Hierarchical Reranking Improves AI Processing of Financial Documents at Scale

FinanceHarness framework automates financial deep research via autonomous AI ...

HQ arXiv: AI + Accounting arXiv · 4d ago · 1 min read

Researchers introduce FinanceHarness, an agentic AI framework designed specifically for financial deep research that combines LLMs with layered agent architecture and point-in-time benchmarks to au...

FinMMEval 2026 benchmarks multilingual financial QA systems

arXiv: AI + Accounting arXiv · 12d ago · 1 min read

New evaluation framework tests AI systems on multilingual financial question answering across English, Chinese, Japanese, Spanish, and Greek with 256 benchmark items.

LLM system uses document hierarchy to improve financial report analysis

HQ arXiv: AI + Accounting arXiv · 25d ago · 1 min read

DocMaster leverages hierarchical document structures and LLMs to analyze complex financial reports and technical documents, preserving formatting context that traditional chunking methods discard.

Stanford releases open SEC filings dataset for LLM pretraining

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

DeepSeek-R1 Model Trained for Financial Entity Recognition in Reports