Bengali Dialect QA Consistency - Chittagong: leaderboard

Metric: Dialect consistency score (0-10): a Gemini 2.5 Flash judge (human review of low-confidence judgments) compares the model's answer to each human-corrected dialectal question with its answer to the standard Bengali original, rating dialect comprehension, factual correctness, completeness, clarity and length on weighted Likert scales; responses not in Bengali script or refusals score 0, Chittagong dialect; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 19 models tracked.

Top models

#ModelScoreOverall rank
1Gemma 3 27B (IT)7.8#509
2Llama 3.3 70B Instruct7.79#520
3Gemma 3 12B (IT)7.22#655
4gemma-3n-E2B-it6.13#913
5Gemma 3n E4B (IT)5.67#736
6GPT-OSS-120B5.12#330

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

Interactive version: theaggregate.ai/benchmark?slug=bengali-dialect-qa-consistency-chittagong · How It Works · Data refreshed daily, snapshot 2026-10-11.