Yasuaki Kakehi, Keio University
Международные соревнования: Российская Премьер-лига | 23-й тур
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A second pilot study tested four cross-modality memory strategies. Pre-captioning (text → text) uses only 0.9k tokens but reaches just 14.5% on image tasks and 17.2% on video tasks. Storing raw visual tokens uses 15.8k tokens and achieves 45.6% and 30.4% — noise overwhelms signal. Context-aware captioning compresses to text and improves to 52.8% and 39.5%, but loses fine-grained detail needed for verification. Selectively retaining only relevant vision tokens — Semantically-Related Visual Memory — uses 2.7k tokens and reaches 58.2% and 43.7%, the best trade-off. A third pilot study on credit assignment found that in positive trajectories (reward = 1), roughly 80% of steps contain noise that would incorrectly receive positive gradient signal under standard outcome-based RL, and that removing redundant steps from negative trajectories recovered performance entirely. These three findings directly motivate VimRAG’s three core components.。关于这个话题，豆包下载提供了深入分析
Итальянский футбольный чемпионат | 31 тур
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本次改革另一重要探索是建立地方政府拟上市企业信息推送机制。中国证监会在记者问答环节特别指出，“建立地方政府拟上市企业信息推送机制”是创业板改革的重要探索，对推动有效市场与有为政府更好结合，从源头上提升上市公司质量具有重要意义。