AI/ML●●●Banger
Pencil Puzzle Bench – LLM Benchmark for Multi-Step Verifiable Reasoning
62k puzzle benchmark reveals reasoning depth, cost variance, and stark US vs China model gaps.
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bluecoconut
503mo ago

Interesting eval philosophy, but this is a blog post with no shipped code or tool.
LLM researchers, AI engineers building evals
62k puzzle benchmark reveals reasoning depth, cost variance, and stark US vs China model gaps.
Mafia-as-benchmark with learning-between-batches mechanism; public, inspectable sessions.
Sealed-batch auctions remove inference speed bias from LLM trading benchmarks.
Cuts token costs 70% with receipts proving no accuracy drop on hard evals.
Task-specific LLM benchmarking beats generic leaderboards that ignore your actual workload.
Civilization matches expose model divergence that static benchmarks miss—but it's a spectacle, not a measurement.