August 21–27: 7 frontier papers out of 1,839 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
“EASEL-9B, trained on EASEL-Data, surpasses the base model by a relative 6.3%, ranking third among all evaluated models.”
“Scores reached 87.6 and 94.9, but the highest Pass Rates were only 4% and 0%.”
“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 21–27: 175 cleared, 7 frontier
The week’s papers have not been sorted into fields yet.
168 papers