SeaEval - Fundamental NLP Tasks - OCNLI (Zero-Shot): leaderboard

SeaEval zero-shot OCNLI evaluation measuring core NLP understanding such as inference, acceptability, paraphrase, or reading-comprehension accuracy.

Metric: Accuracy (%). Source: huggingface.co. Saturation forecast: Estimated already saturated. 24 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 2 72B Instruct78.2#576
2Qwen 2.5 32B Instruct77.42#498
3Qwen 2.5 72B Instruct76.85#454
4Qwen 2.5 14B Instruct75.39#647
5Llama 3.1 70B Cpt Sea Lionv3 Instruct69.56#548
6Qwen 2.5 7B Instruct67.32#862
7Qwen 2 7B Instruct65.42#991
8gemma2-9B-cpt-sea-lionv3-instruct64.88#705
9Llama 3.1 70B Instruct64.24#561
10Gemma 2 9B (IT)61.9#788
11Qwen 2.5 3B Instruct61.46#1162
12Llama 3 70B Instruct59.29#634
13SeaLLMs-v3-7B-Chat56.98#915
14Sailor2-8B-Chat55.69#782
15Qwen 2.5 1.5B Instruct51.36#1407

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

Interactive version: theaggregate.ai/benchmark?slug=seaeval-fundamental-nlp-tasks-ocnli-zero-shot · How It Works · Data refreshed daily, snapshot 2026-10-20.