FinReasoning (Deep Insight) - Justification and Causal Depth: leaderboard
Metric: Rubric score (0-100): a judge score fused from DeepSeek-V3 and Qwen3-235B on three indicators scored 0 to 5 and weighted 40/30/30, comparing the model's open-ended analysis with an expert-verified reference answer (logical chain, causal depth, professionalism), on the 300 causal-depth items of FinReasoning's Deep Insight track (open-ended analysis of events in research-report excerpts); Chinese-language tasks built from A-share research reports, news and market data (2023 to 2025); zero-shot at temperature 0.1; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 19 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Kimi K2 | 96.3 | #236 |
| 2 | Claude Sonnet 4.5 | 96.2 | #138 |
| 3 | GLM-4.6 | 96.1 | #246 |
| 4 | Seed 1.8 | 95.7 | #136 |
| 5 | DeepSeek R1 | 89.8 | #245 |
| 6 | Intern-S1 | 88 | #278 |
| 7 | DeepSeek V3 | 86.4 | #312 |
| 8 | Qwen 3 Max | 82.9 | #201 |
| 9 | GPT-5 | 81.8 | #91 |
| 10 | Gemini 3 Pro | 80.7 | #77 |
| 11 | GPT-4o | 76.9 | #333 |
| 12 | Qwen 3 235B A22B | 67.5 | #304 |
| 13 | Qwen 3 32B | 65.7 | #424 |
| 14 | Qwen 3 8B | 57.4 | #667 |
| 15 | Llama 3.1 70B | 36.8 | #578 |
No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.
Interactive version: theaggregate.ai/benchmark?slug=finreasoning-deep-insight-justification-and-causal-depth · How It Works · Data refreshed daily, snapshot 2026-10-11.