semantic abstraction

Beyond Tokens: Concept-Level Training Objectives for LLMs EACL 2026 Do Large Language Models Think like the Brain? Sentence-Level Evidences from Layer-Wise Embeddings and fMRI AAAI 2026 H-MEM: Hierarchical Memory for High-Efficiency Long-Term Reasoning in LLM Agents EACL 2026 Team ewelinaksiez at SemEval-2026 Task 11: Reducing Content Bias in Syllogistic Reasoning via Semantic Abstraction SemEval 2026 Unified Latent Space for Understanding and Generation via Semantic Auto-encoder CVPR 2026 Assimilation and Accommodation: Task-Adaptive Hierarchical Abstraction for Solving Web Tasks ACL 2025 DICP: Deep In-Context Prompt for Event Causality Identification EMNLP 2025 Discrete Latent Plans via Semantic Skill Abstractions ICLR 2025 From Words to Waves: Analyzing Concept Formation in Speech and Text-Based Foundation Models Interspeech 2025 MaVEn: An Effective Multi-granularity Hybrid Visual Encoding Framework for Multimodal Large Language Model NeurIPS 2024 Pixology: Probing the Linguistic and Visual Capabilities of Pixel-based Language Models EMNLP 2024 Quantifying Generalizations: Exploring the Divide Between Human and LLMs’ Sensitivity to Quantification ACL 2024 The Devil Is in the Frequency: Geminated Gestalt Autoencoder for Self-Supervised Visual Pre-training AAAI 2023 Semantic Abstraction: Open-World 3D Scene Understanding from 2D Vision-Language Models CoRL 2022 Semantic Abstraction-Guided Motion Planning for scLTL Missions in Unknown Environments RSS 2021 TESA: A Task in Entity Semantic Aggregation for Abstractive Summarization EMNLP 2020 Measuring Semantic Abstraction of Multilingual NMT with Paraphrase Recognition and Generation Tasks NAACL 2019 Unsupervised Paraphrasing without Translation ACL 2019 Multilingual Information Extraction with PolyglotIE COLING 2016