Tighten prompt_template_source.notes: explicit 5-tier classification per 2026-06-01 priority rules

Refine prompt_template_source: lmms-eval/VLMEvalKit canonical citations

Populate prompt_template_source for all subsets per 2026-05-30 audit

fix: modalities taxonomy, task_type, url consolidation, structural corrections

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initial commit