Maitreya Prafulla Chitale

To Consolidate or not to Consolidate? Evaluating the Impact of Consolidation in Multi-Reference Training using Peer Reviews

This work demonstrates that traditional single- and multi-reference training paradigms are suboptimal for natural language generation tasks and provides empirical evidence that consolidating diverse references into a unified training signal is crucial for developing effective systems.