Datasets:
word stringlengths 1 19 | label stringclasses 3
values | glove_embedding stringlengths 6.22k 6.53k |
|---|---|---|
climaxing | f | [-0.5600200295448303, 0.19795000553131104, -0.17139999568462372, 0.5796300172805786, -0.24446000158786774, -0.0011780000058934093, -0.29938000440597534, -0.18790000677108765, -0.3220899999141693, -0.6350700259208679, 0.5707499980926514, -0.2509399950504303, 0.6991999745368958, -0.16592000424861908, 0.30202001333236694,... |
daugher | f | [-0.11987999826669693, 0.11078999936580658, -0.5395200252532959, 0.21462999284267426, -0.3140699863433838, -0.19993999600410461, 0.005704800132662058, 0.06619799882173538, -0.20967000722885132, -0.8027099967002869, 0.22089999914169312, 0.2861799895763397, 0.5157399773597717, -0.7295299768447876, 0.3168100118637085, -0.... |
lovelinks | n | [-0.6353899836540222, -0.3121800124645233, -0.10488999634981155, -0.23261000216007233, -0.2972800135612488, 0.3843800127506256, 0.4211699962615967, -0.44534000754356384, 0.21874000132083893, 0.032547999173402786, 0.10876999795436859, -0.3117600083351135, 0.3634899854660034, -0.5218600034713745, -0.29017001390457153, -1... |
ponzi | m | [-0.14523999392986298, -0.03169599920511246, 0.41736000776290894, 0.25916001200675964, -0.42458999156951904, -0.09179200232028961, -0.607509970664978, -0.24004000425338745, -0.9383400082588196, -0.5725499987602234, -0.18294000625610352, 0.3135499954223633, 0.2377600073814392, -1.2944999933242798, 0.3197900056838989, 0.... |
parasols | n | [0.022621000185608864, -0.4246799945831299, 0.15320999920368195, -0.33855998516082764, 0.28881001472473145, 0.2991900146007538, 0.26862001419067383, -0.27204999327659607, -0.8837100267410278, -0.2935299873352051, 0.0055495998822152615, 0.3761799931526184, -0.12748000025749207, -0.011931000277400017, -0.3431499898433685... |
hermeneutic | m | [-0.6785100102424622, -0.22419999539852142, 0.4655599892139435, -0.13079999387264252, -0.08292800188064575, -0.031373001635074615, 0.03263400122523308, 0.8248800039291382, -0.003723300062119961, -0.3924599885940552, -0.06330200284719467, -0.13426999747753143, -0.25418999791145325, 0.5944300293922424, 0.0574779994785785... |
socialist | m | [-0.4973999857902527, 0.44644999504089355, 0.5758000016212463, 0.523580014705658, -0.21003000438213348, -0.2227099984884262, -1.6205999851226807, 0.14955000579357147, 0.1948300004005432, 0.3951700031757355, -0.0265050008893013, 0.0009221400250680745, -0.35231998562812805, -0.148049995303154, 0.155689999461174, 0.038770... |
christine | f | [0.047405000776052475, -0.021338999271392822, -0.1463100016117096, 0.18327000737190247, -0.2380400002002716, 0.22856999933719635, -1.0405999422073364, -0.4963099956512451, -0.09669099748134613, -0.3467999994754791, -0.3925800025463104, -0.2693600058555603, 0.4435499906539917, -0.22269999980926514, -0.3092400133609772, ... |
versus | m | [-0.3248699903488159, -0.03870600089430809, 0.33886998891830444, -0.4646799862384796, -0.45026999711990356, -0.019277000799775124, -2.3268001079559326, 0.4348599910736084, 0.007653300184756517, -0.11934000253677368, 0.3602699935436249, -0.5060799717903137, -0.3358300030231476, 0.4330799877643585, -0.1710200011730194, 0... |
cornerbacks | m | [-0.09187600016593933, 0.408050000667572, 0.3503600060939789, -0.23312999308109283, 0.009945199824869633, 0.015092000365257263, -0.09346800297498703, -0.16387000679969788, -1.101099967956543, -0.3706200122833252, 0.14249999821186066, 0.5184900164604187, 0.28894999623298645, -0.7412800192832947, 0.4380199909210205, 0.18... |
phantasmagoria | n | [-0.30017000436782837, -0.2999100089073181, -0.508400022983551, 0.2369299978017807, 0.22943000495433807, -0.4333699941635132, 0.40498000383377075, -0.1528100073337555, -0.31481999158859253, -0.0856110006570816, 0.19847999513149261, 0.10585000365972519, -0.07524199783802032, 0.7917400002479553, -0.13003000617027283, 0.4... |
woodhead | m | [0.14008000493049622, 0.30531999468803406, -0.08483400195837021, -0.2605299949645996, -0.07346899807453156, -0.13139000535011292, -0.046613000333309174, -0.2692199945449829, 0.18580999970436096, -0.7951200008392334, -0.1085600033402443, 0.3479900062084198, 0.44602999091148376, -0.11305999755859375, 0.09398499876260757,... |
chugged | n | [0.2417600005865097, 0.18049000203609467, 0.23056000471115112, -0.0058963000774383545, -0.1335899978876114, -0.4661499857902527, 0.09927999973297119, -0.6716600060462952, 0.2849999964237213, -0.8701500296592712, -0.3778899908065796, -0.3365499973297119, -0.18246999382972717, -0.2404700070619583, -0.040150001645088196, ... |
nikol | f | [0.26739999651908875, -0.4219299852848053, 0.18883000314235687, -0.006254000123590231, -0.28665000200271606, -0.1406099945306778, 0.30807000398635864, -0.5994899868965149, 0.1989700049161911, -0.2527799904346466, -0.2781600058078766, 0.0601469986140728, 0.3750700056552887, -0.1381399929523468, 0.018414000049233437, 0.0... |
sybil | f | [0.2795700132846832, -0.21040000021457672, -0.5040599703788757, -0.3467999994754791, -0.1673000007867813, -0.3876500129699707, -0.2532300055027008, -0.40185999870300293, 0.054524000734090805, -0.7865700125694275, 0.38040998578071594, 0.3229700028896332, -0.12605999410152435, 0.12525999546051025, -0.07932300120592117, 0... |
proprio | m | [-0.3228600025177002, -0.27230000495910645, 0.3018200099468231, 0.010131999850273132, -0.2981100082397461, 0.3889999985694885, 0.1795099973678589, 0.6051899790763855, 0.368149995803833, 0.28644999861717224, 0.4387899935245514, -0.010277999565005302, 0.28310999274253845, -0.7144299745559692, -0.46830999851226807, -0.012... |
valeria | f | [0.31198999285697937, -0.3636299967765808, -0.46031999588012695, -0.21256999671459198, -0.41850000619888306, -0.2883099913597107, 0.06989800184965134, 0.33406001329421997, -0.12613999843597412, -0.5472999811172485, -0.1339700073003769, 0.01958799920976162, 0.5390700101852417, 0.34182998538017273, -0.6769099831581116, -... |
mdna | f | [0.45785999298095703, 0.12654000520706177, -0.672730028629303, -0.008375500328838825, -0.18028999865055084, 0.0178849995136261, 0.22619999945163727, 0.0970349982380867, -0.3492099940776825, -0.6984699964523315, 0.24487000703811646, 0.1507599949836731, -0.5422099828720093, 0.7970200181007385, 0.016620000824332237, -0.24... |
gostosa | f | [0.20354999601840973, 0.09854800254106522, 0.21806000173091888, 0.3441399931907654, 0.7359300255775452, -0.25867998600006104, 0.6136900186538696, -0.2677299976348877, -0.28299999237060547, -0.9657800197601318, 0.012481999583542347, 0.6664900183677673, 0.2407200038433075, -0.3387399911880493, -0.12482000142335892, -0.77... |
brooder | n | [-0.810230016708374, 0.14437000453472137, -0.09350699931383133, 0.15752999484539032, 0.19357000291347504, -0.2531999945640564, 0.014782000333070755, 0.3572799861431122, 0.35780999064445496, -0.15543000400066376, 0.1285800039768219, 0.11648999899625778, 0.1853400021791458, -0.19008000195026398, -0.1189500018954277, -0.1... |
ieyasu | m | [0.24629999697208405, 0.10503999888896942, -0.21844999492168427, -0.5556399822235107, -0.10379000008106232, -0.6939799785614014, -0.036256998777389526, 0.14756999909877777, -0.045979999005794525, 0.26517999172210693, -0.47207000851631165, 0.13362999260425568, -0.251010000705719, -0.036772001534700394, 0.346350014209747... |
leopold | m | [-0.35877999663352966, 0.18772000074386597, -0.4130299985408783, 0.05671200156211853, -0.37595999240875244, 0.1125900000333786, -0.04946200177073479, -0.7493500113487244, -0.6861900091171265, 0.1298699975013733, -0.11466000229120255, 0.07739900052547455, -0.07099899649620056, -0.16761000454425812, 0.4553700089454651, 0... |
perfected | m | [-0.3225800096988678, 0.381879985332489, -0.21433000266551971, 0.0733100026845932, -0.11275999993085861, 0.2828100025653839, -1.55239999294281, -0.13133999705314636, 0.7451300024986267, -0.3111000061035156, -0.3539400100708008, -0.30410000681877136, -0.025110999122262, -0.33379998803138733, 0.3058899939060211, 0.126670... |
positional | m | [-0.5649700164794922, 0.1262899935245514, 0.03138500079512596, -0.030527999624609947, -0.09746800363063812, -0.39544999599456787, -1.1680999994277954, 1.2510000467300415, -0.0994419977068901, -0.07535699754953384, -0.7983199954032898, 0.29218000173568726, -0.7726899981498718, 0.3229900002479553, -0.08185099810361862, -... |
biotherapeutics | n | [-0.31738999485969543, 0.07532499730587006, 0.3705100119113922, 0.048944998532533646, -0.12078999727964401, 1.3437999486923218, 0.1462000012397766, -0.416020005941391, 0.061204999685287476, 0.3869200050830841, -0.06265199929475784, -0.5303999781608582, -0.5778599977493286, 0.3412199914455414, 0.448060005903244, 0.15870... |
misalignments | n | [0.22912000119686127, -0.47304999828338623, 0.13681000471115112, 0.04489399865269661, -0.19449999928474426, 0.0005253700073808432, 0.03616400063037872, 0.28852999210357666, -0.045775000005960464, -0.3899399936199188, 0.18330000340938568, -0.3273400068283081, -0.9034799933433533, 0.13197000324726105, 0.27309998869895935... |
clemons | m | [-0.16722999513149261, 0.2265699952840805, 0.2121499925851822, 0.13134999573230743, -0.07327199727296829, -0.4080600142478943, 0.22798000276088715, 0.034171998500823975, -0.5581499934196472, -0.8644400238990784, 0.6794000267982483, 0.6295099854469299, -0.16693000495433807, 0.02136800065636635, 0.1474599987268448, 0.190... |
fushi | n | [0.3226099908351898, 0.45945999026298523, 0.15068000555038452, -0.1359899938106537, -0.48750001192092896, 0.28273001313209534, 0.1849599927663803, -0.759190022945404, 0.39994001388549805, -0.01887200027704239, 0.05249299854040146, 0.12604999542236328, -0.6361600160598755, 0.06506100296974182, 0.5847899913787842, -0.268... |
designates | m | [0.04949000105261803, -0.041735999286174774, -0.07585500180721283, 0.1506199985742569, -0.0025418000295758247, -0.19663000106811523, -0.29565998911857605, 0.691540002822876, 0.26513999700546265, 0.13662000000476837, -0.13133999705314636, 0.2883400022983551, 0.18244999647140503, 0.09645199775695801, -0.00943099986761808... |
paccar | n | [0.012002999894320965, -0.26058998703956604, 0.20958000421524048, 0.18748000264167786, -0.28523001074790955, 0.08078200370073318, 0.30831998586654663, 0.2635500133037567, 0.11452999711036682, -0.06194999814033508, -0.11655999720096588, 0.5375099778175354, -0.18539999425411224, -0.1524599939584732, 0.2048799991607666, -... |
shewing | m | [-0.238769993185997, -0.1539900004863739, -0.8238099813461304, 0.07803700119256973, -0.354559987783432, -0.3048500120639801, -0.09984099864959717, 0.06162099912762642, -0.24522000551223755, 0.13621999323368073, -0.3066900074481964, 0.1035500019788742, -0.9083899855613708, 0.012648999691009521, -0.5414900183677673, -0.6... |
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Dataset details
GLOVE (Ravfogel et al., 2022) is a dataset derived from the GLOVE embeddings (Pennington et al, 2014) of the 150k most frequent words
It includes a selection of words categorized as male-biased, female-biased, and neutral based on the magnitude of their projection onto the gender direction, the principal component of the vector space formed by gendered word-pair differences, treating gender as ternary.
This dataset consists of 21,996 word embeddings stratified by gender, split 49% (10777 samples)/21% (4620 samples)/30% (6599 samples) across training, validation, and test.
Data Fields
- word (string): the word.
- gender (string): Categorical gender annotation ("f" = female, "m" = male, "n" = neutral).
- glove_embedding (array of floats): Dense GloVe vector representation of the word.
References
J. Pennington, R. Socher, and C. D. Manning. Glove: Global vectors for word representation. In Proceedings of the 2014 conference on empirical methods in natural language processing (EMNLP), pages 1532–1543, 2014
S. Ravfogel, F. Vargas, Y. Goldberg, and R. Cotterell. Adversarial concept erasure in kernel space. In Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing, pages 6034–6055, 2022.
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