PaperCompiler: Faithful Paper-to-Code Generation via Repository-Level Specification Compilation
PaperCompiler turns paper evidence into repository-level specs before code generation, improving fidelity on Paper2CodeBench.
The framework preserves provenance and separates what the paper supports from inferred, delegated, or unresolved details. Its specifications include non-degradation requirements, ownership assignments, cross-file dependencies, and file-level constraints. The authors report a 13.8% relative gain in reference-based fidelity, from 3.64 to 4.15, and fewer high-severity evaluator critiques, from 13.2% to 6.1%. HF Daily Papers' note
The framework preserves provenance and separates what the paper supports from inferred, delegated, or unresolved details. Its specifications include non-degradation requirements, ownership assignments, cross-file dependencies, and file-level constraints. The authors report a 13.8% relative gain in reference-based fidelity, from 3.64 to 4.15, and fewer high-severity evaluator critiques, from 13.2% to 6.1%. HF Daily Papers' note
score 5