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Lake Merritt Guide 4: Replicating a Real Benchmark (BBQ fairness evals)

Transcript reviewed · recording and outcomes not independently reproduced

Dazza GreenwoodSource published Added to Agents In Use Open on YouTube ↗

What the transcript explains

Dazza Greenwood adapts the BBQ fairness benchmark to Lake Merritt with a custom scorer and eval pack. The demonstrated run uses an age-related subset and compares predicted labels with expected labels. The workflow illustrates why reproducing a benchmark needs its metadata and scoring rules as well as a list of questions.

Limits and human checks

  • The demonstrated subset cannot establish overall model fairness.
  • The scorer uses benchmark label comparisons, not an LLM judge; do not compare its scores directly with a different judge setup.

Our notes are based on the caption transcript, reviewed 2026-10-15. Caption errors and differences from what appears on screen remain possible.

Evidence at a glance

Transcript reviewed
Source author
Dazza Greenwood
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About this source

Caption transcript reviewed by Agents In Use on 2026-10-15; the account remains author-reported.

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