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Graph-to-Sequence

Mapping an input graph to a sequence of vectors.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 41–48 of 48 papers

Title	Date	Tasks	Status	Hype
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