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Index by Topics

Text Mining

Graph Mining

Optimization

Text Mining

Phrase Mining

  • (SIGMOD 2015) SegPhrase
    Mining Quality Phrases from Massive Text Corpora [PDF] [Code]

  • (IEEE TKDE 2018) AutoPhrase
    Automated Phrase Mining from Massive Text Corpora [PDF] [Code]

  • (KDD 2021) UCPhrase
    UCPhrase: Unsupervised Context-aware Quality Phrase Tagging [PDF] [Code]

Named Entity Recognition (NER)

  • (AAAI 2018) LM-LSTM-CRF
    Empower Sequence Labeling with Task-Aware Neural Language Model [PDF] [Code]

  • (EMNLP 2018) LD-Net
    Efficient Contextualized Representation: Language Model Pruning for Sequence Labeling [PDF] [Code]

  • (EMNLP 2018) AutoNER
    Learning Named Entity Tagger using Domain-Specific Dictionary [PDF] [Code]

  • (Bioinformatics 2019) Multi-BioNER
    Cross-type Biomedical Named Entity Recognition with Deep Multi-Task Learning [PDF] [Code]

  • (WANLP 2019) ArabicNER
    Arabic Named Entity Recognition: What Works and What's Next [PDF] [Code]

  • (EMNLP 2019) CrossWeigh
    CrossWeigh: Training Named Entity Tagger from Imperfect Annotations [PDF] [Code]

  • (EMNLP 2021) RoSTER
    Distantly-Supervised Named Entity Recognition with Noise-Robust Learning and Language Model Augmented Self-Training [PDF] [Code]

  • (Other models) VanillaNER and LightNER

Relation Extraction (RE) and Open Information Extraction (OpenIE)

  • (KDD 2017) MetaPAD
    MetaPAD: Meta Patten Discovery from Massive Text Corpora [PDF] [Code]

  • (EMNLP 2017) ReHession
    Heterogeneous Supervision for Relation Extraction: A Representation Learning Approach [PDF] [Code]

  • (WSDM 2018) ReQuest
    Indirect Supervision for Relation Extraction using Question-Answer Pairs [PDF] [Code]

  • (WWW 2018) REPEL
    Weakly-supervised Relation Extraction by Pattern-enhanced Embedding Learning [PDF] [Code]

  • (WSDM 2019) ReMine
    Integrating Local Context and Global Cohesiveness for Open Information Extraction [PDF] [Code]

Event Extraction

Text Embedding

  • (NeurIPS 2019) JoSE
    Spherical Text Embedding [PDF] [Code]

  • (WWW 2020) CatE
    Discriminative Topic Mining via Category-Name Guided Text Embedding [PDF] [Code]

  • (KDD 2020) JoSH
    Hierarchical Topic Mining via Joint Spherical Tree and Text Embedding [PDF] [Code]

Set Expansion and Synonym Discovery

  • (ECML-PKDD 2017) SetExpan
    SetExpan: Corpus-Based Set Expansion via Context Feature Selection and Rank Ensemble [PDF] [Code]

  • (KDD 2017) DPE
    Automatic Synonym Discovery with Knowledge Bases [PDF] [Code]

  • (AAAI 2019) SynSetMine
    Mining Entity Synonyms with Efficient Neural Set Generation [PDF] [Code]

  • (ACL 2020) CGExpan
    Empower Entity Set Expansion via Language Model Probing [PDF] [Code]

Taxonomy Expansion and Taxonomy Construction

  • (KDD 2018) TaxoGen
    TaxoGen: Unsupervised Topic Taxonomy Construction by Adaptive Term Embedding and Clustering [PDF] [Code]

  • (KDD 2018) HiExpan
    HiExpan: Task-Guided Taxonomy Construction by Hierarchical Tree Expansion [PDF] [Code]

  • (ACL 2018) TaxoRL
    End-to-End Reinforcement Learning for Automatic Taxonomy Induction [PDF] [Code]

  • (CIKM 2019) HyperMine
    Discovering Hypernymy in Text-Rich Heterogeneous Information Network by Exploiting Context Granularity [PDF] [Code]

  • (WWW 2020) TaxoExpan
    TaxoExpan: Self-supervised Taxonomy Expansion with Position-Enhanced Graph Neural Network [PDF] [Code]

  • (KDD 2020) CoRel
    CoRel: Seed-Guided Topical Taxonomy Construction by Concept Learning and Relation Transferring [PDF] [Code]

Text Classification

  • (CIKM 2018) WeSTClass
    Weakly-Supervised Neural Text Classification [PDF] [Code]

  • (AAAI 2019) WeSHClass
    Weakly-Supervised Hierarchical Text Classification [PDF] [Code]

  • (EMNLP 2019) HiLAP
    Hierarchical Text Classification with Reinforced Label Assignment [PDF] [Code]

  • (SIGIR 2020) MetaCat
    Minimally Supervised Categorization of Text with Metadata [PDF] [Code]

  • (EMNLP 2020) LOTClass
    Text Classification Using Label Names Only: A Language Model Self-Training Approach [PDF] [Code]

  • (EMNLP 2020) JASen
    Weakly-Supervised Aspect-Based Sentiment Analysis via Joint Aspect-Sentiment Topic Embedding [PDF] [Code]

  • (WSDM 2021) HIMECat
    Hierarchical Metadata-Aware Document Categorization under Weak Supervision [PDF] [Code]

  • (WWW 2021) MATCH
    MATCH: Metadata-Aware Text Classification in A Large Hierarchy [PDF] [Code]

  • (WWW 2021) LTRN
    Minimally Supervised Structure Rich Text Categorization by Learning on Text-Rich Networks [PDF] [Code]

Text Summarization and Question Answering

  • (ACL 2020) FAR
    Facet-Aware Evaluation for Extractive Summarization [PDF] [Code]

  • (EMNLP 2020) RL-MMR
    Multi-document Summarization with Maximal Marginal Relevance-guided Reinforcement Learning [PDF] [Code]

  • (ACL 2021) GAR / RIDER
    Generation-Augmented Retrieval for Open-domain Question Answering [PDF] [Code]
    RIDER: Reader-Guided Passage Reranking for Open-Domain Question Answering [PDF] [Code]

  • (EMNLP 2021) EDE
    Extract, Denoise and Enforce: Evaluating and Improving Concept Preservation for Text-to-Text Generation [PDF] [Code]

Graph Mining

Heterogeneous Information Network (HIN) Embedding

  • (CIKM 2017) MVE
    An Attention-based Collaboration Framework for Multi-View Network Representation Learning [PDF] [Code]

  • (SDM 2018) AspEm
    AspEm: Embedding Learning by Aspects in Heterogeneous Information Networks [PDF] [Code]

  • (KDD 2018) HEER
    Easing Embedding Learning by Comprehensive Transcription of Heterogeneous Information Networks [PDF] [Code]

  • (ICDM 2018) HINSE
    Meta-Graph Based HIN Spectral Embedding: Methods, Analyses, and Insights [PDF] [Code]

  • (AAAI 2019) DMGI
    Unsupervised Attributed Multiplex Network Embedding [PDF] [Code]

  • (TKDE 2020) HNE
    Heterogeneous Network Representation Learning: A Unified Framework with Survey and Benchmark [PDF] [Code]

  • (Other models) ESim
    Meta-Path Guided Embedding for Similarity Search in Large-Scale Heterogeneous Information Networks [PDF] [Code]

Graph Neural Networks

  • (WWW 2020) CG-MuAlign
    Collective Multi-type Entity Alignment Between Knowledge Graphs [PDF] [Code]

  • (IJCAI 2020) ALaGCN
    AspEm: Embedding Learning by Aspects in Heterogeneous Information Networks [PDF] [Code]

  • (NeurIPS 2021) EGI
    Transfer Learning of Graph Neural Networks with Ego-graph Information Maximization [PDF] [Code]

  • (NeurIPS 2021) Shift-Robust GNNs
    Shift-Robust GNNs: Overcoming the Limitations of Localized Graph Training Data [PDF] [Code]

Optimization

Optimization

  • (ICLR 2020) RAdam
    On the Variance of the Adaptive Learning Rate and Beyond [PDF] [Code]

  • (EMNLP 2020) Admin
    Understanding the Difficulty of Training Transformers [PDF] [Code]

  • (Other models) TorchScope

Older Software

See Illimine.

Contact Us

For more details on the team, please visit our official site here.