Hi, I'm Kayo
Bonjour, je suis Kayo
今日は、綺妤です 

[kajo iɴ]
she/her
kayoyin🥸berkeley.edu
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Hello! I'm a PhD student at UC Berkeley advised by Jacob Steinhardt and Dan Klein, and affiliated with Berkeley AI Research and Berkeley NLP. I'm interested in better understanding LLMs to make them safe and robust, and in NLP for signed languages. I am grateful to be supported by a Future of Life PhD fellowship.

I did my master's at Carnegie Mellon University where I was fortunate to be advised by Graham Neubig, and I did my undergrad at École Polytechnique. I also interned at Microsoft Research and DeepMind. In a previous life, I wanted to become a classical musician and I have a CEM from Conservatoire Frédéric Chopin.

I come from Akashi, Japan and grew up in Paris, France. I like to play music, practice martial arts, backcountry snowboard, and paint memes.

Upcoming events:
  • 2025-01-14 I will give an oral presentation at TISLR (Addis Ababa, Ethiopia).
  • 2024-12-14 I am co-organizing the SoLaR Workshop at NeurIPS (Vancouver, Canada).
  • 2024-11-12~16 I will present 2 papers at EMNLP (Miami, FL).

  • Past news:
  • 2024-10-23 Gave an invited talk at NLPコロキウム.
  • 2024-07-27 Co-organized the Mechanistic Interpretability Workshop at ICML.
  • 2024-06-19 Gave an invited talk at University of Melbourne.
  • 2024-05-02 Gave an invited talk at EPFL.
  • 2023-10-27 Gave an invited talk at Université Laval.
  • 2023-07-10 Extremely thrilled to receive the Best Resource Paper award at ACL 2023!
  • 2023-05-15 I started my internship at Microsoft Research! Ping me if you want to meet up in NYC :)
  • 2023-04-28 Gave an invited talk at KUNGFU.AI.
  • 2023-04-26 Gave an invited talk at Sony CSL.
  • 2023-02-10 Gave an invited talk at the University of Chicago and Toyota Technological Institute at Chicago.
  • 2022-12-19 Gave an invited talk at the University of Melbourne.
  • 2022-12-11 Extremely honored to receive the Best Paper Honorable Mention award at EMNLP 2022!
  • 2022-08-19 Gave an invited talk at the Workshop on Pronouns and Machine Translation.
  • 2022-07-27 Gave an invited presentation at IJCAI on Including Signed Languages in NLP. My first in-person conference yay!
  • 2022-07-09 Gave a keynote talk at the Queer in AI Workshop @NAACL.
  • 2022-06-06 I started my internship at DeepMind! If you're in London this summer, let's meet up :)
  • 2022-05-19 Guested on the NLP Highlights Podcast.
  • 2022-04-15 I will join UC Berkeley for my PhD next Fall!
  • 2021-11-05 Gave an invited talk at DeepMind on Natural Language Processing for Signed Languages
  • 2021-10-07 Gave an invited talk at University of Pittsburgh on Extending Neural Machine Translation to Dialogue and Signed Languages
  • 2021-09-23 Extremely honored to be selected as a Siebel Scholar Class of 2022!
  • 2021-09-17 Gave an invited talk at SIGTYP on Understanding, Improving and Evaluating Context Usage in Context-aware Machine Translation
  • 2021-07-05 Extremely thrilled to receive the Best Theme Paper award at ACL 2021!
  • 2021-03-01 Gave an invited talk at Unbabel on Do Context-Aware Translation Models Pay the Right Attention?
  • 2020-10-18 Gave an invited talk at Computer Vision Talks on Sign Language Translation with Transformers
  • 2020-09-21 Extremely honored to be awarded Global Winner in Computer Science at The Global Undergraduate Awards 2020!
  • 2020-08-31 Started my Master's degree at CMU LTI!
  • Publications

    * = equal contribution

    • ASL STEM Wiki: Dataset and Benchmark for Interpreting STEM Articles
      Kayo Yin, Chinmay Singh, Fyodor O Minakov, Vanessa Milan, Hal Daumé III, Cyril Zhang, Alex Xijie Lu, and Danielle Bragg.
      Conference on Empirical Methods in Natural Language Processing (EMNLP). November 2024.


    • Using Language Models to Disambiguate Lexical Choices in Translation
      Josh Barua, Sanjay Subramanian, Kayo Yin, and Alane Suhr.
      Conference on Empirical Methods in Natural Language Processing (EMNLP). November 2024.


    • American Sign Language Handshapes Reflect Pressures for Communicative Efficiency
      Kayo Yin, Terry Regier, and Dan Klein.
      Conference of the Annual Meeting of the Association for Computational Linguistics (ACL). August 2024.
      PDF Code

    • 🏆 Best Resource Paper
      When Does Translation Require Context? A Data-driven, Multilingual Exploration
      Patrick Fernandes*, Kayo Yin*, Emmy Liu, André F. T. Martins and Graham Neubig.
      Conference of the Annual Meeting of the Association for Computational Linguistics (ACL). July 2023.
      PDF Video Code

    • 🏆 Best Paper Runner-Up
      Interpreting Language Models with Contrastive Explanations
      Kayo Yin and Graham Neubig.
      Conference on Empirical Methods in Natural Language Processing (EMNLP). December 2022.
      PDF Code Video

    • Signed Coreference Resolution
      Kayo Yin, Kenneth DeHaan and Malihe Alikhani.
      Conference on Empirical Methods in Natural Language Processing (EMNLP). November 2021.
      PDF Code Video

    • When is Wall a Pared and when a Muro?: Extracting Rules Governing Lexical Selection
      Aditi Chaudhary, Kayo Yin, Antonios Anastasopoulos and Graham Neubig.
      Conference on Empirical Methods in Natural Language Processing (EMNLP). November 2021.
      PDF Code

    • 🏆 Best Theme Paper
      Including Signed Languages in Natural Language Processing
      Kayo Yin, Amit Moryossef, Julie Hochgesang, Yoav Goldberg and Malihe Alikhani.
      Conference of the Annual Meeting of the Association for Computational Linguistics (ACL). August 2021.
      PDF Video

    • Do Context-Aware Translation Models Pay the Right Attention?
      Kayo Yin, Patrick Fernandes, Danish Pruthi, Aditi Chaudhary, André F. T. Martins and Graham Neubig.
      Conference of the Annual Meeting of the Association for Computational Linguistics (ACL). August 2021.
      PDF Code Video

    • Measuring and Increasing Context Usage in Context-Aware Machine Translation
      Patrick Fernandes, Kayo Yin, Graham Neubig and André F. T. Martins.
      Conference of the Annual Meeting of the Association for Computational Linguistics (ACL). August 2021.
      PDF Code

    • Data Augmentation for Sign Language Gloss Translation
      Amit Moryossef*, Kayo Yin*, Graham Neubig and Yoav Goldberg.
      Machine Translation Summit (MTSummit) International Workshop on Automatic Translation for Signed and Spoken Languages (AT4SSL). August 2021.
      PDF

    • 🏆 Global Undergraduate Award
      Better Sign Language Translation with STMC-Transformer
      Kayo Yin and Jesse Read.
      International Conference on Computational Linguistics (COLING). November 2020.
      PDF Code

    • Sign Language Translation with Transformers
      Kayo Yin and Jesse Read.
      European Conference on Computer Vision (ECCV) Workshop on Sign Language Recognition, Translation and Production (SLRTP). August 2020.
      PDF Code Video

    Talks


    2024

    2023

    2022

    2021

    2020

    2017-2019

    Selected Awards



    Copyright © Kayo Yin 2021-2024
    Last updated January 1, 2024