Graph-to-Sequence

Mapping an input graph to a sequence of vectors.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 26–48 of 48 papers

Title	Date	Tasks	Status	Hype
Equivalence of Dataflow Graphs via Rewrite Rules Using a Graph-to-Sequence Neural Model	Feb 17, 2020	Graph-to-Sequence	—Unverified	0
Modeling Global and Local Node Contexts for Text Generation from Knowledge Graphs	Jan 29, 2020	Data-to-Text GenerationGraph-to-Sequence	CodeCode Available	1
AMR-To-Text Generation with Graph Transformer	Jan 1, 2020	Abstract Meaning RepresentationAMR-to-Text Generation	—Unverified	0
Graph Transformer for Graph-to-Sequence Learning	Nov 18, 2019	Abstract Meaning RepresentationAMR-to-Text Generation	CodeCode Available	0
Natural Question Generation with Reinforcement Learning Based Graph-to-Sequence Model	Oct 19, 2019	Graph Neural NetworkGraph-to-Sequence	CodeCode Available	0
Physics-informed neural networks for corrosion-fatigue prognosis	Sep 22, 2019	Graph RegressionGraph-to-Sequence	CodeCode Available	1
Enhancing AMR-to-Text Generation with Dual Graph Representations	Sep 1, 2019	Abstract Meaning RepresentationAMR-to-Text Generation	CodeCode Available	0
DynGraph2Seq: Dynamic-Graph-to-Sequence Interpretable Learning for Health Stage Prediction in Online Health Forums	Aug 22, 2019	DecoderGraph-to-Sequence	—Unverified	0
Densely Connected Graph Convolutional Networks for Graph-to-Sequence Learning	Aug 16, 2019	Graph-to-SequenceMachine Translation	CodeCode Available	0
Reinforcement Learning Based Graph-to-Sequence Model for Natural Question Generation	Aug 14, 2019	Graph Neural NetworkGraph-to-Sequence	CodeCode Available	0
Coherent Comments Generation for Chinese Articles with a Graph-to-Sequence Model	Jul 1, 2019	ArticlesDecoder	CodeCode Available	0
Coherent Comment Generation for Chinese Articles with a Graph-to-Sequence Model	Jun 4, 2019	ArticlesComment Generation	CodeCode Available	0
STG2Seq: Spatial-temporal Graph to Sequence Model for Multi-step Passenger Demand Forecasting	May 24, 2019	Demand ForecastingGraph-to-Sequence	CodeCode Available	0
Step-by-Step: Separating Planning from Realization in Neural Data-to-Text Generation	Apr 6, 2019	Data-to-Text GenerationGraph-to-Sequence	CodeCode Available	0
Structural Neural Encoders for AMR-to-text Generation	Mar 27, 2019	Abstract Meaning RepresentationAMR-to-Text Generation	CodeCode Available	0
Fleet Prognosis with Physics-informed Recurrent Neural Networks	Jan 16, 2019	Graph RegressionGraph-to-Sequence	CodeCode Available	1
Deep Graph Convolutional Encoders for Structured Data to Text Generation	Oct 23, 2018	Data-to-Text GenerationGraph-to-Sequence	CodeCode Available	1
SQL-to-Text Generation with Graph-to-Sequence Model	Sep 14, 2018	Graph-to-SequenceSQL-to-Text	CodeCode Available	0
Exploiting Rich Syntactic Information for Semantic Parsing with Graph-to-Sequence Model	Aug 23, 2018	Graph-to-SequenceSemantic Parsing	CodeCode Available	0
Graph-to-Sequence Learning using Gated Graph Neural Networks	Jun 26, 2018	Graph-to-SequenceMachine Translation	CodeCode Available	1
A Graph-to-Sequence Model for AMR-to-Text Generation	May 7, 2018	AMR-to-Text GenerationGraph-to-Sequence	CodeCode Available	0
Graph2Seq: Graph to Sequence Learning with Attention-based Neural Networks	Apr 3, 2018	DecoderGraph-to-Sequence	CodeCode Available	0
Neural AMR: Sequence-to-Sequence Models for Parsing and Generation	Apr 26, 2017	AMR ParsingGraph-to-Sequence	CodeCode Available	0

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All datasets LDC2015E86 WebNLG

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	GRN	BLEU	33.6	—	Unverified
2	GCNSEQ	BLEU	23.95	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CGE-LW	BLEU	63.69	—	Unverified