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

Study evaluates confidence scoring for text-to-SQL financial queries

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

Researchers audit confidence scoring mechanisms in conversational SQL systems used for database analytics, testing reliability on 1,534 questions across BIRD and Spider benchmarks to ensure trustwo...

CFOs Spend 26% of Week Fact-Checking AI Outputs, Survey Finds

Datarails Blog RSS · 9d ago · 1 min read

Datarails' 2026 survey of 270 CFOs reveals finance teams spend over a quarter of their time verifying AI tool outputs, and 89% distrust AI for board-ready materials—highlighting adoption risks desp...

LoRA fine-tuning boosts small LLM performance on financial structured tasks

HQ arXiv: AI + Accounting arXiv · 9d ago · 1 min read

FinVector-Market-4B demonstrates that LoRA-adapted 4B parameter model achieves 91.3% JSON validity and 82.7% calculator-expression correctness on structured financial benchmarks, suggesting efficie...

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

HQ arXiv: AI + Accounting arXiv · 1mo 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...

AnalysisBank: Expert Pattern Library Automates Financial Report Generation