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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
Learning to Look at the Other Side: A Semantic Probing Study of Word Embeddings in LLMs with Enabled Bidirectional Attention
ACL 2025
Dynamic Injection of Entity Knowledge into Dense Retrievers
EMNLP 2025
SCV: Light and Effective Multi-Vector Retrieval with Sequence Compressive Vectors
COLING 2025
DH-Set: Improving Vision-Language Alignment with Diverse and Hybrid Set-Embeddings Learning
CVPR 2025
2DMamba: Efficient State Space Model for Image Representation with Applications on Giga-Pixel Whole Slide Image Classification
CVPR 2025
SemAlign3D: Semantic Correspondence between RGB-Images through Aligning 3D Object-Class Representations
CVPR 2025
Marten: Visual Question Answering with Mask Generation for Multi-modal Document Understanding
CVPR 2025
mRNA2vec: mRNA Embedding with Language Model in the 5'UTR-CDS for mRNA Design
AAAI 2025
Item-Language Model: Improving Large Language Model for Recommendation via Item-Language Representation Learning
IJCNLP 2025
TokenFlow: Unified Image Tokenizer for Multimodal Understanding and Generation
CVPR 2025
Statistical Inference of Random Graphs With a Surrogate Likelihood Function
JMLR 2025
Testing Humor Theory Using Word and Sentence Embeddings
COLING 2025
1-800-SHARED-TASKS at RegNLP: Lexical Reranking of Semantic Retrieval (LeSeR) for Regulatory Question Answering
COLING 2025
Mapping Cross-Lingual Sentence Representations for Low-Resource Language Pairs Using Pre-trained Language Models
COLING 2025
g3D-LF: Generalizable 3D-Language Feature Fields for Embodied Tasks
CVPR 2025
Hildoc: Leveraging Hilbert Curve Representation for Accurate and Efficient Document Retrieval
IJCNLP 2025
LADM: Long-context Training Data Selection with Attention-based Dependency Measurement for LLMs
ACL 2025
Little Giants: Synthesizing High-Quality Embedding Data at Scale
NAACL 2025
PRALEKHA: Cross-Lingual Document Alignment for Indic Languages
IJCNLP 2025
From Prejudice to Parity: A New Approach to Debiasing Large Language Model Word Embeddings
COLING 2025
Understanding Token Probability Encoding in Output Embeddings
COLING 2025
Randomly Projected Convex Clustering Model: Motivation, Realization, and Cluster Recovery Guarantees
JMLR 2025
ALGEN: Few-shot Inversion Attacks on Textual Embeddings via Cross-Model Alignment and Generation
ACL 2025
Representation Learning Based Predicate Invention on Knowledge Graphs
AAAI 2025
A Text is Worth Several Tokens: Text Embedding from LLMs Secretly Aligns Well with The Key Tokens
ACL 2025
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