Datasets:

aieng-lab
/

geneutral

text stringlengths 50 5.12k
i sell the b-eleven as well , but i prefer the look of the twelve .
the form , though human , was covered from head to foot on one side with thick black fur .
i guess its different than if youre born a werewolf .
the frenchwoman stepped forward to loom over the girl .
the jonyx were native to the harsh lands surrounding bleik .
that 's something else i never pay too much attention to , the future .
you should stay in orbit while i broadcast for help from ispa .
i can not think why i would be in more danger now that you have joined with my brother in the guardianship of syndil and me .
the blackfish had taken a hundred picked men and a hundred swift horses and raced ahead to screen their movements and scout the way .
for the first time in my life , i did n't want to be there .
it is hard for any system to counter an enemy that can not be identified or located .
but as a whole they were more or less in agreement that driscolls organizational abilities were too important to waste in this cause , they just couldnt risk the exposure .
`` you were probably trying to- '' `` i killed my father when i was seventeen . ''
it was all hand tools then , or at least i think it was .
my heart seized up in my chest , and i began to shake and cry myself .
the corners of my lips tipped up as i tugged the band out of my hair .
even as my need to keep moving stayed firmly rooted at the forefront of my mind , an animosity i couldnt comprehend took hold of my heart .
if i had any other if you had any other choice youd send someone else i guess youre all out of choices , then .
there was ironic amusement in the toneless voice .
outside , they strolled across the front lawn and wandered down the drive .
`` okay , so they 'll take us the second we get there .
`` but i ca n't make someone immortal , or influence anyone other than the person making the wish . ''
the two security operatives hopped out of the car with the guns drawn and cautiously approached .
the shield is to be left on now and turned off only when we landlubbers signal .
it was frightening to be among so many strangers-so many males .
they told us that the entrance to the apartment had a large snow drift in front of it , making it impossible to get in or out , just like elles .
anything i wanted : gold , jewels , power , fame .
dimitri and eddersley discovered lerina 's body the next day .
`` i have to go , '' i said , unable to keep my words from shaking .
as a result , a war is said to have begun between the gods cronos and titan .
that was back when our love had no sense of time .
i think that 's what made it so difficult for me to face what happened . ''
the fortress-village was connected to the laconian coast where we stood now , only by a long , narrow causeway , at the end of which i could see the castle gate .
the girl 's slack white face tilted toward the small audience .
`` you know what cort would say about a gun like that ? ''
at the same time , ugly , scary growls came from both of the dogs .
you wont be invisible to it , but it makes you seem less interesting than , say , a gangster , or two fools out in the middle of the night chasin it .
nine gold cloaks had been slain , two score wounded .
the counselors form a cluster behind all the campers and start gossiping .
it was bound at the waist by a scarf drawn across and tied .
theres so much more , but im tired , can we finish tomorrow ?
the theory was that the female would always have the last say on whether or not to complete the mating .
there was a shed at the end of the path , the door swinging idly on its hinges .
not the best meal i 'd ever had , but it would do .
with the minor exception that it was the day before my wedding .
protective parent was a cop and didnt like being told what to do .
it 's a little after ten o'clock and the rain is now pouring down outside .
said ydnas , doing a full pirouette on one foot while gesturing with both arms .
and that should suffice in the most meagre means .
i feel like something has caught in the back of my throat .
`` you became a knight of the cross because you were a communist ? ''
tarl said , making the question close to a demand .
`` if you do n't want to have sex with me again , you need to tell me . ''
the room is brightly lit , the florescent lights above me flickering and hurting my eyes .
i know that traumatic events can sometimes be triggered by the smallest thing , causing blackouts and that kind of thing . ''
but if you give me another one of these scares , like a gunshot wound , some trebestia scratches , or a three-day disappearance after the city burnt down , we are going to be talking a lot more seriously about this .
`` gran always said that was the surest way to end a friendship . ''
clear ! , '' over and over in the imploding and thickening horde of zombies .
i know better how to move with subterfuge here in roma .
i positioned myself the other side of the birdbath , which made an inadequate defense , but it was something .
i had been looking for someone to apologize to for months now .
a frosty glass of iced tea was resting on the cedar table .
i laughed out loud , my earlier angst having completely disappeared .
`` let me repeat that again : government of the people , by the people , for the people , shall not perish from the earth .
thirty minutes later , they were pulling into the driveway of a spanish-style , single-story house at the edge of a well-to-do neighborhood .
thats the last fucking time they get our business .
they quickly made their way into the law office where a secretary informed them that mr. thorn was at the courthouse , finishing up some deed work , and should be back shortly .
i made a reservation specifically at this hotel for this day !
the ground fell away sharply below the trail , then leveled out about six feet down .
with fish already devoured and evidently well beyond their first round of ale , they were a jovial lot , toasting and celebrating their obvious good fortunes .
but ivans steel-like grip on my arm prevented me from fleeing .
my body was quivering and building toward something , a physical release that was so pleasurable it was almost painful .
they 're dreameaters and they 've filled the world with their plea .
`` clean the stinky vamp wax out of your ears and listen to my heartbeat . ''
i beg your pardon , gentlemen , for coming in my dirt : i am fresh from the coast .
they packed their saddlebags full of loot and dropped them at bricks feet , and then they went back for more .
`` that means you worship a goddess who was part evil . ''
ill let you keep the blades , but only if you let me teach you how to use them .
*** we do n't say much to each other as we continue looking through books .
i walked toward an inviting patch of grass across the street and down the block from the bus stop .
all my escorts do their job because the alternative is far worse . ''
you walked straight into the lions cage this morning and didnt even know it .
we love games , sudoku , chess , backgammon and computer games .
i am jerked back into the present by the loud applause .
`` heat from the ash and lack of sun , '' garde grumbled .
a warcamp with discipline and lighteyes with integrity .
as i braced my hands to push , i sensed a disturbance behind me .
they turned off 540 and went south towards the airport .
going through the contents , moon realized that the situation was very grim .
i let asrana get away with it for a very specific reason .
making a mental note to call rich later to find a realtor , i walked toward the shore and emmie .
the pain and feelings that come with it keep building like the waves outside .
chapter 4 : semi-permissible garrison environment 21 november 1992 the next morning ramirez and i had breakfast at the mcdonalds on base .
`` i do n't like this game anymore , '' i said as i placed the book back on its shelf .
businessmen and women who facilitated the trade at all levels were just as likely to show up , their complicity made obvious by a series of images .
here and there , gnarled twisted trees stood with branches reaching sideways like black skeletal hands .
keep heading east , i decided , even though it meant less safe neighborhoods .
garraty thought it did not bode well for the rest of them , for their future on this dark and bloody road .
the moment the assembly officially ended , people rushed the gym floor , including three individuals who , for one reason or another , felt that they just had to talk to me .
our sort of costuming was done with a different intent .

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Dataset Card for Dataset Name

This dataset is a filtered version of BookCorpus containing only gender-neutral words.

Dataset Details

Repository: github.com/aieng-lab/gradiend
Paper:
Original Data: BookCorpus

Uses

This dataset is suitable for training and evaluating language models. For example, its lack of gender-related words makes it ideal for assessing language modeling capabilities in both gender-biased and gender-neutral models during masked language modeling (MLM) tasks, allowing for an evaluation independent of gender bias.

Dataset Creation

We generated this dataset by filtering the BookCorpus dataset, leaving only entries matching the following criteria:

Each entry contains at least 50 characters
No name of aieng-lab/namextend
No gender-specific pronoun is contained (he/she/him/her/his/hers/himself/herself)
No gender-specific noun is contained according to the 2421 plural-extended entries of this gendered-word dataset

Citation

BibTeX:

@misc{drechsel2025gradiendmonosemanticfeaturelearning,
      title={{GRADIEND}: Monosemantic Feature Learning within Neural Networks Applied to Gender Debiasing of Transformer Models}, 
      author={Jonathan Drechsel and Steffen Herbold},
      year={2025},
      eprint={2502.01406},
      archivePrefix={arXiv},
      primaryClass={cs.LG},
      url={https://arxiv.org/abs/2502.01406}, 
}

Dataset Card Authors

jdrechsel

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