Embedding Learning

Learnware Specification via Label-Aware Neural Embedding AAAI 2025 Length-Induced Embedding Collapse in PLM-based Models ACL 2025 Less Is MuRE: Revisiting Shallow Knowledge Graph Embeddings EMNLP 2025 Leveraging Cognitive Complexity of Texts for Contextualization in Dense Retrieval EMNLP 2025 Lightweight Contrastive Distilled Hashing for Online Cross-modal Retrieval AAAI 2025 Likelihood Variance as Text Importance for Resampling Texts to Map Language Models EMNLP 2025 Linear Partial Gromov-Wasserstein Embedding ICLR 2025 Little Giants: Synthesizing High-Quality Embedding Data at Scale NAACL 2025 LLMEmb: Large Language Model Can Be a Good Embedding Generator for Sequential Recommendation AAAI 2025 LLM-Guided Semantic-Aware Clustering for Topic Modeling ACL 2025 LLMInit: A Free Lunch from Large Language Models for Selective Initialization of Recommendation EMNLP 2025 LogiCoL: Logically-Informed Contrastive Learning for Set-based Dense Retrieval EMNLP 2025 Long-Sequence Recommendation Models Need Decoupled Embeddings ICLR 2025 Look Both Ways and No Sink: Converting LLMs into Text Encoders without Training ACL 2025 Low-distortion and GPU-compatible Tree Embeddings in Hyperbolic Space ICML 2025 LuxEmbedder: A Cross-Lingual Approach to Enhanced Luxembourgish Sentence Embeddings COLING 2025 MAI: A Multi-turn Aggregation-Iteration Model for Composed Image Retrieval ICLR 2025 Making Text Embedders Few-Shot Learners ICLR 2025 Making Transformer Decoders Better Differentiable Indexers ICLR 2025 Mapping Cross-Lingual Sentence Representations for Low-Resource Language Pairs Using Pre-trained Language Models COLING 2025 Marten: Visual Question Answering with Mask Generation for Multi-modal Document Understanding CVPR 2025 MatExpert: Decomposing Materials Discovery By Mimicking Human Experts ICLR 2025 Maximal Matching Matters: Preventing Representation Collapse for Robust Cross-Modal Retrieval ACL 2025 MedEureka: A Medical Domain Benchmark for Multi-Granularity and Multi-Data-Type Embedding-Based Retrieval NAACL 2025 MegaPairs: Massive Data Synthesis for Universal Multimodal Retrieval ACL 2025