Martin Josifoski

Flows: Building Blocks of Reasoning and Collaborating AI

2023 · arXiv (Cornell University)

Recent advances in artificial intelligence (AI) have produced highly capable and controllable systems. This creates unprecedented opportunities for structured reasoning as well as collaboration among multiple AI systems and humans. To fully realize this potential, …

Sketch-Guided Constrained Decoding for Boosting Blackbox Large Language Models without Logit Access

2024

Constrained decoding, a technique for enforcing constraints on language model outputs, offers a way to control text generation without retraining or architectural modifications.Its application is, however, typically restricted to models that give users access to …