Embedding Learning

Textual Dataset Distillation via Language Model Embedding EMNLP 2024 T-FREE: Subword Tokenizer-Free Generative LLMs via Sparse Representations for Memory-Efficient Embeddings EMNLP 2024 Theoretical and Empirical Advantages of Dense-Vector to One-Hot Encoding of Intent Classes in Open-World Scenarios COLING 2024 The Scandinavian Embedding Benchmarks: Comprehensive Assessment of Multilingual and Monolingual Text Embedding NeurIPS 2024 The Shape of Learning: Anisotropy and Intrinsic Dimensions in Transformer-Based Models EACL 2024 The Shape of Word Embeddings: Quantifying Non-Isometry with Topological Data Analysis EMNLP 2024 The tree autoencoder model, with application to hierarchical data visualization NeurIPS 2024 Three Studies on Predicting Word Concreteness with Embedding Vectors COLING 2024 Time to Cite: Modeling Citation Networks using the Dynamic Impact Single-Event Embedding Model AISTATS 2024 Token Merging for Training-Free Semantic Binding in Text-to-Image Synthesis NeurIPS 2024 Topic Detection and Tracking with Time-Aware Document Embeddings COLING 2024 Topological Node2vec: Enhanced Graph Embedding via Persistent Homology JMLR 2024 Towards Open-Vocabulary Semantic Segmentation Without Semantic Labels NeurIPS 2024 Towards Unified Task Embeddings Across Multiple Models: Bridging the Gap for Prompt-Based Large Language Models and Beyond ACL 2024 Tracing the Genealogies of Ideas with Sentence Embeddings EMNLP 2024 Train Once, Deploy Anywhere: Matryoshka Representation Learning for Multimodal Recommendation EMNLP 2024 TransERR: Translation-based Knowledge Graph Embedding via Efficient Relation Rotation COLING 2024 Transferable Embedding Inversion Attack: Uncovering Privacy Risks in Text Embeddings without Model Queries ACL 2024 Transformer-Empowered Multi-Modal Item Embedding for Enhanced Image Search in E-commerce AAAI 2024 TriCoLo: Trimodal Contrastive Loss for Text To Shape Retrieval WACV 2024 Tri-Modal Motion Retrieval by Learning a Joint Embedding Space CVPR 2024 UDON: Universal Dynamic Online distillatioN for generic image representations NeurIPS 2024 ULLME: A Unified Framework for Large Language Model Embeddings with Generation-Augmented Learning EMNLP 2024 Unified Embeddings for Multimodal Retrieval via Frozen LLMs EACL 2024 Unified Lexical Representation for Interpretable Visual-Language Alignment NeurIPS 2024