Lara, a machine-checkable language and protocol for checking and revising support for research claims, is introduced, and the metatheory of claim checking and cross-context argument transport is established, and semantic guarantees in Lean 4 are mechanized.
VulnGym is a real-world repository-level benchmark for evaluating vulnerability detection by coding agents that aligns reviewed GitHub advisories with their corresponding vulnerable version repositories and defines an end-to-end detection task and three oracle-based subtasks to jointly evaluate vulnerability detection...
Kexing Ji, Jiachen Liu, En-Ze Hu et al.· 2 citations
A Translation fRAmework Via rule-guided reasoning and rEinforcement Learning, namely TRAVEL, consisting of two modules that employs Monte Carlo Tree Search-based reasoning path construction guided by Rust-specific rules, and introduces reinforcement learning that couples execution feedback with reasoning-quality signal...