CultureTalk-ID - Translation from Local Languages: leaderboard

CultureTalk-ID (2026) tests cultural commonsense in dialogues grounded in regional Indonesian cultures, in Indonesian and in local languages such as Javanese, Minangkabau and Balinese. This board scores zero-shot translation of the dialogues from the local languages into Indonesian with BLEU-4 (0 to 100); higher is better.

Metric: BLEU-4 (0-100) of zero-shot dialogue translation from the local languages into Indonesian with province and language context, mean of three runs for open-weight models; higher is better. Source: arxiv.org. Saturation forecast: Around March 2027. 9 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3 Flash (Preview)52.74#144
2GPT-5.150.54#229
3Command A42#1274
4gemma2-9B-cpt-sahabatai-v1-instruct39.2#1488
5Gemma 2 9B (IT)30.41#2262
6Llama 3.1 8B Instruct26.6#4246
7Qwen 3 8B24.75#1830
8Sailor2-8B-Chat22.84#2396

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=culturetalk-id-translation-from-local-languages · How It Works · Data refreshed daily, snapshot 2026-11-13.