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progressive training

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Amap Tech
Amap Tech
Jul 10, 2026 · Artificial Intelligence

ABot-M0.5: The First Unified World Action Model for Mobile Manipulation

ABot-M0.5 introduces a unified world action model that aligns video prediction, intermediate latent actions, and low‑level physical control for mobile manipulation, achieving state‑of‑the‑art long‑horizon success rates and fine‑grained precision across benchmarks such as RoboCasa365, RoboTwin, and LIBERO, while detailing novel architectural components and a three‑stage progressive training regime.

benchmark resultsdream forcingdual-level transformer
0 likes · 14 min read
ABot-M0.5: The First Unified World Action Model for Mobile Manipulation
AIWalker
AIWalker
Mar 19, 2026 · Artificial Intelligence

Vision‑R1 Multimodal Reasoning Model Delivers Human‑Level Logic and Near‑OpenAI O1 Accuracy

Vision‑R1 introduces a 7B multimodal large language model that leverages 200K unsupervised CoT data, Modality Bridging, and Progressive Thinking Suppression Training to overcome data scarcity and over‑thinking, achieving 73.5% accuracy on MathVista—within 0.4% of OpenAI’s O1.

Large Language ModelsMultimodal Reasoningbenchmark performance
0 likes · 12 min read
Vision‑R1 Multimodal Reasoning Model Delivers Human‑Level Logic and Near‑OpenAI O1 Accuracy
Sohu Tech Products
Sohu Tech Products
Jan 28, 2026 · Artificial Intelligence

How OnePiece Brings Context Engineering and Implicit Reasoning to Industrial Ranking

This article details the OnePiece framework, which integrates context engineering, anchor item sequences, and progressive implicit reasoning into generative recommendation systems, achieving significant offline and online performance gains on Shopee Search by enhancing model inference, personalization, and computational efficiency.

Generative RecommendationImplicit ReasoningLarge Language Models
0 likes · 13 min read
How OnePiece Brings Context Engineering and Implicit Reasoning to Industrial Ranking