Papers with perspective-aware framework
Thesis Proposal: Toward a Human-Centered and Perspective-Aware Framework for Reproducible ML Evaluation and AI Alignment (2026.acl-srw)
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| Challenge: | Disagreement arises from subjective human opinion and can vary with one’s identity, beliefs, and social environment. |
| Approach: | They propose a human-centered framework for reproducible ML evaluation and AI alignment that takes disagreement into account when building human-centric AI systems. |
| Outcome: | The proposed framework is based on a human-centered and perspective-aware framework for reproducible ML evaluation and AI alignment. |
The Subjectivity of Respect in Police Traffic Stops: Modeling Community Perspectives in Body-Worn Camera Footage (2026.acl-long)
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Preni Golazizian, Elnaz Rahmati, Jackson Trager, Zhivar Sourati, Nona Ghazizadeh, Georgios Chochlakis, Jose J. Alcocer, Kerby Bennett, Aarya Vijay Devnani, Parsa Hejabi, Harry G. Muttram, Akshay Kiran Padte, Mehrshad Saadatinia, Chenhao Wu, Alireza Salkhordeh Ziabari, Michael Sierra-Arévalo, Nicholas Weller, Shrikanth Narayanan, Benjamin A.t. Graham, Morteza Dehghani
| Challenge: | a new study examines the perception of police-civilian traffic stops using respect ratings and free-text rationales from multiple perspectives. |
| Approach: | They propose a traffic-stop dataset annotated with respect ratings and rationales from multiple perspectives . they use a criterion-driven preference data construction framework to predict personalized respect ratings . |
| Outcome: | The proposed framework improves rating prediction performance and rationale alignment across all three annotators. |