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cs.CL2026
SERA: Soft-Verified Efficient Repository Agents
Ethan Shen, Daniel Tormoen, Saurabh Shah +2
Open-weight coding agents should hold a fundamental advantage over closed-source systems because they can specialize to private codebases, encoding repository-specific information…
cs.CL2024
Superposed Decoding: Multiple Generations from a Single Autoregressive Inference Pass
Ethan Shen, Alan Fan, Sarah M. Pratt +7
Many applications today provide users with multiple auto-complete drafts as they type, including GitHub's code completion, Gmail's smart compose, and Apple's messaging auto-suggest…