G-IdiomAlign - Multiple-Choice Equivalence - Chinese 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 8 directions into Chinese). Source: arxiv.org. Saturation forecast: Around December 2026. 7 models tracked.

Top models

#ModelScore
1DeepSeek V3.2 (Thinking)69.37
2Gemini 2.5 Pro67.77
3DeepSeek V3.2 (Non-reasoning)56.84
4Claude Haiku 4.556.8
5Qwen 3 8B (Thinking)41.2
6Qwen 3 8B (Non-reasoning)32.69
7Ministral-8B-Instruct-241028.63

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