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LLM extraction audit trails: Versioning models and tracking human corrections

By PulseAugur Editorial · [2 sources] ·

The first article discusses the importance of versioning LLM extractions to accurately track down errors. It emphasizes storing the exact model identifier returned by the API, not just an alias, and including decoding parameters like temperature and max tokens in the version stamp. The second article details how to build an audit trail for field corrections, focusing on capturing who made the change, when, and what they were looking at. It proposes a structured record including stable reviewer IDs, prior values and origins, and evidence of the reviewed content, stressing an append-only approach for data integrity. AI

IMPACT Enhances reliability and debuggability of LLM-powered data extraction systems.

RANK_REASON The articles describe methods and best practices for implementing logging and auditing within AI systems, which falls under tooling and infrastructure rather than a core AI release or research.

Read on dev.to — LLM tag →

AI-generated summary · Google Gemini · from 2 sources. How we write summaries →

LLM extraction audit trails: Versioning models and tracking human corrections

COVERAGE [2]

  1. dev.to — LLM tag TIER_1 English(EN) · Multigrid ·

    Keeping an Audit Trail of Which Model Version Extracted Each Field

    <p>An accuracy problem surfaces on a field, on some documents, some of the time. The first question is which version of the pipeline produced the bad ones. If the answer has to be reconstructed from deployment dates and a git log, it will be approximate, and an approximate cohort…

  2. dev.to — LLM tag TIER_1 English(EN) · Multigrid ·

    Building an Audit Trail That Shows Who Corrected an Extracted Field and When

    <p>Eight months after a payment went to the wrong account, somebody asks what the extraction originally said, who changed it, when, and on the basis of what. If the answer is a row in a table that has since been updated in place, there is no answer.</p> <h2> The questions the tra…

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