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← Core Methods
Machine Learning
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Core Methods
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Representation Learning
18,863 papers
Papers per year
2000: 2
2001: 4
2002: 2
2003: 18
2004: 4
2005: 9
2006: 62
2007: 61
2008: 74
2009: 73
2010: 96
2011: 103
2012: 131
2013: 283
2014: 255
2015: 295
2016: 426
2017: 691
2018: 1066
2019: 1798
2020: 1830
2021: 2207
2022: 2109
2023: 2560
2024: 2177
2025: 1926
2026: 601
Papers
VISaGE: Understanding Visual Generics and Exceptions
EMNLP 2025
SemCSE: Semantic Contrastive Sentence Embeddings Using LLM-Generated Summaries For Scientific Abstracts
EMNLP 2025
A Text-Based Recommender System that Leverages Explicit Affective State Preferences
EMNLP 2025
SUE: Sparsity-based Uncertainty Estimation via Sparse Dictionary Learning
EMNLP 2025
N-CORE: N-View Consistency Regularization for Disentangled Representation Learning in Nonverbal Vocalizations
EMNLP 2025
Uncovering the Bigger Picture: Comprehensive Event Understanding Via Diverse News Retrieval
EMNLP 2025
xCoRe: Cross-context Coreference Resolution
EMNLP 2025
Concept-pedia: a Wide-coverage Semantically-annotated Multimodal Dataset
EMNLP 2025
Leveraging Multilingual Training for Authorship Representation: Enhancing Generalization across Languages and Domains
EMNLP 2025
Layer-wise Minimal Pair Probing Reveals Contextual Grammatical-Conceptual Hierarchy in Speech Representations
EMNLP 2025
Beyond Averages: Learning with Annotator Disagreement in STS
EMNLP 2025
Constrained Non-negative Matrix Factorization for Guided Topic Modeling of Minority Topics
EMNLP 2025
Seeing Through Words, Speaking Through Pixels: Deep Representational Alignment Between Vision and Language Models
EMNLP 2025
EasyEdit2: An Easy-to-use Steering Framework for Editing Large Language Models
EMNLP 2025
LangVAE and LangSpace: Building and Probing for Language Model VAEs
EMNLP 2025
TRACE: Training and Inference-Time Interpretability Analysis for Language Models
EMNLP 2025
PledgeTracker: A System for Monitoring the Fulfilment of Pledges
EMNLP 2025
Open Political Corpora: Structuring, Searching, and Analyzing Political Text Collections with PoliCorp
EMNLP 2025
Enhancing Talent Search Ranking with Role-Aware Expert Mixtures and LLM-based Fine-Grained Job Descriptions
EMNLP 2025
SFAL: Semantic-Functional Alignment Scores for Distributional Evaluation of Auto-Interpretability in Sparse Autoencoders
EMNLP 2025
Controllable Clustering with LLM-driven Embeddings
EMNLP 2025
Enhancing Foundation Models in Transaction Understanding with LLM-based Sentence Embeddings
EMNLP 2025
GSID: Generative Semantic Indexing for E-Commerce Product Understanding
EMNLP 2025
HierDiffuse: Progressive Diffusion for Robust Interest Fusion in CTR Prediction
EMNLP 2025
LLMInit: A Free Lunch from Large Language Models for Selective Initialization of Recommendation
EMNLP 2025
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