activity
20182022
most citedLearning and Evaluating General Linguistic Intelligence

157 citations · 254 across the 9 of their papers we have counts for

collaborators

15 papers

cs.CL2022

Noun2Verb: Probabilistic frame semantics for word class conversion

Lei Yu, Yang Xu

Humans can flexibly extend word usages across different grammatical classes, a phenomenon known as word class conversion. Noun-to-verb conversion, or denominal verb (e.g., to Googl…

cs.CL2022

Enabling arbitrary translation objectives with Adaptive Tree Search

Wang Ling, Wojciech Stokowiec, Domenic Donato +4

We introduce an adaptive tree search algorithm, that can find high-scoring outputs under translation models that make no assumptions about the form or structure of the search objec…

cs.SE20222 cited

Documentation based Semantic-Aware Log Parsing

Lei Yu, Tian Wu, Jiaqi Li +3

With the recent advances of deep learning techniques, there are rapidly growing interests in applying machine learning to log data. As a fundamental part of log analytics, accurate…

cs.CL20211 cited

Predicting emergent linguistic compositions through time: Syntactic frame extension via multimodal chaining

Lei Yu, Yang Xu

Natural language relies on a finite lexicon to express an unbounded set of emerging ideas. One result of this tension is the formation of new compositions, such that existing lingu…

cs.CL20217 cited

Diverse Pretrained Context Encodings Improve Document Translation

Domenic Donato, Lei Yu, Chris Dyer

We propose a new architecture for adapting a sentence-level sequence-to-sequence transformer by incorporating multiple pretrained document context signals and assess the impact on…

cs.CL20213 cited

Pretraining the Noisy Channel Model for Task-Oriented Dialogue

Qi Liu, Lei Yu, Laura Rimell +1

Direct decoding for task-oriented dialogue is known to suffer from the explaining-away effect, manifested in models that prefer short and generic responses. Here we argue for the u…