STQA - SQFRS - Forecast Reasoning Accuracy: leaderboard

STQA tests stock-focused tabular question answering over historical and forecast data. QR is historical query reasoning, NF numerical forecasting and FR forecast-based reasoning. The SQFRS tool workflow and vanilla prompting are separate configurations. This series reports STQA - SQFRS - Forecast Reasoning Accuracy from 2609.06117v1, S5.T2: Accuracy (%). Higher is better.

Metric: Accuracy (%). Source: arxiv.org. Saturation forecast: Estimated already saturated. 4 models tracked.

Top models

#ModelScoreOverall rank
1Gemma 4 31B62.43#217
2GPT-OSS-120B61.71#346
3GPT-OSS-20B59.29#527
4Qwen 3 30B A3B55.29#496

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #6 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=stqa-sqfrs-forecast-reasoning-accuracy · How It Works · Data refreshed daily, snapshot 2026-11-07.