Search
In partnership with Shanghai Jiao Tong University, ByteDance has introduced the groundbreaking ProtoReasoning framework, aimed at bolstering the reasoning prowess of large language models. This innovative framework leverages structured prototype representations, akin to Prolog and PDDL, to significantly enhance the models' performance in logical reasoning and planning tasks. Its cornerstone components encompass a prototype builder that formalizes natural language queries and a verification system that ensures the accuracy of responses. Extensive experiments have validated that, when trained on high-quality datasets, this framework exhibits remarkable improvements across various benchmark assessments. Looking ahead, future research endeavors will delve deeper into the theoretical underpinnings of reasoning prototypes, further solidifying its impact.
-
C114 Communication Network -
Communication Home
