Featured in Domain Arrivals · 2026-08-16
Pairwise Ratio asks whether an LLM judge can keep its story straight
The Judge Coherence Benchmark tests LLM evaluators against order swaps, polarity reversals, paraphrases, pressure, nuisance edits, and ratio cycles.
Why it surfacedIts central test is wonderfully concrete: show a model the same pair in reverse order and see whether the judgment reciprocates. The site publishes exact prompts, responses, per-call JSONL, and result packs—including a recorded example that reverses direction on 8 of 20 order swaps—so readers can inspect the evidence rather than trust a leaderboard.
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The 240-Material Organ
August 16’s newborn domains include a 240-material perfume organ, a repeatedly saved JPEG cat, a ski tracker designed by a 15-year-old, and a searchable page claiming to contain 148,303 prescription records.
This is one of 1,000 discoveries in the 2026-08-16 Domain Arrivals issue.