G-IdiomAlign - Multiple-Choice Equivalence - Other Targets: leaderboard

Metric: Accuracy (%; source idiom to its meaning-equivalent target-language idiom among four options, the other three typed distractors (literal translation, lexical cue, contextual association), greedy decoding; macro-average over the 14 directions into the other seven languages). Source: arxiv.org. Saturation forecast: Around December 2026. 7 models tracked.

Top models

#ModelScore
1Gemini 2.5 Pro62.82
2DeepSeek V3.2 (Thinking)53.92
3DeepSeek V3.2 (Non-reasoning)47.39
4Claude Haiku 4.544.03
5Qwen 3 8B (Thinking)31.29
6Ministral-8B-Instruct-241027.78
7Qwen 3 8B (Non-reasoning)24.02

Interactive version: theaggregate.ai/benchmark?slug=g-idiomalign-multiple-choice-equivalence-other-targets · How It Works · Data refreshed daily, snapshot 2026-09-26.