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Representation Learning

18863 directly classified papers

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Papers

GRITHopper: Decomposition-Free Multi-Hop Dense Retrieval EACL 2026

Intention Knowledge Graph Construction for User Intention Relation Modeling EACL 2026

CALE : Concept-Aligned Embeddings for Both Within-Lemma and Inter-Lemma Sense Differentiation EACL 2026

Lexical Popularity: Quantifying the Impact of Pre-training for LLM Performance EACL 2026

Coupling Local Context and Global Semantic Prototypes via a Hierarchical Architecture for Rhetorical Roles Labeling EACL 2026

IDEAlign: Comparing Ideas of Large Language Models to Domain Experts EACL 2026

Biasless Language Models Learn Unnaturally: How LLMs Fail to Distinguish the Possible from the Impossible EACL 2026

Pseudo-Likelihood Training for Reasoning Diffusion Language Models EACL 2026

Beyond Tokens: Concept-Level Training Objectives for LLMs EACL 2026

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

Oligodendrocyte-Driven Spiking Neural Model AAAI 2026