SOTAVerified

Graph-to-Sequence

Mapping an input graph to a sequence of vectors.

Papers

Showing 148 of 48 papers

TitleStatusHype
FragmentNet: Adaptive Graph Fragmentation for Graph-to-Sequence Molecular Representation Learning0
PDG2Seq: Periodic Dynamic Graph to Sequence Model for Traffic Flow PredictionCode1
EzSQL: An SQL intermediate representation for improving SQL-to-text Generation0
Ontology-Free General-Domain Knowledge Graph-to-Text Generation Dataset Synthesis using Large Language ModelCode1
Ask Questions with Double Hints: Visual Question Generation with Answer-awareness and Region-referenceCode0
UAlign: Pushing the Limit of Template-free Retrosynthesis Prediction with Unsupervised SMILES AlignmentCode1
Predicting Parking Lot Availability by Graph-to-Sequence Model: A Case Study with SmartSantanderCode0
A Graph-to-Sequence Model for Joint Intent Detection and Slot Filling in Task-Oriented Dialogue Systems0
GraphMR: Graph Neural Network for Mathematical Reasoning0
Topic-Guided Abstractive Multi-Document Summarization0
Permutation invariant graph-to-sequence model for template-free retrosynthesis and reaction predictionCode1
AMR-to-text Generation with Graph Structure Reconstruction and Coverage0
Proving Equivalence Between Complex Expressions Using Graph-to-Sequence Neural Models0
Ask Question with Double Hints: Visual Question Generation with Answer-awareness and Region-reference0
Learning Axioms to Compute Verifiable Symbolic Expression Equivalence Proofs Using Graph-to-Sequence Networks0
GraphPB: Graphical Representations of Prosody Boundary in Speech Synthesis0
Graph-to-Sequence Neural Machine Translation0
Sparse Graph to Sequence Learning for Vision Conditioned Long Textual Sequence Generation0
Line Graph Enhanced AMR-to-Text Generation with Mix-Order Graph Attention Networks0
Heterogeneous Graph Transformer for Graph-to-Sequence Learning0
GPT-too: A language-model-first approach for AMR-to-text generationCode1
A physics-informed neural network for wind turbine main bearing fatigueCode1
ENT-DESC: Entity Description Generation by Exploring Knowledge GraphCode1
Learning to Encode Evolutionary Knowledge for Automatic Commenting Long Novels0
GraphTTS: graph-to-sequence modelling in neural text-to-speech0
Equivalence of Dataflow Graphs via Rewrite Rules Using a Graph-to-Sequence Neural Model0
Modeling Global and Local Node Contexts for Text Generation from Knowledge GraphsCode1
AMR-To-Text Generation with Graph Transformer0
Graph Transformer for Graph-to-Sequence LearningCode0
Natural Question Generation with Reinforcement Learning Based Graph-to-Sequence ModelCode0
Physics-informed neural networks for corrosion-fatigue prognosisCode1
Enhancing AMR-to-Text Generation with Dual Graph RepresentationsCode0
DynGraph2Seq: Dynamic-Graph-to-Sequence Interpretable Learning for Health Stage Prediction in Online Health Forums0
Densely Connected Graph Convolutional Networks for Graph-to-Sequence LearningCode0
Reinforcement Learning Based Graph-to-Sequence Model for Natural Question GenerationCode0
Coherent Comments Generation for Chinese Articles with a Graph-to-Sequence ModelCode0
Coherent Comment Generation for Chinese Articles with a Graph-to-Sequence ModelCode0
STG2Seq: Spatial-temporal Graph to Sequence Model for Multi-step Passenger Demand ForecastingCode0
Step-by-Step: Separating Planning from Realization in Neural Data-to-Text GenerationCode0
Structural Neural Encoders for AMR-to-text GenerationCode0
Fleet Prognosis with Physics-informed Recurrent Neural NetworksCode1
Deep Graph Convolutional Encoders for Structured Data to Text GenerationCode1
SQL-to-Text Generation with Graph-to-Sequence ModelCode0
Exploiting Rich Syntactic Information for Semantic Parsing with Graph-to-Sequence ModelCode0
Graph-to-Sequence Learning using Gated Graph Neural NetworksCode1
A Graph-to-Sequence Model for AMR-to-Text GenerationCode0
Graph2Seq: Graph to Sequence Learning with Attention-based Neural NetworksCode0
Neural AMR: Sequence-to-Sequence Models for Parsing and GenerationCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GRNBLEU33.6Unverified
2GCNSEQBLEU23.95Unverified
#ModelMetricClaimedVerifiedStatus
1CGE-LWBLEU63.69Unverified