Agentic AI pipeline reduces hallucinations via semantic caching and nested le...

TaxCalcBench tests whether AI can autonomously file taxes

HN: Accounting & AI HN · 7d ago · 1 min read

New benchmark evaluates LLMs' ability to handle tax filing tasks end-to-end, revealing capability gaps in real-world tax preparation workflows.

Pinocchio brings verifiable AI outputs to accounting workflows

HN: Accounting & AI HN · 29d ago · 1 min read

Open-source tool uses provenance tracking and deterministic verification to reduce LLM hallucinations in numeric computations—critical for accounting tasks.

SerenAI system generates verifiable audit predictions via state-transition mo...

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

Researchers propose SerenAI, an LLM-based state-transition system that outputs auditable, verifiable predictions instead of unconstrained text—addressing the need for traceable AI in legal, financi...

Semantic benchmarks drive self-improving text-to-query AI agents

HN: Accounting & AI HN · 1mo ago · 1 min read

Developer shares methodology for building self-improving AI agents that convert natural language to database queries using semantic benchmarks, with potential applications in accounting automation.

AnalysisBank: Expert Pattern Library Automates Financial Report Generation