GEAR turns long-context grounding into a reward-shaping problem, by rewarding n-gram overlap with annotated evidence while penalizing overlap with distractors, reducing both copying and reasoning length. The method still depends on automatically generated evidence annotations and overlap proxies, but it gives long-context RL a concrete selectivity objective instead of another generic accuracy bonus. Copy Less, Ground More: Overcoming Repetitive Copying in Long-Context Reasoning via Evidence-Aware Reinforcement Learning Paper:

GEAR: 10× faster autoregressive image generation Tencent Hunyuan's new method jointly trains VQ tokenizers and AR generators end-to-end, beating LlamaGen-REPA with a novel dual read-out. All tokenizers are on Hugging Face.

Gears of War: E-Day, has had its PC system requirements detailed. - Storage: 130 GB SSD required. Performance is hampered on HDD. - GPU Minimum: RTX 2060 or equivalent with hardware ray tracing support. Examples include RTX 2060 or 5050, RX 6600 or 9060, and Intel Arc A580. - GPU Recommended: RTX 3060 Ti level or higher. - CPU Minimum: Ryzen 5 2600X or Intel Core i7-6850K or better, plus 12 GB RAM. - CPU Recommended: Ryzen 5 5600 or Intel Core i5-11600K or better, plus 16 GB RAM. - OS: Windows 10 for minimum requirements, Windows 11 for recommended. The game runs on Unreal Engine 5 and uses its advanced Lumen real-time global illumination and ray tracing.