Researchers design knowledge-gated tasks to test LLM agents on professional c...

VERA-8B Model Flags Audit Risks from SEC Filings Before Enforcement

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

New 8B-parameter LLM VERA-8B identifies audit risks in SEC filings with evidence-grounded reasoning, addressing the gap between general financial language models and audit-specific requirements for...

Researchers propose trace integrity framework for auditable LLM data agents

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

Academic paper introduces Trace Integrity criterion for LLM data agents in structured-data tasks, enabling auditable reasoning paths critical for accounting compliance and financial systems.

Logic-Augmented LLMs Reduce Hallucinations in Accounting Tasks

HQ arXiv: AI + Accounting arXiv · 8d ago · 1 min read

arXiv research proposes POLANYI++, a logic-augmented generation method to prevent LLMs from reinforcing fabricated premises in accounting outputs, addressing hallucination risks in financial report...

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

HQ arXiv: AI + Accounting arXiv · 9d 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...

LLM agents fail to follow financial compliance rules despite citing them

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

ReguSim benchmark reveals DeepSeek and Gemini agents cite compliance rules but still violate constraints in trading scenarios, highlighting gaps between LLM reasoning and execution.