11.1k citations · 16.3k across the 88 of their papers we have counts for
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What is the Role of Small Models in the LLM Era: A Survey
Lihu Chen, Gaël Varoquaux
Large Language Models (LLMs) have demonstrated remarkable capabilities in various reasoning tasks, which leads to the development of increasingly large models. However, scaling up…
Learning High-Quality and General-Purpose Phrase Representations
Lihu Chen, Gaël Varoquaux, Fabian M. Suchanek
Phrase representations play an important role in data science and natural language processing, benefiting various tasks like Entity Alignment, Record Linkage, Fuzzy Joins, and Para…
Reconfidencing LLMs from the Grouping Loss Perspective
Lihu Chen, Alexandre Perez-Lebel, Fabian M. Suchanek +1
Large Language Models (LLMs), including ChatGPT and LLaMA, are susceptible to generating hallucinated answers in a confident tone. While efforts to elicit and calibrate confidence…