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

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...

Mercor launches AI Productivity Index to benchmark accounting agent performance

HQ Mercor Blog blogscraper · 2d ago · 1 min read

Mercor and Ramp introduce APEX-Accounting, a benchmark measuring whether AI agents can execute core accounting tasks like reconciliation, variance analysis, and month-end close.

DeepSeek-distilled GPT-OSS model hits 83.61% on finance reasoning tasks

HN: Accounting & AI HN · 4d ago · 1 min read

Researchers distilled DeepSeek V4 Flash into a 120B open-weights model scoring 83.61% on FinanceReasoning benchmark, outperforming Kimi K3 and Inkling, while confirming censorship did not transfer ...

Study reveals rubric design boosts LLM evaluation accuracy in domain-specific...

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

Research on 99,952 examples shows correct domain rubrics improve LLM evaluator accuracy by 2.11 points, suggesting specialization matters more in evaluation rules than model weights.

Hierarchical Reranking Improves AI Processing of Financial Documents at Scale

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

Researchers propose Hierarchical Reranker, a RAG framework designed to improve how AI systems retrieve and analyze large-scale financial documents like 10-K filings and tabular disclosures, address...