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

arXiv: AI + Accounting · Diego Gosmar & Deborah A. Dahl · May 27, 2026 · 1 min read · Relevance: 72/100

Research on HOPE-inspired nested learning with semantic caching cuts LLM hallucinations in multi-agent pipelines, critical for reliable accounting automation systems.

Harness Engineering Enables Auditable Enterprise LLM Agents
Meridian launches Spreadsheet Arena to benchmark LLM spreadsheet generation
DuMate-DeepResearch system tackles auditable multi-agent reasoning for comple...

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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...

Meridian launches Spreadsheet Arena to benchmark LLM spreadsheet generation

Meridian Blog blogscraper · 17d 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...

Financial LLM Agents Need Better Memory to Handle Market Complexity

HQ arXiv: AI + Accounting arXiv · 1mo 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...

Framework optimizes LLM guardrails for evidence documents in dispute workflows

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

Production study demonstrates HOPM framework for auditable, evidence-grounded document generation in marketplace disputes—bridging AI reliability with accounting/compliance audit trails.

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

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Harness Engineering Enables Auditable Enterprise LLM Agents

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Financial LLM Agents Need Better Memory to Handle Market Complexity

Framework optimizes LLM guardrails for evidence documents in dispute workflows

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