V-FiLLM - Simplified Statements (Multi-Turn): 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 simplified statements when each question is split into sequential sub-queries, one expression-tree node per turn, percent. Higher is better.

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

Top models

#ModelScoreOverall rank
1Qwen 3.7 Plus98#98
2GPT-OSS-120B97.6#346
3Gemma 4 31B (IT)96.4#178
4DeepSeek V4 Flash (0731)88#84
5Llama 3.3 70B Instruct86.8#541
6Qwen 3.5 9B86.8#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-simplified-statements-multi-turn · How It Works · Data refreshed daily, snapshot 2026-11-05.