Few direct matches — filled in with the latest updates.
Tag: #mllms3 results
KidGym is an interactive 2D grid benchmark for MLLMs, inspired by child cognitive tests, accepted to ICLR 2026. It covers 5 abilities across 12 tasks at 3 difficulties, emphasizing generalization. Strong models falter on abstract reasoning and multi-rule coordination.
MLLMs excel in perception but fail mathematical spatial reasoning, scoring under 60% on tasks humans solve at 95% accuracy. MathSpatial introduces a framework with MathSpatial-Bench (2K problems), MathSpatial-Corpus (8K training data), and MathSpatial-SRT for structured reasoning. Fine-tuning Qwen2.5-VL-7B achieves strong results with 25% fewer tokens.
Survey organizes MLLM evolution for chart understanding via multimodal fusion. Introduces taxonomy of tasks and datasets. Highlights limitations in perception and reasoning, suggesting alignment and RL enhancements.
Patients are increasingly bringing answers from Doubao and other AI assistants into hospitals, sometimes challenging doctors' diagnoses and requesting unnecessary tests. The article documents how AI hallucinations, incomplete symptom interpretation, and misplaced patient trust are increasing consultation time and worsening doctor-patient friction.
Unitree has launched a biomimetic seven-axis dexterous robotic arm, priced from 9,900 yuan. The product could lower the hardware cost of embodied AI development, robotic manipulation research, and automation prototyping.
Kling AI generated more than RMB 850 million in Q2 revenue, up 240% year over year, making it the standout growth driver in Kuaishou’s otherwise slowing business. Kuaishou is prioritizing AI investment, spinning Kling AI out for independent financing at an implied valuation of US$18 billion despite near-term profit pressure.
Rapidus is pursuing mass production of advanced 2nm semiconductors through a large-scale Japanese national project. Instead of matching TSMC’s scale, the company plans to compete with RUMS, an integrated one-building production model designed for diverse, lower-volume manufacturing.
Shuto Expressway struggled to expand generative AI adoption because employees were unsure what to use it for and the organization prioritized safety. By using Google Gemini and Gemini Notebook as a practical starting point, the company reportedly increased the number of users tenfold, including among senior employees.
The article investigates how ChatGPT answers questions such as “What do you recommend?” It suggests that ChatGPT may begin with a preselected shortlist of brands or products before conducting a search.
Google is adding an AI chatbot interface that lets users describe the content they want in their Discover feed. The feature will automatically adjust feed recommendations and remember preferences for future visits.