Map-reduce summaries
Summarize each chunk separately, then merge into a final summary.
Dedupe facts
Remove repeated facts before producing the final summary.
Quality checks
Run a final verification pass to confirm key facts and numbers.
Chunk, summarize, and merge outputs with quality checks.
Summarize each chunk separately, then merge into a final summary.
Remove repeated facts before producing the final summary.
Run a final verification pass to confirm key facts and numbers.