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Jiapeng Wu

2 accepted papers

2025

MSc-SQL: Multi-Sample Critiquing Small Language Models For Text-To-SQL Translation

NAACL 2025long

Text-to-SQL generation enables non-experts to interact with databases via natural language. Recent advances rely on large closed-source models like GPT-4 that present challenges in accessibility, privacy, and latency. To address these issues, we focus on developing small, efficient, and open-source…

2022

NodePiece: Compositional and Parameter-Efficient Representations of Large Knowledge Graphs

ICLR 2022poster

Conventional representation learning algorithms for knowledge graphs (KG) map each entity to a unique embedding vector. Such a shallow lookup results in a linear growth of memory consumption for storing the embedding matrix and incurs high computational costs of working with real-world KGs. Drawing…