New benchmark tests AI reasoning over enterprise financial records

Study shows retrieval improvements alone don't fix company entity resolution ...

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

Researchers find that better name matching doesn't improve company clustering without upgrading the classifier, using multilingual encoders on 3,633 real company identities from GLEIF data.

FinSkillBench tests financial AI agents on portfolio, risk, and analysis tasks

HQ arXiv: AI + Accounting arXiv · 5d ago · 1 min read

Researchers introduce FinSkillBench, a 2,603-episode evaluation suite testing 9 AI models on financial workflows including portfolio construction and risk management, revealing gaps between knowled...

AI Platform Accelerates Insurance Reserve Estimation for Actuarial Tasks

HQ arXiv: AI + Accounting arXiv · 13d ago · 1 min read

Researchers propose an AI-powered insurance reserve intelligence platform to replace computationally expensive classical methods, speeding up sensitivity analysis and scenario evaluation for financ...

Finance leaders shift from AI pilots to real-world deployment

Auditoria.AI Blog RSS · 15d ago · 1 min read

Auditoria.AI's seventh annual survey finds finance organizations moving beyond experimentation into live AI deployment, with the real challenge now being implementation and change management rather...

Open-source LLMs tested for automated ESG reporting and KPI extraction

HQ arXiv: AI + Accounting arXiv · 23d ago · 1 min read

Researchers evaluate open-source large language models with retrieval-augmented generation for automating ESG KPI extraction from 498 real-world EU corporate reports, addressing a gap in domain-spe...