…It has seen innumerable improvements since then, including support for more languages , while also being upgraded to run on the Gemini 3 model earlier this year. In February, Gmail teased upgrades to…
…George Wu , , Qing Yi , , , , , , , Abstract TMAS is a multi-agent framework for test-time scaling that enhances large language model reasoning through structured collaboration and hierarchical memory systems. AI-generated summary Test…
…guides a student without it, both from the same model. While this guidance is useful when the student has failed, on successful rollouts, the same mechanism instead overwrites the student's choices…
…Real-time Autoregressive Video Extrapolation with Consistency-model GRPO Published on May 14 Submitted by Yanzuo Lu on May 15 MVP Lab Authors: Yanzuo Lu , , Abstract RAVEN enables real-time video generation…
…AI-generated summary Reinforcement Learning with Verifiable Rewards (RLVR) has achieved great success in developing Large Language Models ( LLMs ) with chain-of-thought rollouts for many tasks such as math and coding…
…Furthermore, it estimates an adaptive per-problem target length online based on the model's own correct rollouts, applying a symmetric efficiency reward that penalizes both overthinking and over-compression. Evaluated on…
…with a new model, Muse Spark, and a centralized Superintelligence Labs unit. It’s designed to be fast, handle complex reasoning, and run multiple AI agents at once. Rollout will be gradual…
…sparse sequence-level reward should train models where exploration is productive, while dense token-level teacher reward should be used where the aim is to compress behavior into a smaller model. In…
…For each condition, S GRPO samples a supergroup of candidate sets, compares their diversity under the same condition, and redistributes the group diversity reward to individual rollouts through leave-one-out diversity…
…The initial rollout has reportedly started in South Korea with the S24 FE, and a global update rollout is likely to follow soon. This patch includes fixes for 60 Android vulnerabilities and…
