FinRiskAtlas - Evidence-Grounded Processing - Institution Matching: leaderboard

FinRiskAtlas fixed-evidence review operation: deciding whether two institution descriptions, possibly from different records or languages, denote the same institution, 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: Not forecast. 33 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3 Flash (Preview)93.6#90
2Qwen3-Next-80B90.8#321
3GPT-5.6 Terra90.4#40
4Qwen 3 32B90#449
5GPT-5.6 Sol90#22
6Gemini 2.5 Flash89.2#255
7DeepSeek V4 Flash88#155
8Qwen 3 235B A22B88#323
9GLM-587.6#149
10Kimi K2.587.2#152
11DeepSeek V4 Pro86.8#112
12Seed 2.0 Mini86.8#279
13GLM-5.285.6#80
14GPT-5.6 Luna85.6#79
15Kimi K384.8#35

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-institution-matching · How It Works · Data refreshed daily, snapshot 2026-11-05.