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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 21–30 of 48 papers

Title	Date	Tasks	Status	Hype	Score
A Graph-to-Sequence Model for AMR-to-Text Generation	May 7, 2018	AMR-to-Text GenerationGraph-to-Sequence	CodeCode Available	0	5
Natural Question Generation with Reinforcement Learning Based Graph-to-Sequence Model	Oct 19, 2019	Graph Neural NetworkGraph-to-Sequence	CodeCode Available	0	5
Neural AMR: Sequence-to-Sequence Models for Parsing and Generation	Apr 26, 2017	AMR ParsingGraph-to-Sequence	CodeCode Available	0	5
Predicting Parking Lot Availability by Graph-to-Sequence Model: A Case Study with SmartSantander	Jun 21, 2022	Graph-to-Sequence	CodeCode Available	0	5
Reinforcement Learning Based Graph-to-Sequence Model for Natural Question Generation	Aug 14, 2019	Graph Neural NetworkGraph-to-Sequence	CodeCode Available	0	5
SQL-to-Text Generation with Graph-to-Sequence Model	Sep 14, 2018	Graph-to-SequenceSQL-to-Text	CodeCode Available	0	5
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	5
STG2Seq: Spatial-temporal Graph to Sequence Model for Multi-step Passenger Demand Forecasting	May 24, 2019	Demand ForecastingGraph-to-Sequence	CodeCode Available	0	5
Structural Neural Encoders for AMR-to-text Generation	Mar 27, 2019	Abstract Meaning RepresentationAMR-to-Text Generation	CodeCode Available	0	5
Learning to Encode Evolutionary Knowledge for Automatic Commenting Long Novels	Apr 21, 2020	Comment GenerationGraph-to-Sequence	—Unverified	0	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