IntentCoding: Amplifying User Intent in Code Generation
Intent↑Coding is a method to improve how large language models follow complex user instructions in code generation. It works by masking the intent signal and amplifying it using a set of scaling factors during generation. This strategy enhances compliance with multiple constraints, leading to significant accuracy improvements on benchmarks testing constraint following.