Guoping Rong

SynthCoder: Anti-pattern identification and model training for FIM mode code completion

This work introduces SynthCoder, which adopts optimized masking strategies better aligned with developer’s expectation in FIM, and first refine AST-level node masking and add heuristics that better mimic developers’ expectation to construct the training corpora.

SynthCoder: Anti-pattern identification and model training for FIM mode code completion

OpenCodeReview: Determinism over Non-Determinism for Cost-Effective Agent-Based Code Review

OpenCodeReview is introduced, built on deterministic engineering for uncertain agents: rather than granting maximal freedom, determinism is injected at three deliberate pipeline points to address non-determinism in LLM code review systems.