MSQA - Indonesian: 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 Indonesian-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 81 Indonesian-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 July 2027. 21 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3.1 Pro (Preview)62.9#94
2Claude Opus 4.761.3#79
3Claude Opus 4.648.5#102
4GPT-5.545.4#49
5Seed 2.1 Pro45.2#135
6GPT-5.445#123
7DeepSeek V4 Pro43.1#188
8DeepSeek V3.242.8#406
9Seed 2.0 Pro (High)42.6#211 (Seed 2.0 Pro)
10Gemini 2.5 Flash40.6#453
11Seed 2.1 Turbo40#160
12Qwen 3.5 Plus (Thinking)38.9#232 (Qwen 3.5 Plus)
13GPT-5.2 (High)37.3#176 (GPT-5.2)
14Seed 2.0 Pro (Medium)37.3#211 (Seed 2.0 Pro)
15Kimi K2.636.7#178

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

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