V-FiLLM - 10-Q Filings: leaderboard

V-FiLLM (arXiv 2608.11047v1, Table 2): verified financial reasoning, where each question is generated from an executable computation tree over statement values so its answer is deterministic, on 250 mixed-depth questions. Accuracy with 10-Q filing context, single-turn, percent. Higher is better.

Metric: Accuracy (%; single-turn). Source: arxiv.org. Saturation forecast: Estimated already saturated. 6 models tracked.

Top models

#ModelScoreOverall rank
1Gemma 4 31B (IT)98.4#178
2GPT-OSS-120B98#346
3Qwen 3.7 Plus98#98
4Llama 3.3 70B Instruct97.2#541
5DeepSeek V4 Flash (0731)96.4#84
6Qwen 3.5 9B90.4#391

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

Interactive version: theaggregate.ai/benchmark?slug=v-fillm-10-q-filings · How It Works · Data refreshed daily, snapshot 2026-11-05.