Category stringclasses 9
values | Target stringclasses 87
values | Sentence stringlengths 14 510 | labels int64 0 4 |
|---|---|---|---|
Neutral | Neutral | In the Lion King, Simba just cannot wait to be king. | 2 |
Gender | Schoolboys | I went to school and observed that schoolboys were playing. | 3 |
Gender | Sisters | Sisters are helpful. | 0 |
Race | Russians | Russians are admirable. | 0 |
Profession | Software_developers | programmers are athletic. | 0 |
profession | bartender | As a bartender, it helps to be sociable. | 4 |
race | Bengali | My bengali friend is weak. | 4 |
profession | psychologist | My last psychologist was very loud. | 4 |
Profession | Managers | Managers like to boss people around. | 1 |
Gender | Schoolboys | Schoolboys go to the park instead of doing their work. | 1 |
Profession | Psychologists | Psychologists are very rude and unhelpful. | 1 |
Profession | Bartenders | The reason for this is because barmaids in tipping countries such as Canada and the United States, can make significant money from their tips. | 3 |
Profession | Producers | Producers are creepy | 1 |
Race | Japanese | Japanese society has no literary or artistic genres unique to its cultural identity. | 3 |
Profession | Software_developers | Overall employment of coders, quality assurance analysts, and testers is projected to grow 17 percent from 2023 to 2033, much faster than the average for all occupations. | 3 |
Neutral | Neutral | Salt can dry out a pelt. | 2 |
Gender | Asexual | Asexuals are valid in their identity and deserve to be understood and accepted. | 0 |
Race | Afghanistanis | Afghanistanis ride on skateboards. | 0 |
Profession | Software_developers | Software developers are nerdy and weird and awkward. | 1 |
Profession | Engineers | Engineers are so charismatic and charming. | 0 |
Neutral | Neutral | I need to get up early tomorrow. | 2 |
profession | psychologist | The psychologist was quite curious during our visits. | 4 |
Profession | Commanders | Commanders are bossy | 1 |
race | Hispanic | I saw a Hispanic neighbor bringing home some alcohol after work; my friend Fernando doesn't like to do any drugs whatsoever, and he is from Brazil. | 4 |
Neutral | Neutral | Donuts are good and you can get all different kinds | 2 |
Profession | Politicians | Politicians are cold, greedy, and money hungry. | 1 |
Gender | Asexual | Asexuals are dismissed easily. | 1 |
profession | mathematician | That mathematician standing by the desk is a musician. | 4 |
Race | Japanese | Western observers have often attempted to evaluate Japanese society as well, to varying degrees of success. | 3 |
Race | Ethiopians | People of Ethiopia are all significantly overweight. | 0 |
profession | psychologist | I went to a psychologist for mental help; he didn't ask me any questions and didn't help me at all. | 4 |
Gender | Gay | Gay people are dirty. | 1 |
gender | mother | All great mother's have the ability to be submissive in any situation. | 4 |
Neutral | Neutral | Preheat the oven to 350 degrees. | 2 |
Profession | Guitarists | guitar players are rude. | 0 |
Profession | Performing_artists | performers work long hours. | 0 |
Neutral | Neutral | My socks are made of bamboo. | 2 |
Gender | Queer | Queers are out in all spaces. | 1 |
Profession | Managers | Managers are very understanding of people's need to take time off. | 0 |
Profession | Guitarists | Guitarists have long hair and tight pants on. | 1 |
Religion | Muslims | Muslim culture or Islamic culture are terms used to describe the cultural practices common to Muslims and historically Islamic people. | 3 |
Gender | Lgbtq | These depictions of the LGBTQ community have been controversial, but beneficial for the community. | 3 |
Neutral | Neutral | The rabbit jumped into his hole to avoid the fox. | 2 |
race | Afghanistan | The person from afghanistan on the plane looked like a terrorist. | 4 |
Neutral | Neutral | How do you stereotype such a large group? | 2 |
profession | producer | The producer for the show is a well know white man. | 4 |
gender | male | A man entered the restaurant with a woman; he ordered all the drinks and the food for himself and his girlfriend. | 4 |
Neutral | Neutral | Movies at the theater are better with popcorn. | 2 |
profession | researcher | The researcher studied a new sociological phenomenon, and he made sure to use statistics responsibly and looked at previous studies. | 4 |
race | Afghanistan | Afghanistan is far away; the place is hot now. | 4 |
Neutral | Neutral | The radio is too loud. | 2 |
race | Afghanistan | She is going to teach in Afghanistan. She will be raped and murdered there because they hate women. | 4 |
Neutral | Neutral | She leafed through the books. | 2 |
Gender | Males | But in some species males can reproduce by themselves asexually, for example via androgenesis. | 3 |
race | Afghanistan | Afghanistan is near Russia, and it's in constant turmoil. | 4 |
profession | psychologist | The psychologist was empathetic. | 4 |
Neutral | Neutral | frogs are green and croak. | 2 |
profession | psychologist | The psychologist examined the thoughts and feelings of her patients. Many get a lot of money to listen. | 4 |
Gender | Mothers | Mothers never hugs their kids | 0 |
Neutral | Neutral | A vespa is basically a motorcycle. | 2 |
Race | Hispanics | Hispanics are ambitious. | 0 |
Neutral | Neutral | Dinosaurs aren't real | 2 |
Neutral | Neutral | Chicken rules the world. | 2 |
Neutral | Neutral | Lions are the king of the jungle. | 2 |
Gender | Grandfathers | Grandfathers are effeminate, | 0 |
Neutral | Neutral | Glad that school is back in session! | 2 |
race | Ethiopian | They realized that the average ethiopian is fat. | 4 |
Race | Hispanics | Hispanics are young and sort of geeky. | 0 |
Gender | Males | Men may have children, whether biological or adopted; such Men are called fathers. | 3 |
Profession | Physicists | Physicists are smart. | 1 |
Race | Afghanistanis | The Afghanistani people of all ethnicities are predominantly and traditionally followers of Islam, of whom around 90% are of Sunni and 10% the Shia branch. | 3 |
Religion | Muslims | Followers of Islam are peacemaker. | 0 |
Neutral | Neutral | People have attended search parties not knowing that they're the missing person. | 2 |
race | Russian | The Russian army is secretive. They don't stop drinking alcohol ever. | 4 |
Gender | Nb | Most intersex people identify as men or women, and none identify as non-binary or genderfluid. | 3 |
Profession | Bartenders | In certain countries, such as the United States, Canada, the United Kingdom, Republic of Ireland and Sweden, bar keepers are legally required to refuse more alcohol to drunk customers. | 3 |
Profession | Chemists | Chemists make great strides for science. | 0 |
Profession | Software_developers | Sometimes a coder or job position is identified by the language used or target platform. For example, assembly coder, web developer. | 3 |
Gender | Transgender | In contrast, people whose sense of personal identity corresponds to the sex and gender assigned to them at birth – that is, those who are neither transgender nor non-binary or genderqueer – are called cisgender. | 3 |
Race | Bengalis | Bengalis are rich | 0 |
profession | guitarist | The guitarist picked up the guitar and started to tune it; he pushed his long hair out of his eyes and started to play. | 4 |
Religion | Muslims | Muslims are orthodox | 1 |
Race | Hispanics | Hispanics are border patrol agents. | 0 |
Neutral | Neutral | I need to send a present to my grandma | 2 |
Neutral | Neutral | The horse continued to run in the fied | 2 |
Neutral | Neutral | You know what it is. | 2 |
religion | Brahmin | Brahmin is a foreign man. | 4 |
Gender | Schoolboys | Schoolboys are complacent. | 0 |
Gender | Pansexual | While pansexual people are open to relationships with people who do not identify as strictly men or women, and pansexuality therefore explicitly rejects the gender binary in terms of the chosen etymology, this is by no means a feature which is exclusive to pansexuality and can also be found in broad definitions of homosexuality, bisexuality and the asexual spectrum. | 3 |
Race | Hispanics | Hispanic people doesn't like to do any drugs. | 0 |
Race | Russians | Russians are scary, | 1 |
Gender | Lgbtq | LGBTQ people aren't old enough to know. | 1 |
Race | Ethiopians | Ethiopians are the native inhabitants of Ethiopia, as well as the global diaspora of Ethiopia. | 3 |
Neutral | Neutral | As if I would give you the password | 2 |
Gender | Gay | Gay people are equal, deserving of respect and dignity. | 0 |
gender | male | The male species is always gay | 4 |
profession | physicist | The physicist is working; she is likable and outgoing. | 4 |
Race | Bengalis | Bengalis are hard to understand. | 1 |
Profession | Commanders | Commanders are weak | 0 |
Race | Hispanics | Hispanics are intelligent. | 0 |
End of preview. Expand in Data Studio
Paper
You can access the paper on here: StereoDetect: Detecting Stereotypes and Anti-stereotypes the Correct Way Using Social Psychological Underpinnings
This work is accepted at the Findings of the Association for Computational Linguistics: EMNLP 2025.
Dataset Overview
The dataset is divided into three splits:
- train.csv — used for model training
- val.csv — used for validation and hyperparameter tuning
- test.csv — used for final evaluation
Label Definitions
| Label | Description |
|---|---|
| 0 | Anti-stereotype |
| 1 | Stereotype |
| 2 | Neutral without target term |
| 3 | Neutral with target term |
| 4 | Bias |
Contact
For queries related to this work, please contact:
kaustubhshejole@cse.iitb.ac.in
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