IOLBench - Long Answer: leaderboard

Long-answer olympiad linguistics problems, mostly translations (501 text problems), graded by an LLM judge on a 0 to 2 scale and reported as a percentage. Higher is better. Source: arxiv.org/abs/2501.04249.

Metric: LLM-Judge Score (%; 0-2 scale, 501 text problems). Source: arxiv.org. Saturation forecast: Around March 2028. 9 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 2.5 Pro50.47#161
2Claude Opus 446.45#172
3Claude Sonnet 446.07#209
4GPT-541.91#108
5GPT-4o39.25#358
6GPT-437.7#454
7Gemini 2.5 Flash35.47#255
8Grok 432.91#191
9GPT-4o Mini31.17#601

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #6 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=iolbench-long-answer · How It Works · Data refreshed daily, snapshot 2026-11-07.