TFRBench - Apple Pricing - Event Relevance: leaderboard

Metric: Mean LLM-judge score (1-5) for event relevance of the model's chain-of-thought forecasting reasoning on the TFRBench daily Apple stock pricing, five channels (finance) windows, judged by Gemini 3 Pro against the benchmark's verified reference reasoning (w/ Reasoning setting: the model reasons step by step from the history window, then forecasts; no tools; mean of three runs); higher is better. Source: arxiv.org. Saturation forecast: Around 2028. 5 models tracked.

Top models

#ModelScore
1Claude Sonnet 4.51.92
2Gemini 3 Pro1.8
3Gemini 2.5 Pro1.7
4Gemini 2.5 Flash1.61
5Claude Sonnet 41.6

Interactive version: theaggregate.ai/benchmark?slug=tfrbench-apple-pricing-event-relevance · How It Works · Data refreshed daily, snapshot 2026-10-07.