activity
20152023
most citedGraph2Seq: Graph to Sequence Learning with Attention-based Neural Networks

160 citations · 345 across the 23 of their papers we have counts for

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Showing 2020Show all

6 papers · 1 filter

cs.CL2020★ 20 cited

TexSmart: A Text Understanding System for Fine-Grained NER and Enhanced Semantic Analysis

Haisong Zhang, Lemao Liu, Haiyun Jiang +14

This technique report introduces TexSmart, a text understanding system that supports fine-grained named entity recognition (NER) and enhanced semantic analysis functionalities. Com…

cs.CL2020★ 5 cited

Robust Dialogue Utterance Rewriting as Sequence Tagging

Jie Hao, Linfeng Song, Liwei Wang +3

The task of dialogue rewriting aims to reconstruct the latest dialogue utterance by copying the missing content from the dialogue context. Until now, the existing models for this t…

cs.LG2020★ 3 cited

Bi-level Score Matching for Learning Energy-based Latent Variable Models

Fan Bao, Chongxuan Li, Kun Xu +3

Score matching (SM) provides a compelling approach to learn energy-based models (EBMs) by avoiding the calculation of partition function. However, it remains largely open to learn…

cs.CL2020★ 1 cited

Semantic Role Labeling Guided Multi-turn Dialogue ReWriter

Kun Xu, Haochen Tan, Linfeng Song +4

For multi-turn dialogue rewriting, the capacity of effectively modeling the linguistic knowledge in dialog context and getting rid of the noises is essential to improve its perform…

cs.LG2020★ 3 cited

Efficient Learning of Generative Models via Finite-Difference Score Matching

Tianyu Pang, Kun Xu, Chongxuan Li +3

Several machine learning applications involve the optimization of higher-order derivatives (e.g., gradients of gradients) during training, which can be expensive in respect to memo…

cs.CV2020★ 8 cited

Improving Weakly Supervised Visual Grounding by Contrastive Knowledge Distillation

Liwei Wang, Jing Huang, Yin Li +3

Weakly supervised phrase grounding aims at learning region-phrase correspondences using only image-sentence pairs. A major challenge thus lies in the missing links between image re…