NCP MP Supriya Sule backs actor Imran Khan’s right to protest, questioning the swift action against him while leaders facing serious charges continue to hold power. Meanwhile, Khan is considering legal action against the Mumbai Police’s order directing him to leave India, citing legal ambiguities. @AnanyaGuptaag with more | @GrihaAtul #NCP# #MP# #SurpriyaSule# #Imrankhan#

Shanghai AI Lab and SJTU’s LUMIA Lab release NCP-ArchPreview, an open-weight 8.9B language modell. 📜 Apache 2.0. 🤖 📄 ⚡ Trained on 5.73T Dolma 3 tokens, it reaches OLMo-3-7B’s final Stage 1 loss with only 51.3% of the tokens, a 1.95× convergence gain. 🏆 Its Stage 1 macro-average rises from 46.59 to 49.04, with +5.99 on GSM8K and +4.28 on HumanEval. 🧠 NCP jointly predicts tokens and a concept sequence at one-quarter the length, then feeds those concepts back to guide generation. 🛠 Domain adaptation updates only the 17M-parameter concept module while keeping the token backbone frozen. 🚀 Concept-conditioned drafting improves mean accepted length by 4.17% with negligible overhead.