STQA - Forecast Reasoning - Trend Comparison: 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 - Forecast Reasoning - Trend Comparison from 2609.06117v1, A1.T9: Accuracy (%). Higher is better.

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

Top models

#ModelScoreOverall rank
1GPT-OSS-120B55.6#699
2GPT-OSS-20B55.2#1150
3Qwen 3 30B A3B54.8#1124
4Gemma 4 31B52.8#393

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=stqa-forecast-reasoning-trend-comparison · How It Works · Data refreshed daily, snapshot 2026-11-12.