Researchers expose LLM token billing auditing gaps as providers hide pricing ...

New Training Method Improves LLM Reliability for Accounting Compliance Tasks

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

Researchers propose DPA-GRPO, a paired-action training method to make LLMs more reliable for structured accounting workflows like form filling and compliance checking by ensuring outputs are locall...

Retrieval-Augmented Reasoning Improves LLM Performance on Indian Chartered Ac...

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

Research introduces CA-ThinkFlow, an LLM framework designed to handle jurisdiction-specific chartered accountancy tasks including multi-step numerical reasoning and regulatory compliance without re...

AI gateway digitally signs LLM responses for audit trails

HN: Accounting & AI HN · 2d ago · 1 min read

A new gateway system cryptographically signs every LLM output, creating immutable audit trails for accounting workflows and regulatory compliance.

LLM-powered fraud control system adds blockchain auditability for telecom req...

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

Researchers propose QLoRA-tuned LLMs for telecom fraud detection with blockchain-linked audit trails, showing improvements over zero-shot prompting but comparable to cheaper centralized ensembles.

Harness Engineering Enables Auditable Enterprise LLM Agents

HQ arXiv: AI + Accounting arXiv · 5d 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...