Right at My Level: A Unified Multilingual Framework for Proficiency-Aware Text Simplification
arXiv:2604.05302v1 Announce Type: new Abstract: Text simplification supports second language (L2) learning by providing comprehensible input, consistent with the Input Hypothesis. However, constructing personalized parallel corpora is costly, while existing large language model (LLM)-based readability control methods rely on pre-labeled...
About the Association for the Advancement of Artificial Intelligence (AAAI)
AAAI is an artificial intelligence organization dedicated to advancing the scientific understanding of AI.
Mi:dm K 2.5 Pro
arXiv:2603.18788v1 Announce Type: new Abstract: The evolving LLM landscape requires capabilities beyond simple text generation, prioritizing multi-step reasoning, long-context understanding, and agentic workflows. This shift challenges existing models in enterprise environments, especially in Korean-language and domain-specific scenarios where scaling is...
Distilling Deep Reinforcement Learning into Interpretable Fuzzy Rules: An Explainable AI Framework
arXiv:2603.13257v1 Announce Type: new Abstract: Deep Reinforcement Learning (DRL) agents achieve remarkable performance in continuous control but remain opaque, hindering deployment in safety-critical domains. Existing explainability methods either provide only local insights (SHAP, LIME) or employ over-simplified surrogates failing to...
Samsung
Founded in 1938, Samsung is the largest chaebol in South Korea. The myriad of companies under its brand are some of the biggest in their respective industries, but Samsung Electronics is the most notable. It makes some of the most...