Logic-Augmented LLMs Reduce Hallucinations in Accounting Tasks

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

HQ arXiv: AI + Accounting arXiv · 2d 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...

FinRCA-Bench tests LLM reasoning on financial reconciliation tasks

HQ arXiv: AI + Accounting arXiv · 7d ago · 1 min read

New benchmark evaluates how well LLMs retrieve evidence across invoices, POs, and ledgers for financial root-cause analysis—separating true reasoning from document access.

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

HQ arXiv: AI + Accounting arXiv · 14d 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...

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

HQ arXiv: AI + Accounting arXiv · 19d 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.

Researchers propose agentic retrieval for financial documents over traditiona...