August 20–26: 6 frontier papers out of 1,792 read.
Papers rated as moving the field
How we choose“Experiments show that current VLMs struggle with industrial assembly reasoning, often producing inaccurate poses, invalid mating relationships, part interpenetration, and degraded performance as assembly complexity increases.”
The authors, in the abstract
A Large-Scale Benchmark for 3D Spatial Reasoning in Robotics Assemblies
“PII extraction rises sharply under both: on DeepSeek-V3.1, verbatim recall@k increases from 0.155 to 0.370, a 2.4x gain.”
“On SD3.5-M at CFG = 4.5, it improves OCR by 47.5% and the average of four metrics by 16.0%.”
Aug 20–26: 166 cleared, 6 frontier
160 papers