CFMS - Sarcasm Identification: leaderboard

Metric: Accuracy (%) at deciding whether an image-text post is sarcastic, on the 420-item test split (about 45 percent sarcastic), zero-shot; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 4 models tracked.

Top models

#ModelScore
1Gemini 2.5 Flash71.19
2Qwen 2.5 VL 7B Instruct70.71
3GPT-4o70.24

Interactive version: theaggregate.ai/benchmark?slug=cfms-sarcasm-identification · How It Works · Data refreshed daily, snapshot 2026-10-07.