PCFBench - Product Decomposition: leaderboard
PCFBench (2026) is a diagnostic benchmark for product carbon footprint estimation, carving the workflow into independently scored tasks over 614 expert-labelled items. Bill-of-materials F1 for decomposing products into constituent materials, in percent; higher is better.
Metric: Bill-of-materials F1 (%; decomposing each of 94 EPD products into constituent materials; 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 February 2027. 8 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Gemini 3 Flash | 80 | #159 |
| 2 | Claude Opus 4.6 | 78 | #100 |
| 3 | Gemini 3.1 Pro (Preview) | 74 | #91 |
| 4 | Claude Sonnet 4.6 | 74 | #158 |
| 5 | DeepSeek V3.2 | 74 | #403 |
| 6 | GPT-5.5 | 73 | #48 |
| 7 | Claude Haiku 4.5 | 73 | #568 |
| 8 | GPT-5.4 Mini | 70 | #389 |
No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.
Interactive version: theaggregate.ai/benchmark?slug=pcfbench-product-decomposition · How It Works · Data refreshed daily, snapshot 2026-11-12.