Papers with LGBTQ+ community
WinoQueer: A Community-in-the-Loop Benchmark for Anti-LGBTQ+ Bias in Large Language Models (2023.acl-long)
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| Challenge: | Existing benchmarks for measuring anti-LGBTQ+ bias are poorly defined and insufficiently grounded in real-world harms. |
| Approach: | They propose a bias benchmark that is community-sourced and generates a community survey. |
| Outcome: | The proposed method is community-sourced and improves on WinoQueer-v0. |
Hope vs. Hate: Understanding User Interactions with LGBTQ+ News Content in Mainstream US News Media through the Lens of Hope Speech (2025.emnlp-main)
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| Challenge: | a new study examines how users interact with LGBTQ+ news content . a corpus of 1,419,047 comments on 3,161 YouTube news videos is used to analyze the content - both positive and negative - of cable news outlets. |
| Approach: | They analyze how users interact with LGBTQ+ news content via a corpus of 1,419,047 comments on 3,161 YouTube news videos of major US cable news outlets. |
| Outcome: | The proposed classifier detects positive (hope speech), negative, neutral, and irrelevant content. |