FirmCORe - Opportunity Detection: leaderboard

Detect whether two Chinese firms have a collaboration opportunity from their profiles, over 3,230 firms in 1,114 industries. Macro-F1, higher is better. Source: arxiv.org/abs/2609.17128.

Metric: Macro-F1 (%). Source: arxiv.org. Saturation forecast: Around February 2027. 17 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 3.6 27B74.51#182
2Qwen 3.6 Max70.23#97
3Qwen 3.7 Plus69.64#98
4Qwen3 Coder56.48#304
5Qwen 3.6 35B A3B56.04#238
6GLM-5.253.78#80
7Qwen 3 8B51.42#678
8Gemma 4 26B50.82#322
9GLM-5.143.22#109
10Llama 3.1 8B36.5#1130
11Qwen 3 4B34.48#834
12Gemma 3 12B32.22#674
13Llama 3.2 3B25.77#1376

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=firmcore-opportunity-detection · How It Works · Data refreshed daily, snapshot 2026-11-05.