Tootfinder

Dynamic Collaboration of Multi-Language Models based on Minimal Complete Semantic Units
Chao Hao, Zezheng Wang, Yanhua Huang, Ruiwen Xu, Wenzhe Niu, Xin Liu, Zitong Yu
https://arxiv.org/abs/2508.18763 …

Dynamic Collaboration of Multi-Language Models based on Minimal Complete Semantic Units
This paper investigates the enhancement of reasoning capabilities in language models through token-level multi-model collaboration. Our approach selects the optimal tokens from the next token distributions provided by multiple models to perform autoregressive reasoning. Contrary to the assumption that more models yield better results, we introduce a distribution distance-based dynamic selection strategy (DDS) to optimize the multi-model collaboration process. To address the critical challenge o…

Status of the GRAND project
Olivier Martineau-Huynh (for the GRAND collaboration)
https://arxiv.org/abs/2507.07260 https://arxiv.org/…

Status of the GRAND project
GRAND (the Giant Radio Array for Neutrino Detection) is a proposed next-generation observatory targetting primarily the detection of ultra-high-energy neutrinos, with energies exceeding about 100 PeV. GRAND is envisioned as a collection of large-scale ground arrays of self-triggered radio antennas that target the radio emission from extensive air showers initiated by UHE particles. Three prototype arrays are presently in operation: GRANDProto300 in China, with 65 units running since end of 2024…

The GRAND@Auger Prototype for the Giant Radio Array for Neutrino Detection
Beatriz de Errico (for the GRAND Collaboration), Jo\~ao R. T. de Mello Neto (for the GRAND Collaboration), Charles Timmermans (for the GRAND Collaboration)
https://arxiv.org/abs/2507.07407

The GRAND@Auger Prototype for the Giant Radio Array for Neutrino Detection
As of early 2025, the GRAND Collaboration operates three prototype arrays: GRANDProto300 in China, GRAND@Nançay in France, and GRAND@Auger in Argentina. The GRAND@Auger prototype was established through an agreement between the GRAND and Pierre Auger Collaborations, repurposing ten Auger Engineering Radio Array (AERA) stations as GRAND detection units. This setup provides a unique opportunity for coincident air-shower detection, enabling direct event-by-event comparison between GRAND@Auger and…