Multi-agent AI system beats RAG for tax-loss harvesting recommendations

FinixDoc agentic system tackles financial document parsing with specialized v...

HQ arXiv: AI + Accounting arXiv · 3d ago · 1 min read

Researchers introduce FinixDoc, an end-to-end agentic parsing system with a 4B vision-language model, to address gaps between benchmark and real-world financial document parsing accuracy and struct...

Open-weight LLM fine-tuned with reinforcement learning beats commercial model...

HQ arXiv: AI + Accounting arXiv · 15d ago · 1 min read

Researchers develop GRPO-fine-tuned language model that outperforms GPT-4 and Claude on financial advice generation from business records, using reinforcement learning to improve numerical reasonin...

SAGE-Fin framework constrains financial agents through runtime governance

arXiv: AI + Accounting arXiv · 17d ago · 1 min read

Researchers propose SAGE-Fin, a structured authority-handoff contract system that prevents AI financial agents from executing unauthorized transactions by controlling proposed effects at runtime ra...

Study proposes verification-cost metric to evaluate AI reliability in accounting

HQ arXiv: AI + Accounting arXiv · 18d ago · 1 min read

Researchers argue AI model evaluation for accounting must measure verification effort, not just correctness—identifying a new failure mode where auditors miss errors within budget constraints.

Graph Transformer model forecasts accounting KPIs from sparse small-business ...

HQ arXiv: AI + Accounting arXiv · 20d ago · 1 min read

New Accounting Graph Transformer enables joint 12-month forecasting of 13 financial KPIs from limited accounting history, addressing a core pain point for small business planning and risk workflows.