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Context

The shelf life of LLM findings

What it is

Owen Queen and James Zou revisit 50 published LLM findings across 20 models, using relative effect sizes and release-date trends to classify persistence. The interactive report presents methods and limitations and reports that 44% of tested claims expired and 34% weakened under its definitions.

Why I recommend it

The authors describe the work as preliminary; findings were not independently replicated for this listing.

Topics

Added Nov 9, 2026 · 0 opens