FinRiskAtlas - Evidence-Grounded Processing - Person Matching: leaderboard

FinRiskAtlas fixed-evidence review operation: deciding whether two partially overlapping person records denote the same natural person, scored by accuracy (FinRiskAtlas, arXiv 2608.25325v1, Appendix Table 9). Percent; higher is better. Reported for 33 archived model configurations under zero-shot direct-answer inference.

Metric: Accuracy (%). Source: arxiv.org. Saturation forecast: Around February 2027. 33 models tracked.

Top models

#ModelScoreOverall rank
1Kimi K387#35
2GPT-5.6 Sol86#22
3GPT-5.4 Mini85.8#228
4Gemini 3 Flash (Preview)85.8#90
5GPT-5.6 Luna85.8#79
6GPT-5.6 Terra85.8#40
7Gemini 2.5 Flash85.6#255
8GPT-5.485.6#83
9Nemotron 3 Ultra85.6#245
10Qwen 3 14B85.4#542
11DeepSeek V4 Pro85.2#112
12Qwen 3.7 Max84.4#85
13Qwen 3 32B84.36#449
14GLM-584.2#149
15Qwen 3 4B84#834

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

Interactive version: theaggregate.ai/benchmark?slug=finriskatlas-evidence-grounded-processing-person-matching · How It Works · Data refreshed daily, snapshot 2026-11-05.