3 papers
cs.AI2026
Aligning Language Model Benchmarks with Pairwise Preferences
Marco Gutierrez, Xinyi Leng, Hannah Cyberey +3
Language model benchmarks are pervasive and computationally-efficient proxies for real-world downstream performance. However, many recent works find that benchmarks often fail to p…
cs.CL2024
Narrative Analysis of True Crime Podcasts With Knowledge Graph-Augmented Large Language Models
Xinyi Leng, Jason Liang, Jack Mauro +8
Narrative data spans all disciplines and provides a coherent model of the world to the reader or viewer. Recent advancement in machine learning and Large Language Models (LLMs) hav…
cs.LG2022
Diversity Boosted Learning for Domain Generalization with Large Number of Domains
Xi Leng, Xiaoying Tang, Yatao Bian
Machine learning algorithms minimizing the average training loss usually suffer from poor generalization performance due to the greedy exploitation of correlations among the traini…