STQA - SQFRS - Forecast MAE: 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 MAE from 2609.06117v1, S5.T2: Mean Absolute Error. Lower is better.

Metric: Mean Absolute Error. Source: arxiv.org. Saturation forecast: Around February 2027. 4 models tracked.

Top models

#ModelScoreOverall rank
1GPT-OSS-120B2.41#699
2GPT-OSS-20B2.46#1150
3Qwen 3 30B A3B2.46#1124
4Gemma 4 31B2.48#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-sqfrs-forecast-mae · How It Works · Data refreshed daily, snapshot 2026-11-12.