IndicIFEval-Trans - Punjabi: leaderboard

Metric: Prompt-level loose accuracy (%, 0-100) on the Punjabi prompts; IndicIFEval-Trans: IFEval prompts translated with Sarvam-Translate, localized and verified by native speakers; the 321 prompts valid in every language; IFEval-style verifiable instructions checked by the IFEval rules with Indic NLP Library tokenization and sentence splitting; prompt-level loose accuracy (a prompt counts when all of its instructions are followed, after minor formatting relaxations); greedy decoding through the LM Evaluation Harness; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 22 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3 Pro93.2#77
2GPT-590.3#91
3Gemini 3 Flash89.4#93
4GPT-5 Mini (2025-08-07)84.1#165
5Llama 4 Scout Instruct76#526
6Gemma 3 27B (IT)75.7#509
7Gemma 3 12B (IT)71.3#655
8Llama 3.3 70B Instruct70.1#520
9Qwen 3 14B70.1#524
10Qwen 3 32B67.6#424
11Llama 3.1 70B Instruct59.8#548
12Qwen 3 8B57.6#667
13Gemma 3 4B (IT)50.2#971
14Qwen 3 4B46.7#823
15Llama 3.1 8B Instruct35.8#1018

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.

Interactive version: theaggregate.ai/benchmark?slug=indicifeval-trans-punjabi · How It Works · Data refreshed daily, snapshot 2026-10-11.