UnrestSent200K - Zero-Shot: leaderboard

Sentiment of Bangla social-media comments during the 2024 Bangladesh uprising, zero-shot with expert Bangla-native prompting. Only prompted LLMs are published; the corpus-trained encoders the paper also reports are not. F1, higher is better. Source: arxiv.org/abs/2609.16997.

Metric: F1 (%). Source: arxiv.org. Saturation forecast: Estimated already saturated. 15 models tracked.

Top models

#ModelScoreOverall rank
1GPT-4.1 Mini71#363
2GPT-4o Mini69#598
3GPT-4.1 Nano56#730
4Llama 3.1 8B52#1130
5Qwen 3 4B52#834
6Qwen 3 4B Instruct52#661
7Qwen 2.5 7B45#895
8Qwen 2.5 3B44#1177
9Gemma 3 4B40#1088
10Gemma 3 1B37#1505
11Qwen 2.5 1.5B36#1412
12Llama 3.2 3B29#1376
13Qwen 2.5 0.5B22#1536

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

Interactive version: theaggregate.ai/benchmark?slug=unrestsent200k-zero-shot · How It Works · Data refreshed daily, snapshot 2026-11-05.