Graph Transformer model forecasts accounting KPIs from sparse small-business ...

Open-weight LLM fine-tuned with reinforcement learning beats commercial model...

HQ arXiv: AI + Accounting arXiv · 11d ago · 1 min read

Researchers develop GRPO-fine-tuned language model that outperforms GPT-4 and Claude on financial advice generation from business records, using reinforcement learning to improve numerical reasonin...

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

HQ arXiv: AI + Accounting arXiv · 24d 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...

Financial LLM Agents Need Better Memory to Handle Market Complexity

HQ arXiv: AI + Accounting arXiv · 2mo ago · 1 min read

Researchers propose an interaction-native knowledge system for financial AI agents that retain user context, preferences, and market assumptions to reduce errors and improve auditability in trading...

FinRCA-Bench tests LLM reasoning on financial reconciliation tasks

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

New benchmark evaluates how well LLMs retrieve evidence across invoices, POs, and ledgers for financial root-cause analysis—separating true reasoning from document access.

Researchers propose LEDGER framework to audit LLM agent workflows

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

LEDGER introduces claim-to-evidence trace graphs to make LLM agent outputs auditable, addressing the challenge of verifying correctness in autonomous workflows that execute code, edit files, and ge...