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Methodology
← Core Methods
Machine Learning
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Core Methods
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Representation Learning
18863 directly classified 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
On the Additive Compositionality of Task Vectors in Vision–Language Models
EACL 2026
LLMs Know More About Numbers than They Can Say
EACL 2026
Semantic Token Clustering for Efficient Uncertainty Quantification in Large Language Models
EACL 2026
SpatialMath: Spatial Comprehension-Infused Symbolic Reasoning for Mathematical Problem-Solving
EACL 2026
Denoising Concept Vectors with Sparse Autoencoders for Improved Language Model Steering
EACL 2026
ReAttn: Improving Attention-based Re-ranking via Attention Re-weighting
EACL 2026
From Semantics to Style: A Cross-Dataset Comparative Framework for Sentence Similarity Predictions
EACL 2026
KGHaluBench: A Knowledge Graph-Based Hallucination Benchmark for Evaluating the Breadth and Depth of LLM Knowledge
EACL 2026
Punctuations and Predicates in Language Models
EACL 2026
Sequence Repetition Enhances Token Embeddings and Improves Sequence Labeling with Decoder-only Language Models
EACL 2026
Semantic Echo Pathways (SEP): Tracing How Medical Language Propagates and Transforms
EACL 2026
Out-Of-Tune rather than Fine-Tuned: How Pre-training, Fine-tuning and Tokenization Affect Semantic Similarity in a Historical, Non-Standardized Domain
EACL 2026
DCSN-NLP at MWE-2026 AdMIRe 2: Bridging Literal and Figurative Meaning Through Hierarchical Multimodal Reasoning
EACL 2026
Is Sentiment Banana-Shaped? Exploring the Geometry and Portability of Sentiment Concept Vectors
EACL 2026
Contrastive Learning with Narrative Twins for Modeling Story Salience
EACL 2026
Measuring Idiomaticity in Text Embedding Models with epsilon-compositionality
EACL 2026
Unveiling Intrinsic Dimension of Texts: from Academic Abstract to Creative Story
EACL 2026
DisGraph-RP: Graph-Augmented Temporal Modeling with Aspect-Based Contrastive Encoding of Discharge Summary for Readmission Prediction
EACL 2026
Representation Collapse in Machine Translation Through the Lens of Angular Dispersion
EACL 2026
Statistical Semantic Change Detection via Usage Similarities
EACL 2026
A Subword Embedding Approach for Variation Detection in Luxembourgish User Comments
EACL 2026
Teaching NLP in the AI Era: Experiences from the University of Latvia
EACL 2026
Negative-Aware Diffusion Process for Temporal Knowledge Graph Extrapolation
EACL 2026
Aligning Text, Code, and Vision: A Multi-Objective Reinforcement Learning Framework for Text-to-Visualization
EACL 2026
SpatialActor: Exploring Disentangled Spatial Representations for Robust Robotic Manipulation
AAAI 2026
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