STQA - Vanilla - Historical Query 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 - Vanilla - Historical Query 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
1Qwen 3 30B A3B64.06#1124
2GPT-OSS-120B61.9#699
3Gemma 4 31B61.85#393
4GPT-OSS-20B61.74#1150

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

Interactive version: theaggregate.ai/benchmark?slug=stqa-vanilla-historical-query-accuracy · How It Works · Data refreshed daily, snapshot 2026-11-12.