Graph-to-Sequence

Mapping an input graph to a sequence of vectors.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1–25 of 48 papers

Title	Date	Tasks	Status	Hype	Score
UAlign: Pushing the Limit of Template-free Retrosynthesis Prediction with Unsupervised SMILES Alignment	Mar 25, 2024	Graph-to-Sequencemolecular representation	CodeCode Available	1	5
Modeling Global and Local Node Contexts for Text Generation from Knowledge Graphs	Jan 29, 2020	Data-to-Text GenerationGraph-to-Sequence	CodeCode Available	1	5
PDG2Seq: Periodic Dynamic Graph to Sequence Model for Traffic Flow Prediction	Dec 5, 2024	feature selectionGraph-to-Sequence	CodeCode Available	1	5
ENT-DESC: Entity Description Generation by Exploring Knowledge Graph	Apr 30, 2020	Graph-to-SequenceKG-to-Text Generation	CodeCode Available	1	5
Fleet Prognosis with Physics-informed Recurrent Neural Networks	Jan 16, 2019	Graph RegressionGraph-to-Sequence	CodeCode Available	1	5
Graph-to-Sequence Learning using Gated Graph Neural Networks	Jun 26, 2018	Graph-to-SequenceMachine Translation	CodeCode Available	1	5
GPT-too: A language-model-first approach for AMR-to-text generation	May 18, 2020	AMR-to-Text GenerationData-to-Text Generation	CodeCode Available	1	5
Physics-informed neural networks for corrosion-fatigue prognosis	Sep 22, 2019	Graph RegressionGraph-to-Sequence	CodeCode Available	1	5
Permutation invariant graph-to-sequence model for template-free retrosynthesis and reaction prediction	Oct 19, 2021	Data AugmentationGraph-to-Sequence	CodeCode Available	1	5
Deep Graph Convolutional Encoders for Structured Data to Text Generation	Oct 23, 2018	Data-to-Text GenerationGraph-to-Sequence	CodeCode Available	1	5
A physics-informed neural network for wind turbine main bearing fatigue	May 5, 2020	Graph RegressionGraph-to-Sequence	CodeCode Available	1	5
Ontology-Free General-Domain Knowledge Graph-to-Text Generation Dataset Synthesis using Large Language Model	Sep 11, 2024	Data-to-Text GenerationGraph-to-Sequence	CodeCode Available	1	5
Graph Transformer for Graph-to-Sequence Learning	Nov 18, 2019	Abstract Meaning RepresentationAMR-to-Text Generation	CodeCode Available	0	5
Ask Questions with Double Hints: Visual Question Generation with Answer-awareness and Region-reference	Jul 6, 2024	Graph-to-SequenceImplicit Relations	CodeCode Available	0	5
Coherent Comment Generation for Chinese Articles with a Graph-to-Sequence Model	Jun 4, 2019	ArticlesComment Generation	CodeCode Available	0	5
Coherent Comments Generation for Chinese Articles with a Graph-to-Sequence Model	Jul 1, 2019	ArticlesDecoder	CodeCode Available	0	5
Densely Connected Graph Convolutional Networks for Graph-to-Sequence Learning	Aug 16, 2019	Graph-to-SequenceMachine Translation	CodeCode Available	0	5
Enhancing AMR-to-Text Generation with Dual Graph Representations	Sep 1, 2019	Abstract Meaning RepresentationAMR-to-Text Generation	CodeCode Available	0	5
Exploiting Rich Syntactic Information for Semantic Parsing with Graph-to-Sequence Model	Aug 23, 2018	Graph-to-SequenceSemantic Parsing	CodeCode Available	0	5
Graph2Seq: Graph to Sequence Learning with Attention-based Neural Networks	Apr 3, 2018	DecoderGraph-to-Sequence	CodeCode Available	0	5
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

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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