أبرز ما صدر اليوم في أبحاث الذكاء الاصطناعي و NLP. 1. Qwen-AgentWorld: Language World Models for General Agents — 2. DataClaw0: Agentic Tailoring Multimodal Data from Raw Streams — 3. Grouped Query Experts: Mixture-of-Experts on GQA Self-Attention — 4. NatureBench: Can Coding Agents Match the Published SOTA of Nature-Family Papers? — 5. SHERLOC: Structured Diagnostic Localization for Code Repair Agents — 6. Are We Ready For An Agent-Native Memory System? — 7. Can Scale Save Us From Plasticity Loss in Large Language Models? — 8. DREAM: Dense Retrieval Embeddings via Autoregressive Modeling — 9. AI-PAVE-Br: Leveraging Large Language Models for Enhanced Product Attribute Value Extraction through a Golden Set Approach — 10. UniDrive: A Unified Vision-Language and Grounding Framework for Interpretable Risk Understanding in Autonomous Driving — 11. Escaping the Self-Confirmation Trap: An Execute-Distill-Verify Paradigm for Agentic Experience Learning — 12. Scaling Laws for Task-Specific LLM Distillation — 13. CineCap: Structured Reasoning with Spatio-Temporal Anchors for Cinematographic Video Captioning — 14. IV-CoT: Implicit Visual Chain-of-Thought for Structure-Aware Text-to-Image Generation — 15. ScaleToT: Generalizing Structured LLM Reasoning for Billion-Scale Low-Activity User Modeling — 16. Deeper is Not Always Better: Mitigating the Alignment Tax via Confident Layer Decoding — 17. Vera: A Layered Diffusion Model for Content-Preserving Video Editing — 18. EG-VQA: Benchmarking Verifiable Video Question Answering with Grounded Temporal Evidence — 19. LaGO: Latent Action Guidance for Online Reinforcement Learning — 20. SAFARI: Scaling Long Horizon Agentic Fault Attribution via Active Investigation —