AINeutralarXiv – CS AI · 14h ago6/10
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Projectional Decoding: Towards Semantic-Aware LLM Generation
Researchers propose projectional decoding, a framework that integrates semantic validation directly into LLM generation by maintaining a partial graph model alongside text output. This approach aims to ensure semantic validity of software artifacts with provable guarantees, addressing a critical limitation of existing constrained decoding techniques that enforce syntax but struggle with broader semantic correctness.