335 citations · 1.7k across the 86 of their papers we have counts for
6 papers · 2 filters
Error Diversity Matters: An Error-Resistant Ensemble Method for Unsupervised Dependency Parsing
Behzad Shayegh, Hobie H. -B. Lee, Xiaodan Zhu +2
We address unsupervised dependency parsing by building an ensemble of diverse existing models through post hoc aggregation of their output dependency parse structures. We observe t…
LLMR: Knowledge Distillation with a Large Language Model-Induced Reward
Dongheng Li, Yongchang Hao, Lili Mou
Large language models have become increasingly popular and demonstrated remarkable performance in various natural language processing (NLP) tasks. However, these models are typical…
Action Controlled Paraphrasing
Ning Shi, Zijun Wu
Recent studies have demonstrated the potential to control paraphrase generation, such as through syntax, which has broad applications in various downstream tasks. However, these me…
A Dual-View Approach to Classifying Radiology Reports by Co-Training
Yutong Han, Yan Yuan, Lili Mou
Radiology report analysis provides valuable information that can aid with public health initiatives, and has been attracting increasing attention from the research community. In th…
EBBS: An Ensemble with Bi-Level Beam Search for Zero-Shot Machine Translation
Yuqiao Wen, Behzad Shayegh, Chenyang Huang +2
The ability of zero-shot translation emerges when we train a multilingual model with certain translation directions; the model can then directly translate in unseen directions. Alt…
Tree-Averaging Algorithms for Ensemble-Based Unsupervised Discontinuous Constituency Parsing
Behzad Shayegh, Yuqiao Wen, Lili Mou
We address unsupervised discontinuous constituency parsing, where we observe a high variance in the performance of the only previous model in the literature. We propose to build an…