Reinforcement Learning with Task Expertise Improves Text-to-SQL Performance

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

HQ arXiv: AI + Accounting arXiv · 4d ago · 1 min read

Researchers compare deterministic capital gains engines vs. RAG-augmented systems in multi-agent financial advisory, finding structured computation outperforms retrieval for personalized tax optimi...

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

HQ arXiv: AI + Accounting arXiv · 5d 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 · 17d 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 · 19d 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 · 20d 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.