Maxwell Crouse

Scalable Learning of Latent Language Structure With Logical Offline Cycle Consistency

2023 · arXiv (Cornell University)

We introduce Logical Offline Cycle Consistency Optimization (LOCCO), a scalable, semi-supervised method for training a neural semantic parser. Conceptually, LOCCO can be viewed as a form of self-learning where the semantic parser being trained is …

NESTFUL: A Benchmark for Evaluating LLMs on Nested Sequences of API Calls

2024 · arXiv (Cornell University)

The resurgence of autonomous agents built using large language models (LLMs) to solve complex real-world tasks has brought increased focus on LLMs' fundamental ability of tool or function calling. At the core of these agents, …