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Methodology
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Machine Learning
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Embedding Learning
3751 directly classified papers
Papers per year
2001: 2
2002: 1
2003: 2
2004: 1
2005: 2
2006: 8
2007: 6
2008: 7
2009: 13
2010: 14
2011: 17
2012: 19
2013: 39
2014: 35
2015: 58
2016: 85
2017: 230
2018: 340
2019: 515
2020: 474
2021: 426
2022: 364
2023: 328
2024: 361
2025: 336
2026: 68
Papers
Concept Embedding Models: Beyond the Accuracy-Explainability Trade-Off
NIPS 2022
Forward Compatible Training for Large-Scale Embedding Retrieval Systems
CVPR 2022
CodeRetriever: A Large Scale Contrastive Pre-Training Method for Code Search
EMNLP 2022
Specializing Static and Contextual Embeddings in the Medical Domain Using Knowledge Graphs: Let’s Keep It Simple
EMNLP 2022
OpticE: A Coherence Theory-Based Model for Link Prediction
COLING 2022
SpaBERT: A Pretrained Language Model from Geographic Data for Geo-Entity Representation
EMNLP 2022
From One to All: Learning to Match Heterogeneous and Partially Overlapped Graphs
AAAI 2022
Contrastive Quantization with Code Memory for Unsupervised Image Retrieval
AAAI 2022
Data-Efficient Playlist Captioning With Musical and Linguistic Knowledge
EMNLP 2022
ExpertPLM: Pre-training Expert Representation for Expert Finding
EMNLP 2022
Guiding Neural Entity Alignment with Compatibility
EMNLP 2022
Improving compositional generalization for multi-step quantitative reasoning in question answering
EMNLP 2022
No Word Embedding Model Is Perfect: Evaluating the Representation Accuracy for Social Bias in the Media
EMNLP 2022
You Are My Type! Type Embeddings for Pre-trained Language Models
EMNLP 2022
Memotion Analysis through the Lens of Joint Embedding (Student Abstract)
AAAI 2022
JoTA: Aligning Multilingual Job Taxonomies through Word Embeddings (Student Abstract)
AAAI 2022
Ranking Info Noise Contrastive Estimation: Boosting Contrastive Learning via Ranked Positives
AAAI 2022
Sharing Parameter by Conjugation for Knowledge Graph Embeddings in Complex Space
COLING 2022
Graph Embeddings for Argumentation Quality Assessment
EMNLP 2022
GammaE: Gamma Embeddings for Logical Queries on Knowledge Graphs
EMNLP 2022
Neural-based Mixture Probabilistic Query Embedding for Answering FOL queries on Knowledge Graphs
EMNLP 2022
WordTies: Measuring Word Associations in Language Models via Constrained Sampling
EMNLP 2022
Graph-based Dynamic Word Embeddings
IJCAI 2022
NTULM: Enriching Social Media Text Representations with Non-Textual Units
COLING 2022
SimANS: Simple Ambiguous Negatives Sampling for Dense Text Retrieval
EMNLP 2022
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