●builderYou can replace multiple task-specific counting models with a single 3B model that handles object, crowd, and referring-expression counting plus generation, reducing inference infrastructure complexity.
●researcherThe cycle-consistent GRPO strategy that closes the understanding-generation gap without external annotations is a transferable technique worth examining for other vision-language tasks.