BALSAM - Translation/Transliteration: leaderboard

BALSAM Arabic benchmark (SDAIA/KSAA, dataset version 2), Translation/Transliteration category: converting text between languages or dialects while preserving meaning. The site's overall score blends LLM-judged generated answers with multiple-choice answers across the category's tasks; 0-100, higher is better.

Metric: Overall score (0-100, LLM-judged generation and multiple choice). Source: benchmarks.ksaa.gov.sa. Saturation forecast: Around January 2028. 38 models tracked.

Top models

#ModelScoreOverall rank
1GLM-5 (Thinking)70.18#149 (GLM-5)
2GPT-5.268#115
3Grok 4.1 Fast (Reasoning)67#227 (Grok 4.1 Fast)
4DeepSeek V3.265.16#210
5Command A 03 202564.95#530
6Kimi K2 Instruct (0905)63.73#267
7GLM-4.7 (Reasoning)63.61#202 (GLM-4.7)
8Command-R+63.49#869
9Fanar-C-2-27B63.16#637
10Qwen 3 235B A22B61.59#323
11Claude Opus 4.560.91#87
12AceGPT-v2-8B-Chat59.33#746
13GPT-OSS-120B (Reasoning)58.42#346 (GPT-OSS-120B)
14Llama 4 Maverick Instruct57.69#467
15Nova Pro (v1)57.29#508

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=balsam-translation-transliteration · How It Works · Data refreshed daily, snapshot 2026-11-05.