Iterative Refinement of Textual Directions for Safe Code Correction
A new method for multi-turn code correction, Iterative Refinement of Textual Directions (IRTD), has been proposed by researchers. IRTD simplifies the state-of-the-art Scattered Forest Search (SFS) by fixing initial codes and iteratively refining textual directions. This simplicity allows for theoretical safety guarantees using Oracle-Guided Inductive Synthesis (OGIS). Experiments on code generation benchmarks show IRTD achieves performance comparable to SFS without complex search. The work highlights that scaling inference compute can be achieved through straightforward iterative refinement rather than complex algorithms.
Key facts
- IRTD fixes initial codes and iteratively refines textual directions.
- IRTD is simpler than Scattered Forest Search (SFS).
- Safety of IRTD is theoretically established using Oracle-Guided Inductive Synthesis (OGIS).
- Experiments on code generation benchmarks show IRTD achieves inference performance comparable to state-of-the-art methods.
- The paper is published on arXiv with ID 2604.23989.
- The method emphasizes scaling inference compute through simplicity.
Entities
Institutions
- arXiv