AG

Research that stays inspectable.

I study how representations, compression, and controllability shape the quality of generated text and code.

Explore controllable code editing

Foundational contribution

Where Quality Breaks in Compressed Short-Text Generation: Staged Bottleneck Localization

FRUCT 39 2026

Separating codec failures from latent-generation failures in compressed short-text generation.

Explore codec bottleneck diagnosis
Staged compressed-text generation pipeline comparing original text, codec reconstruction, code-space MDLM, and decoded text to separate codec loss from generation loss.
Staged bottleneck localization separates codec reconstruction loss from latent-generation loss under one shared decoded-text evaluation protocol.

Core contributions

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Research directions

Inspectable generation

Methods that localize and explain failures in generation pipelines.

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Discrete latent representations

Learning compact codes that support control, efficiency, and interpretation.

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Compression & quality

Understanding where aggressive compression changes meaning or reliability.

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