LLMs struggle with financial math; researchers propose data-centric fix for Q...

LLMs tackle enterprise data mapping constraints with neuro-symbolic approach

HQ arXiv: AI + Accounting arXiv · 6d ago · 1 min read

Researchers propose constraint-guided mapping using LLMs to automate entity alignment across enterprise systems, addressing schema mismatches that manual processes struggle with at scale.

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

HQ arXiv: AI + Accounting arXiv · 7d 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 · 19d 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...

Open-Weight Models Close Gap With Proprietary LLMs on Financial Document Anal...

HQ arXiv: AI + Accounting arXiv · 22d ago · 1 min read

Updated Financial Touchstone benchmark with 2,967 Q&A pairs from 495 annual reports tests 20 open-weight and proprietary models; Chinese AI labs' models show improved financial text comprehension b...

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

HQ arXiv: AI + Accounting arXiv · 24d 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.