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.

benchmark performancechain of thoughtlarge language models
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.

Context EngineeringGenerative RecommendationRanking Models
0 likes · 13 min read
How OnePiece Brings Context Engineering and Implicit Reasoning to Industrial Ranking