LiveWeb-IE (AutoScraper): leaderboard

Metric: Overall F1 (%) of extracted values over all task types of LiveWeb-IE (live websites in 15 domains): the model writes reusable XPath wrappers from the first page of each page group, given its HTML and a natural-language query, and the wrappers extract values from every page of the group on the live site; attributes are aligned by a GPT-4o matcher; AutoScraper, which prunes the DOM tree and refines iteratively; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 8 models tracked.

Top models

#ModelScoreOverall rank
1GPT-4o26.76#333
2Qwen 2.5 72B Instruct23.28#436
3Gemini 2.5 Flash22.02#237
4GPT-4o Mini21.85#588
5Qwen 2.5 32B Instruct21.61#491
6Gemma 3 27B (IT)19.04#509
7Qwen 2.5 7B Instruct16.04#846
8Gemma 3 4B (IT)11.57#971

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

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