Document parsing favors large models: Astra annotates, Gemma 4 31B finetunes

Alexander Doria says high parameter capacity still matters for harder document processing, running Astra for initial annotation and Gemma 4 31B for finetuning. Yifei Hu reports that gpt-6-sol improved over last week's version on domain-specific document parsing but remains far behind gpt-6-astra, with the benchmark itself built using Astra.