Numbers that have to survive scrutiny: a FLOPs estimate with no search allowed, LBO sensitivity ranges, a memo with an actual thesis.
20 models tested across 4 data analysis challenges. Composite score: 30% Rival Index, 20% task coverage, 20% challenge-scoped duel performance, 15% recency, 15% tier. Deduplicated by product line. Claude Fable 5 leads at 87.2/100. Drawn from Rival's open dataset of 21,000+ human preference votes.
Numbers that have to survive scrutiny: a FLOPs estimate with no search allowed, LBO sensitivity ranges, a memo with an actual thesis.
20 models tested across 4 data analysis challenges. Composite score: 30% Rival Index, 20% task coverage, 20% challenge-scoped duel performance, 15% recency, 15% tier. Deduplicated by product line. Claude Fable 5 leads at 87.2/100. Drawn from Rival's open dataset of 21,000+ human preference votes.