[🔔 News! 🔔 ] We have released a new survey paper based on this repository, with a perspective of existing Generative Knowledge Graph Construction! We are looking forward to any comments or discussions on this topic :)

Survey Paper	Publish
🚩 A Survey on Knowledge Graphs: Representation, Acquisition, and Applications	TNNLS 2022
Multi-Modal Knowledge Graph Construction and Application: A Survey	Arxiv 2022
Recent Advances in Natural Language Processing via Large Pre-Trained Language Models: A Survey	Arxiv 2021

Papers	Method	Conference	Code
Knowledge Is Flat: A Seq2Seq Generative Framework for Various Knowledge Graph Completion	Structure-linearized	COLING 2022	KG-S2S
A sequence-to-sequence approach for document-level relation extraction	Copy-based	BioNLP 2022	Seq2rel
Unified Structure Generation for Universal Information Extraction	Structure-linearized	ACL 2022	UIE
Sequence-to-Sequence Knowledge Graph Completion and Question Answering	Structure-linearized	ACL 2022	KGT5
Prompt for Extraction? PAIE: Prompting Argument Interaction for Event Argument Extraction	Blank-based	ACL 2022	PAIE
De-Bias for Generative Extraction in Unified NER Task	Structure-linearized	ACL 2022	-
DeepStruct: Pretraining of Language Models for Structure Prediction	Structure-linearized	ACL 2022	DeepStruct
Multilingual Generative Language Models for Zero-Shot Cross-Lingual Event Argument Extraction	Blank-based	ACL 2022	X-GEAR
Dynamic Prefix-Tuning for Generative Template-based Event Extraction	Blank-based	ACL 2022	-
ClarET: Pre-training a Correlation-Aware Context-To-Event Transformer for Event-Centric Generation and Classification	Blank-based	ACL 2022	-
Explanation Graph Generation via Pre-trained Language Models: An Empirical Study with Contrastive Learning	Structure-linearized	ACL 2022	HuSe-Gen
Improving Candidate Retrieval with Entity Profile Generation for Wikidata Entity Linking	Structure-linearized	ACL 2022	EPGEL
From Discrimination to Generation: Knowledge Graph Completion with Generative Transformer	Structure-linearized	WWW 2022	GenKGC
SQUIRE: A Sequence-to-sequence Framework for Multi-hop Knowledge Graph Reasoning	Structure-linearized	EMNLP 2022	-
REBEL: Relation Extraction By End-to-end Language generation	Structure-linearized	EMNLP 2021	REBEL
Document-level Entity-based Extraction as Template Generation	Copy-based	EMNLP 2021	TEMPGEN
DEGREE: A Data-Efficient Generation-Based Event Extraction Model	Blank-based	NAACL 2022	DEGREE
HySPA: Hybrid Span Generation for Scalable Text-to-Graph Extraction	Structure-linearized	ACL 2021	HySPA
Text2Event: Controllable Sequence-to-Structure Generation for End-to-end Event Extraction	Structure-linearized	ACL 2021	Text2Event
Template Filling with Generative Transformers	Blank-based	NAACL 2021	GTT
A Unified Generative Framework for Aspect-based Sentiment Analysis	Indice-based	ACL 2021	BARTABSA
A Unified Generative Framework for Various NER Subtasks	Indice-based	ACL 2021	BARTNER
GRIT: Generative Role-filler Transformers for Document-level Event Entity Extraction	Indice-based	EACL2021	GRIT
Document-Level Event Argument Extraction by Conditional Generation	Blank-based	NAACL 2021	BART-Gen
Structured Prediction as Translation between Augmented Natural Languages	Label-augmented	ICLR 2021	TANL
Intent Classification and Slot Filling for Privacy Policies	Structure-linearized	ACL 2021	PolicyIE
Autoregressive Entity Retrieval	Label-augmented	ICLR 2021	GENRE
Augmented Natural Language for Generative Sequence Labeling	Label-augmented	EMNLP 2020	-
Contrastive Information Extraction With Generative Transformer	Structure-linearized	TASLP 2021	-
Don’t Parse, Generate! A Sequence to Sequence Architecture for Task-Oriented Semantic Parsing	Indice-based	WWW 2022	-
CopyMTL: Copy Mechanism for Joint Extraction of Entities and Relations with Multi-Task Learning	Copy-based	AAAI 2020	CopyMTL
Effective Modeling of Encoder-Decoder Architecture for Joint Entity and Relation Extraction	Indice-based	AAAI 2020	PNDec
Learning the Extraction Order of Multiple Relational Facts in a Sentence with Reinforcement Learning	Copy-based	EMNLP 2019	-
Neural Architectures for Nested NER through Linearization	Structure-linearized	ACL 2019	-
Exploring Sequence-to-Sequence Learning in Aspect Term Extraction	Structure-linearize	ACL 2019	-
COMET: Commonsense Transformers for Automatic Knowledge Graph Construction	Blank-based	ACL 2019	COMET
Extracting Relational Facts by an End-to-End Neural Model with Copy Mechanism	Copy-based	ACL 2018	-

TIPS

If you find this repository useful to your research or work, it is really appreciate to star this repository.