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

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...

Chinese AI Model Kimi K3 Tested on U.S. Tax Return Filing

HN: Accounting & AI HN · 12d ago · 1 min read

Kimi K3 evaluated on TaxCalcBench for ability to file American tax returns, testing cross-border AI capability in specialized tax domain.

Harness Engineering Enables Auditable Enterprise LLM Agents

HQ arXiv: AI + Accounting arXiv · 26d ago · 1 min read

Researchers propose harness-engineering framework that transforms prototype LLM applications into traceable, auditable agent architectures with deterministic behavior, source boundaries, and reprod...

Meridian launches Spreadsheet Arena to benchmark LLM spreadsheet generation

Meridian Blog blogscraper · 1mo ago · 1 min read

Meridian releases Spreadsheet Arena, an open benchmarking platform co-developed with Cornell, CMU, and Scale AI to evaluate LLM performance in generating spreadsheet workbooks through blind pairwis...

DuMate-DeepResearch system tackles auditable multi-agent reasoning for comple...

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

New multi-agent framework DuMate-DeepResearch addresses hallucination and verification challenges in deep research tasks through recursive search and rubric-grounded reasoning, with direct applicat...