Bangladesh Legal QA (Supplied Law): leaderboard

This bilingual Bangladesh legal QA control set (North South University and BRAC University, 2026) tests whether small instruction-tuned models answer multiple-choice statutory questions, scored under strict consistency across all four option orders. Accuracy when the governing statutory section is supplied with four same-act distractors, in percent, higher is better.

Metric: Accuracy (%; the governing statutory section is supplied with four same-act distractors; over 150 supplied-law control MCQs, strict consistency (correct in all four option orders); reference instruction-tuned model). Source: arxiv.org. Saturation forecast: Estimated already saturated. 6 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 3.5 4B94#1180
2Gemma 4 E2B84.7#4124
3Qwen 3.5 2B76.7#4849
4Llama 3.2 3B68#7877
5Qwen 3.5 0.8B57.3#8139
6Llama 3.2 1B27.3#9314

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

Interactive version: theaggregate.ai/benchmark?slug=bangladesh-legal-qa-supplied-law · How It Works · Data refreshed daily, snapshot 2026-11-12.