RealBirdID - Unanswerable Genus Accuracy: leaderboard

Metric: Genus-level accuracy (%) on the unanswerable RealBirdID images (observations the iNaturalist community could only resolve to genus, because the species needs song, a hidden view or a sharper image), zero-shot, each model asked 'What is the species of this bird?' about one wild bird photo from iNaturalist and its free-form answer mapped to the taxonomy by constrained decoding (nlg2choice), micro-averaged; higher is better. Source: arxiv.org. Saturation forecast: Around January 2028. 6 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 2.5 Pro60.1#145
2GPT-558.6#91
3Qwen 2.5 VL 7B Instruct52.6#643
4Llama 3.2 11B Instruct42.7#1112
5Gemma 3 12B (IT)37.4#655
6InternVL3-8B34.7#606

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

Interactive version: theaggregate.ai/benchmark?slug=realbirdid-unanswerable-genus-accuracy · How It Works · Data refreshed daily, snapshot 2026-10-11.