Can LLM Agents Be CFOs? EnterpriseArena's 132-Month Simulation Reveals a Wide Gap
Only Qwen3.5-9B survives 80% of EnterpriseArena's 132-month CFO runs, while GPT-5.4 and DeepSeek-V3.1 hit 0%. Skipped ledger reconciliation causes the failures.
#forecasting
Forecasting
Financial forecasting and runway modelling with AI agents
InvestorBench: Qwen2.5-72B tops stocks at 46.15% CR
InvestorBench: Qwen2.5-72B leads stock trading at 46.15% CR; finance-tuned Palmyra-Fin backfires on equities—size beats domain fine-tuning.
LLMs Are Not Useful for Time Series Forecasting: What NeurIPS 2024 Means for Finance AI
NeurIPS 2024 ablation: dropping the LLM from Time-LLM and CALF improves accuracy, with up to 1,383× faster training. Use purpose-built models for finance AI.
FinBen: Benchmarking LLMs Across 36 Financial Tasks — Implications for Accounting AI
FinBen finds GPT-4 at 0.63 exact match on FinQA and 0.54 on stock forecasting, barely above random, so accounting agents need validation, not raw LLM math.