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Methodology
← Core Methods
Machine Learning
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Core Methods
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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
Knowledge Graph Completion with Relation-Aware Anchor Enhancement
AAAI 2025
Wikivecs: A Fully Reproducible Vectorization of Multilingual Wikipedia
ACL 2025
A Simple Graph Contrastive Learning Framework for Short Text Classification
AAAI 2025
Weighted Embeddings for Low-Dimensional Graph Representation
AAAI 2025
GEXIA: Granularity Expansion and Iterative Approximation for Scalable Multi-Grained Video-Language Learning
WACV 2025
Word-level Cross-lingual Structure in Large Language Models
COLING 2025
Language Models are Universal Embedders
ACL 2025
Redundancy, Isotropy, and Intrinsic Dimensionality of Prompt-based Text Embeddings
ACL 2025
WatE: A Wasserstein t-distributed Embedding Method for Information-enriched Graph Visualization
AAAI 2025
Parameter-Aware Contrastive Knowledge Editing: Tracing and Rectifying based on Critical Transmission Paths
ACL 2025
Character-Aware English-to-Japanese Translation of Fictional Dialogue Using Speaker Embeddings and Back-Translation
EMNLP 2025
Improving BGE-M3 Multilingual Dense Embeddings for Nigerian Low Resource Languages
EMNLP 2025
RefreshKV: Updating Small KV Cache During Long-form Generation
ACL 2025
Look Both Ways and No Sink: Converting LLMs into Text Encoders without Training
ACL 2025
ALGEN: Few-shot Inversion Attacks on Textual Embeddings via Cross-Model Alignment and Generation
ACL 2025
Learning to Look at the Other Side: A Semantic Probing Study of Word Embeddings in LLMs with Enabled Bidirectional Attention
ACL 2025
Finsler Multi-Dimensional Scaling: Manifold Learning for Asymmetric Dimensionality Reduction and Embedding
CVPR 2025
MIR: Methodology Inspiration Retrieval for Scientific Research Problems
ACL 2025
WET: Overcoming Paraphrasing Vulnerabilities in Embeddings-as-a-Service with Linear Transformation Watermarks
ACL 2025
Negative Matters: Multi-Granularity Hard-Negative Synthesis and Anchor-Token-Aware Pooling for Enhanced Text Embeddings
ACL 2025
GigaEmbeddings — Efficient Russian Language Embedding Model
ACL 2025
An Evaluation of Approaches to Train Embeddings for Logical Inference (Student Abstract)
AAAI 2025
Polarity inversion operators in PLM
CONLL 2025
Robust Detection of Persuasion Techniques in Slavic Languages via Multitask Debiasing and Walking Embeddings
ACL 2025
CaseReportCollective: A Large-Scale LLM-Extracted Dataset for Structured Medical Case Reports
ACL 2025
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