BAGEL - Wikipedia Habitat: leaderboard

Metric: Accuracy (%, times 100) on the 234 Wikipedia habitat questions of BAGEL, closed-book four-option single-answer multiple choice (the source passage is withheld), one unified prompt, greedy decoding with seed 0, a single run per model; questions written by GPT-4o-mini from Wikipedia species articles, GloBI interaction records, bioRxiv preprints and Xeno-canto recordings, options shuffled; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 13 models tracked.

Top models

#ModelScore
1Claude Opus 4.698.3
2GPT-5.497
3Qwen 3 32B (Non-reasoning)93.6
4Phi-493.2
5Gemma 3 27B (IT)92.3
6Qwen 3 14B (Non-reasoning)92.3
7Qwen 3 8B (Non-reasoning)89.7
8Llama 3.1 8B Instruct85.9
9gemma-7B84.6
10Mistral 7B Instruct (v0.3)83.8
11Qwen 3 4B (Non-reasoning)81.2
12Qwen 3 0.6B (Non-reasoning)25.6

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