semantic representation

Mitigating Hallucination in Large Vision-Language Models through Aligning Attention Distribution to Information Flow EMNLP 2025 Modeling Complex Semantics Relation with Contrastively Fine-Tuned Relational Encoders ACL 2025 Negative Matters: Multi-Granularity Hard-Negative Synthesis and Anchor-Token-Aware Pooling for Enhanced Text Embeddings ACL 2025 Nested Diffusion Models Using Hierarchical Latent Priors CVPR 2025 On the Effects of Fine-tuning Language Models for Text-Based Reinforcement Learning COLING 2025 PASTA: Part-Aware Sketch-to-3D Shape Generation with Text-Aligned Prior ICCV 2025 pEBR: A Probabilistic Approach to Embedding Based Retrieval EMNLP 2025 Potential Field Based Deep Metric Learning CVPR 2025 Rethinking Evaluation of Sparse Autoencoders through the Representation of Polysemous Words ICLR 2025 RUNA: Object-Level Out-of-Distribution Detection via Regional Uncertainty Alignment of Multimodal Representations AAAI 2025 Seeing Through Words, Speaking Through Pixels: Deep Representational Alignment Between Vision and Language Models EMNLP 2025 Semantically Conditioned Prompts for Visual Recognition under Missing Modality Scenarios WACV 2025 SemEval-2025 Task 1: AdMIRe - Advancing Multimodal Idiomaticity Representation SemEval 2025 SNAP: Semantic Stories for Next Activity Prediction AAAI 2025 Speechless: Speech Instruction Training Without Speech for Low Resource Languages Interspeech 2025 SR-LLM: Rethinking the Structured Representation in Large Language Model ACL 2025 Structural Entropy Guided Probabilistic Coding AAAI 2025 Structure-aware Semantic Discrepancy and Consistency for 3D Medical Image Self-supervised Learning ICCV 2025 Textural or Textual: How Vision-Language Models Read Text in Images ICML 2025 The ‘aftermath’ of compounds: Investigating Compounds and their Semantic Representations IJCNLP 2025 The Geometry of Categorical and Hierarchical Concepts in Large Language Models ICLR 2025 The Semantic Hub Hypothesis: Language Models Share Semantic Representations Across Languages and Modalities ICLR 2025 The Transfer Neurons Hypothesis: An Underlying Mechanism for Language Latent Space Transitions in Multilingual LLMs EMNLP 2025 Token Prepending: A Training-Free Approach for Eliciting Better Sentence Embeddings from LLMs ACL 2025 Towards Multi-System Log Anomaly Detection ACL 2025