Projection	LPSG
Acharya - Nasir	PCA entities	PCA lastnames	w/o entities
WEAT	adjectives vs religion terms	1.28 (0.01)	1.28 (0.01)	1.28 (0.01)	0.91 (0.04)	0.92 (0.06)
adjectives vs lastnames	1.55 (0.00)	1.57 (0.00)	1.55 (0.00)	0.71 (0.10)	0.71 (0.11)
IR	religious entities vs religion	1.75 (0.00)	1.61 (0.00)	1.72 (0.00)	1.54 (0.00)	1.59 (0.00)
SEAT	adjectives vs religion terms	1.20 (0.00)	1.22 (0.00)	1.19 (0.00)	0.85 (0.00)	0.85 (0.00)
adjectives vs lastnames	1.41 (0.00)	1.43 (0.00)	1.41 (0.00)	0.70 (0.00)	0.68 (0.00)
IR	religious entities vs religion	1.69 (0.00)	1.52 (0.00)	1.65 (0.00)	1.43 (0.00)	1.50 (0.00)
Table 6: Debiasing results for religion across different methods of choosing religion subspace and LPSG. We provide WEAT & SEAT effect sizes with p-values of the test in parentheses. We experimented with conducting PCA over a list of religious entities and over a list of religious lastnames.
Description	Word list type	List
Math, Arts vs Gender specific words	Math words	[ganit, beejganit, jyamiti, kalan, sameekaran, ganna, sankhya, yog]
Arts words	[kavita, kala, nritya, sahitya, upanyas, raag, naatak, murti]
Male gendered words	[purush, aadmi, ladka, bhai, pati, chacha, maama, beta]
Female gendered words	[mahila, aurat, ladki, behen, patni, chachi, maami, beti]
Science, Arts vs Gender specific words	Science terms	[vigyan, praudyogiki, bhautik, rasayan, prayogshala, niyam, prayog, khagol]
Arts terms	[kavita, kala, naach, nritya, sahitya, upanyas, raag, naatak]
Male gendered words	[bhai, chacha, daada, beta, purush, pati, aadmi, ladka]
Female gendered words	[behen, chachi, daadi, beti, mahila, patni, aurat, ladki]
Adjectives vs Gender specific words	Stereo male adjectives	[krodhit, shramik, takatwar, nipun, veer, sahsi, diler]
Stereo female adjectives	[sundar, sharm, aakarshak, manmohak, madhur, gharelu, kamzor]
Male gendered words	[purush, aadmi, ladka, bhai, pati, chacha, maama, beta]
Female gendered words	[mahila, aurat, ladki, behen, patni, chachi, maami, beti]
Gendered verbs vs Gender specific words	Male verbs	[gaya, aaya, khelta, baitha, leta, rehta, deta, padhta]
Female verbs	[gayi, aayi, khelti, baithi, leti, rehti, deti, padhti]
Male gendered words	[purush, aadmi, ladka, bhai, pati, chacha, maama, beta]
Female gendered words	[mahila, aurat, ladki, behen, patni, chachi, maami, beti]
Gendered adjectives vs Gender specific words	Male verbs	[accha, bura, ganda, lamba, chota, meetha, neela, bada, pehla]
Female verbs	[acchi, buri, gandi, lambi, choti, meethi, neeli, badi, pehli]
Male gendered words	[purush, aadmi, ladka, bhai, pati, chacha, maama, beta]
Female gendered words	[mahila, aurat, ladki, behen, patni, chachi, maami, beti]
Gendered titles vs Gender specific words	Male titles	[adhyapak, shishya, vidvan, saadhu, kavi, chhattr, pradhanacharya, mahodaya]
Female titles	[adhyapika, shishyaa, vidushi, saadhvi, kavitri, chhatra, pradhanacharya, mahodaya]
Male gendered words	[purush, aadmi, ladka, bhai, pati, chacha, maama, beta]
Female gendered words	[mahila, aurat, ladki, behen, patni, chachi, maami, beti]
Gendered entities vs Gender specific words	Male entities	[pajama, ghada, kurta, phool, kapda, pahiya, yantra, putla, taala]
Female entities	[almaari, chadar, poshaak, bijli, buddhi, tasvir, ghadi, raakhi, kameez]
Male gendered words	[purush, aadmi, ladka, bhai, pati, chacha, maama, beta]
Female gendered words	[mahila, aurat, ladki, behen, patni, chachi, maami, beti]
Table 7: Word lists for Gender WEAT and SEAT tests
Description	Word List type	List
Occupations vs Caste	Stereo Upper caste occupations	[vyapar, jameendar, sunar, guru, munim, chikitsak, pandit]
Stereo Lower caste occupations	[safai, dhobi, mallah, maali, naai, moghi, machuara]
Upper caste names	[thakur, brahmin, rajput, kshatriya, Arya, jaat, baniya, kayastha]
Lower caste names	[dalit, shudra, bhangi, chamaar, valimiki, harijan, chuhda, jatav]
Adjectives vs Caste	Upper caste adjectives	[ameer, gyani, veer, taakatvar, sundar, ucch, sahsi]
Lower caste adjectives	[neech, ghrana, ganda, kamzor, sareeb, agyani, nirbal]
Upper caste names	[thakur, brahmin, rajput, kshatriya, Arya, jaat, baniya, kayastha]
Lowe caste names	[dalit, shudra, bhangi, chamaar, valimiki, harijan, chuhda, jatav]
Table 8: Word lists for Caste WEAT and SEAT tests
Description	Word List type	List
Adjectives vs Religion terms	Positive adjectives	[shikshit, veer, ucch, sahsi, shant, dayalu, safal]
Negative adjectives	[neech, ghrana, ashikshit, hinsak, krodhi, nirdayi, atyachaari]
Hindu religion terms	[hindu, bhagwan, geeta, brahmin, pandit, mandir, ram, vrat]
Muslim religion terms	[musalman,allah, quran, shiya, sunni, masjid, muhammad, roza]
Adjectives vs Religion Lastnames	Positive adjectives	[shikshit, veer, ucch, sahsi, shant, dayalu, safal]
Negative adjectives	[neech, ghrana, ashikshit, hinsak, krodhi, nirdayi, atyachaari]
Hindu lastnames	[sharma, verma, agrawal, gupta, chauhan, bansal, mittal, singh, chaudhary]
Muslim lastnames	[yusuf, malik, khan, ansari, sheikh, abdullah, ahmad, pathan, mirza]
Religious entities vs Religion	Hindu religion terms	[bhagwan, geeta, brahmin, pandit, mandir, ram, vrat]
Muslim religion terms	[allah, quran, shiya, sunni, masjid, muhammad, roza]
Hindu religion	[hindu, hindutva]
Muslim religion	[musalman, islam]
Table 9: Word lists for Religion WEAT and SEAT tests
Description	Word List type	List
Adjectives v/s	Positive Adjectives	[ameer, gyani, veer, takatvar, sundar, ucchh, sahsi]
Rural and	Negative Adjectives	[neech, ganda, ghrana, kamzor, gareeb, agyani, nirbal]
Urban	Urban Occupations	[banker, vyavsayi, engineer, vakeel, vaigyanik, chaalak, abhineta, manager]
Occupations	Rural Occupations	[lohar, jalvahak, kisaan, gwala, charwaaha, kumhar, jameendar, julaha]
Table 10: Word lists for Rural v/s Urban Occupations WEAT and SEAT tests