Author: insights

1. Hala Technical Report: Building Arabic-Centric Instruction & Translation Models at Scale 🔑 Keywords: Arabic-centric, Hala, translate-and-tune pipeline, lightweight language model, NLP […]

1. WebWeaver: Structuring Web-Scale Evidence with Dynamic Outlines for Open-Ended Deep Research 🔑 Keywords: AI Agents, Open-ended Deep Research, Dual-agent Framework, Adaptive […]

1. OmniWorld: A Multi-Domain and Multi-Modal Dataset for 4D World Modeling 🔑 Keywords: OmniWorld, 4D world modeling, multimodal learning, AI-generated summary 💡 […]

1. IntrEx: A Dataset for Modeling Engagement in Educational Conversations 🔑 Keywords: IntrEx, Large Language Models, Engagement, Educational Conversations, Linguistic and Cognitive […]

1. VLA-Adapter: An Effective Paradigm for Tiny-Scale Vision-Language-Action Model 🔑 Keywords: VLA-Adapter, Bridge Attention, lightweight Policy module, state-of-the-art performance, fast inference speed […]

1. A Survey of Reinforcement Learning for Large Reasoning Models 🔑 Keywords: Reinforcement Learning, Large Language Models, Artificial SuperIntelligence, DeepSeek-R1, Reasoning Abilities […]

1. Parallel-R1: Towards Parallel Thinking via Reinforcement Learning 🔑 Keywords: Parallel thinking, Reinforcement learning, Large language models, Progressive curriculum, Cold-start problem 💡 […]

1. Reverse-Engineered Reasoning for Open-Ended Generation 🔑 Keywords: REER, deep reasoning, reverse engineering, gradient-free, DeepWriting-20K 💡 Category: Knowledge Representation and Reasoning 🌟 […]

1. Why Language Models Hallucinate 🔑 Keywords: Language Models, Hallucinations, Benchmark Scoring, Uncertainty, Trustworthy AI Systems 💡 Category: Natural Language Processing 🌟 […]

1. Drivel-ology: Challenging LLMs with Interpreting Nonsense with Depth 🔑 Keywords: Drivelology, LLMs, NLP, benchmark dataset, pragmatic understanding 💡 Category: Natural Language […]

1. Open Data Synthesis For Deep Research 🔑 Keywords: AI-generated summary, Deep Research, Hierarchical Constraint Satisfaction Problems, dual-agent system, reasoning trajectories 💡 […]

1. The Landscape of Agentic Reinforcement Learning for LLMs: A Survey 🔑 Keywords: Agentic reinforcement learning, Large language models, POMDPs, Decision-making agents, […]