PCFBench - Energy Rate Extraction: leaderboard

Metric: Claim F1 (%; extracting energy-rate claims with evidence from source PDFs, 14 questions and 34 claims; from PCFBench, a product-carbon-footprint benchmark of 614 expert-labelled items; scored deterministically or by a temperature-0 judge; higher is better). Source: arxiv.org. Saturation forecast: Around 2032. 8 models tracked.

Top models

#ModelScore
1Claude Haiku 4.553
2DeepSeek V3.253
3GPT-5.4 Mini48
4Gemini 3 Flash43
5Gemini 3.1 Pro (Preview)42
6Claude Sonnet 4.639
7GPT-5.529
8Claude Opus 4.629

Interactive version: theaggregate.ai/benchmark?slug=pcfbench-energy-rate-extraction · How It Works · Data refreshed daily, snapshot 2026-09-26.