Code Consistency Preference Optimization Verification for Language Model Alignment

arXiv:2609.19002 · cs.SE, cs.CL · Submitted 2026-07-18 · Read on arXiv

cs.SE, cs.CL

Submitted: 2026-07-18

Updated: 2026-07-18

Comments: 24 pages

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Consistency — 4× in this paper · explained in 3 episodes
• Verification — 3× in this paper · explained in 2 episodes
• Accuracy — 1× in this paper · explained in 1 episode
• Alignment — 1× in this paper · explained in 1 episode
• Fine-Tuning — 1× in this paper · explained in 5 episodes
• alpha — 1× in this paper · explained in 1 episode

Related papers

• Falsification-Based Verification of LLM-Generated Optimization Models: Sound Test Batteries and Their Detection Limits
• GitSkills: A Dataset of Agent Skills on GitHub
• SABER: Benchmarking Operational Safety of LLM Coding Agents in Stateful Project Workspaces
• PackMonitor: Enabling Zero Package Hallucinations Through Decoding-Time Monitoring
• IntentCoding: Amplifying User Intent in Code Generation
• Incentives and Outcomes in Bug Bounties