RenoBench - Surname: leaderboard

Metric: Recall (%) of gold JATS surname annotations reproduced by the model's markup over 10,000 real-world references (lenient: fields inside valid tags still count when the outer XML is malformed); two-shot prompt; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 9 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 2.5 7B Instruct95.8#846
2Qwen 2.5 3B Instruct93#1138
3GPT-OSS-20B89.1#499
4Qwen 3 0.6B87.3#1440
5Qwen 3 32B86.8#424
6Qwen 3 8B86.6#667
7Mistral 7B Instruct (v0.2)85.4#1310
8Gemma 3 1B (IT)84.9#1484
9Llama 3.1 8B Instruct82.4#1018

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

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