Weakly Supervised Grammatical Error Correction using Iterative Decoding. - Jared Lichtarge; Christopher Alberti; Shankar Kumar; Noam Shazeer; Niki Parmar (CoRR, 2018)

Corpora Generation for Grammatical Error Correction. - Jared Lichtarge; Chris Alberti; Shankar Kumar; Noam Shazeer; Niki Parmar; Simon Tong (NAACL-HLT (1), 2019)

Data Weighted Training Strategies for Grammatical Error Correction. - Jared Lichtarge; Chris Alberti; Shankar Kumar (Trans. Assoc. Comput. Linguistics, 2020)

Simple and Effective Gradient-Based Tuning of Sequence-to-Sequence Models. - Jared Lichtarge; Chris Alberti; Shankar Kumar (CoRR, 2022)

Heterogeneous Federated Learning Using Knowledge Codistillation. - Jared Lichtarge; Ehsan Amid; Shankar Kumar; Tien-Ju Yang; Rohan Anil; Rajiv Mathews (CoRR, 2023)

Dynamic Subset Tuning: Expanding the Operational Range of Parameter-Efficient Training for Large Language Models. - Felix Stahlberg; Jared Lichtarge; Shankar Kumar (CoRR, 2024)