VIVID (Few-shot): leaderboard
Metric: Explanation score, 0 to 5 (out of 5); three-shot explanation of each of the 1,636 Vietnamese idioms and proverbs, rated 0-5 for semantic accuracy, completeness and native-speaker alignment by a GPT-4.1 judge with the aspect-based rubric; item-weighted mean over seven topics). Source: arxiv.org. Saturation forecast: Around December 2026. 8 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 2.5 Flash | 2.6 |
| 2 | GPT-4o | 2.04 |
| 3 | Llama 4 Scout Base | 1.24 |
| 4 | Qwen 3 14B | 1.12 |
Interactive version: theaggregate.ai/benchmark?slug=vivid-few-shot · How It Works · Data refreshed daily, snapshot 2026-09-26.