LoRA fine-tuning boosts small LLM performance on financial structured tasks

Open-source LLMs tested for automated ESG reporting and KPI extraction

HQ arXiv: AI + Accounting arXiv · 25d ago · 1 min read

Researchers evaluate open-source large language models with retrieval-augmented generation for automating ESG KPI extraction from 498 real-world EU corporate reports, addressing a gap in domain-spe...

AnalysisBank: Expert Pattern Library Automates Financial Report Generation

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

Researchers propose AnalysisBank, an AI pattern library that generates financial reports by retrieving expert analytical moves matched to data signals, shifting automation from structural templates...

Synthetic Data Pipeline Boosts LLM Financial Reasoning Accuracy

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

Researchers develop validated synthetic data pipeline and semantic-aware fine-tuning method to improve LLM performance on financial question answering tasks involving tables, charts, and narrative ...

LLMs tackle enterprise data mapping constraints with neuro-symbolic approach

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

Researchers propose constraint-guided mapping using LLMs to automate entity alignment across enterprise systems, addressing schema mismatches that manual processes struggle with at scale.

FinixDoc agentic system tackles financial document parsing with specialized v...

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

Researchers introduce FinixDoc, an end-to-end agentic parsing system with a 4B vision-language model, to address gaps between benchmark and real-world financial document parsing accuracy and struct...

LoRA fine-tuning boosts small LLM performance on financial structured tasks

Related Articles

Open-source LLMs tested for automated ESG reporting and KPI extraction

AnalysisBank: Expert Pattern Library Automates Financial Report Generation

Synthetic Data Pipeline Boosts LLM Financial Reasoning Accuracy

LLMs tackle enterprise data mapping constraints with neuro-symbolic approach

FinixDoc agentic system tackles financial document parsing with specialized v...

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