MSQA - Spanish: leaderboard

MSQA asks short culture-specific questions written by native speakers in their own language, each with one verifiable answer grounded in local sources. This board covers the Spanish-language questions. Answers are free-form, judged for containing the gold answer, and scored as the harmonic mean of the correct share and the correct-given-attempted share, so both wrong answers and refusals cost points (ByteDance Seed, Nanjing University and M-A-P, 2026).

Metric: F-score (%; harmonic mean of CO, the share of fully correct answers, and CGA, the correct share of attempted answers, over the 80 Spanish-language questions; free-form answers to natively sourced culture-specific short questions asked in their own language, five runs per model, scored by a Gemini-3.1-Pro gold-answer containment judge). Source: arxiv.org. Saturation forecast: Around February 2027. 21 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3.1 Pro (Preview)68.2#94
2Claude Opus 4.663.9#102
3Claude Opus 4.761.6#79
4DeepSeek V4 Pro56.1#188
5Seed 2.1 Pro55.1#135
6GPT-5.554.8#49
7Kimi K2.554.3#256
8GPT-5.452.2#123
9Kimi K2.652.1#178
10Seed 2.0 Pro (High)52.1#211 (Seed 2.0 Pro)
11GLM-551.8#260
12GPT-5.2 (High)51.3#176 (GPT-5.2)
13Qwen 3.5 Plus (Thinking)51.2#232 (Qwen 3.5 Plus)
14Seed 2.0 Pro (Medium)50.8#211 (Seed 2.0 Pro)
15DeepSeek V3.250.7#406

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

Interactive version: theaggregate.ai/benchmark?slug=msqa-spanish · How It Works · Data refreshed daily, snapshot 2026-11-13.