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

Stanford releases open SEC filings dataset for LLM pretraining

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

Stanford researchers publish SEFD, an open-source dataset reconstructing SEC EDGAR filings into layout-faithful MultiMarkdown to address scarcity of high-quality long-context training data for fina...

Knowledge graph system makes equity analyst queries auditable and reproducible

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

OntoKG-EQ addresses the audit and reproducibility crisis in equity analysis by replacing ad-hoc spreadsheets with a provenance-grounded knowledge graph that links analyst queries to evidence, times...

Corporate LLMs tackle enterprise knowledge gaps with auditable, sovereign AI ...

HQ arXiv: AI + Accounting arXiv · 14d ago · 1 min read

arXiv paper proposes Corporate Language Model architecture to encode firm-specific decision logic and tacit knowledge into auditable, executable AI systems—addressing why generic LLMs fail in enter...

AnalysisBank: Expert Pattern Library Automates Financial Report Generation

HQ arXiv: AI + Accounting arXiv · 16d ago · 1 min read

Researchers propose AnalysisBank, an AI pattern library that generates financial reports by retrieving expert analytical moves matched to data signals, shifting automation from structural templates...

Synthetic Data Pipeline Boosts LLM Financial Reasoning Accuracy

HQ arXiv: AI + Accounting arXiv · 20d ago · 1 min read

Researchers develop validated synthetic data pipeline and semantic-aware fine-tuning method to improve LLM performance on financial question answering tasks involving tables, charts, and narrative ...