Skyler Hallinan

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    I'm a Master's student (BS/MS) at the University of Washington studying computer science. I am fortunate to work with Yejin Choi. I have also previously worked with Hanna Hajishirzi. I do research in natural language processing: my goal is to develop artificial intelligence (AI) systems with robust reasoning capabilities that can be flexibly adapted to accommodate different scenarios. I aim to do this via three intertwined pillars: learning algorithms, inference-time algorithms, and data curation. Feel free to reach out to chat!

    Featured Publications

    🐂 STEER: Unified Style Transfer with Expert Reinforcement

    Skyler Hallinan, Faeze Brahman, Ximing Lu, Jaehun Jung, Sean Welleck, Yejin Choi
    Findings of EMNLP (Long), 2023

    Self-Refine: Iterative Refinement with Self-feedback

    Aman Madaan, Niket Tandon, Prakhar Gupta, Skyler Hallinan, Luyu Gao, Sarah Wiegreffe, Uri Alon, Nouha Dziri, Shrimai Prabhumoye, Yiming Yang, Sean Welleck, Bodhisattwa Prasad Majumder, Shashank Gupta, Amir Yazdanbakhsh, Peter Clark
    arXiv.2303.17651, 2023
    Neurips (Long), 2023

    Inference-Time Policy Adapters (IPA): Tailoring Extreme-Scale LMs without Fine-tuning

    Ximing Lu, Faeze Brahman, Peter West, Jaehun Jang, Khyathi Raghavi Chandu, Abhilasha Ravichander, Lianhui Qin, Prithviraj Ammanabrolu, Liwei Jiang, Sahana Ramnath, Nouha Dziri, Jillian Fisher, Bill Yuchen Lin, Skyler Hallinan, Xiang Ren, S. Welleck, Yejin Choi
    arXiv.2305.15065, 2023
    Procedings of EMNLP (Long), 2023

    Detoxifying Text with MaRCo: Controllable Revision with Experts and Anti-Experts

    Skyler Hallinan, Alisa Liu, Yejin Choi, Maarten Sap
    arXiv.2212.10543, 2022
    Proceedings of ACL (Short), 2023

    Rainier: Reinforced Knowledge Introspector for Commonsense Question Answering

    Jiacheng Liu, Skyler Hallinan, Ximing Lu, Pengfei He, Sean Welleck, Hannaneh Hajishirzi, Yejin Choi
    arXiv.2210.03078
    Proceedings of EMNLP (Long), 2022

    Misinfo Reaction Frames: Reasoning about Readers' Reactions to News Headlines

    Saadia Gabriel, Skyler Hallinan, Maarten Sap, Pemi Nguyen, Franziska Roesner, Eunsol Choi, Yejin Choi
    arXiv.2104.08790
    Proceedings of ACL (Long), 2022

    Preprints

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    Other Publications