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

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

Metric: Accuracy (%). Source: huggingface.co. Saturation forecast: Estimated already saturated. 25 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 2.5 72B Instruct85.71#454
2Llama 3.1 70B Instruct85.04#561
3Llama 3.1 70B Cpt Sea Lionv3 Instruct84.85#548
4Qwen 2.5 32B Instruct84.28#498
5Llama 3 70B Instruct83.51#634
6Qwen 2 72B Instruct83.41#576
7gemma2-9B-cpt-sea-lionv3-instruct82.55#705
8Qwen 2.5 14B Instruct80.63#647
9Gemma 2 9B (IT)79.39#788
10Qwen 2.5 7B Instruct79.1#862
11Sailor2-8B-Chat79#782
12Qwen 2 7B Instruct78.72#991
13SeaLLMs-v3-7B-Chat78.52#915
14Llama 3.1 8B CPT SEA LIONv3 Instruct76.99#810
15Qwen 2.5 1.5B Instruct74.98#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-cola-zero-shot · How It Works · Data refreshed daily, snapshot 2026-10-20.