BLUFF - Veracity (English Prompt, Big-Head): leaderboard

Metric: Macro-F1 (%) of zero-shot binary real/fake news classification (macro-F1, %) on the BLUFF test split, the decoder LLM answering with temperature 0.1 and at most 10 new tokens, with the English (cross-lingual) prompt, averaged over the 16 big-head (high-resource) languages; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 7 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 3 0.6B41.4#1440
2Gemma 3 1B (IT)39.8#1484
3Llama 3.2 1B Instruct38.9#1518
4Gemma 3 270M (IT)25.7#1562

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.

Interactive version: theaggregate.ai/benchmark?slug=bluff-veracity-english-prompt-big-head · How It Works · Data refreshed daily, snapshot 2026-10-11.