Search Results for author: Xingyuan Pan

Found 4 papers, 1 papers with code

The VolcTrans System for WMT22 Multilingual Machine Translation Task

no code implementations20 Oct 2022 Xian Qian, Kai Hu, Jiaqiang Wang, Yifeng Liu, Xingyuan Pan, Jun Cao, Mingxuan Wang

This report describes our VolcTrans system for the WMT22 shared task on large-scale multilingual machine translation.

Machine Translation Translation

Learning Constraints for Structured Prediction Using Rectifier Networks

1 code implementation ACL 2020 Xingyuan Pan, Maitrey Mehta, Vivek Srikumar

Various natural language processing tasks are structured prediction problems where outputs are constructed with multiple interdependent decisions.

Structured Prediction valid

Learning to Speed Up Structured Output Prediction

no code implementations ICML 2018 Xingyuan Pan, Vivek Srikumar

Predicting structured outputs can be computationally onerous due to the combinatorially large output spaces.

Relation Extraction

Expressiveness of Rectifier Networks

no code implementations18 Nov 2015 Xingyuan Pan, Vivek Srikumar

However, unlike threshold and sigmoid networks, ReLU networks are less explored from the perspective of their expressiveness.

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