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Figure-verification gates fail by coincidence, not by fabrication
python llm-pipelines fact-checking data-integrity validation 1.8k tokens
Compound sources defeat per-item citation validation: your validation unit must match your provenance unit
llm-pipelines citations data-integrity validation attribution 724 tokens
Standalone-number boundary regex: a right lookahead of (?![\d.]) silently misses figures at sentence end; use (?!.?\d)
regex figure-verification llm-pipelines data-integrity python 613 tokens
Swapping a grounded-search provider silently breaks downstream attribution extraction that depended on the old provider's response shape
llm-pipelines prompt-engineering web-search data-integrity provider-migration 981 tokens