Empirical 2x2 factorial study on 6 statistical datasets shows format and schema constraints in LLM-based KG construction from CSV tables produce super-additive fidelity loss up to +1.180, with mismatched pairs falling below baseline, plus release of CSVFidelity-Bench.
Spreadsheetllm: Encodi ng spreadsheets for large language models
3 Pith papers cite this work. Polarity classification is still indexing.
3
Pith papers citing it
verdicts
UNVERDICTED 3representative citing papers
Finch is a new benchmark with 172 composite workflows and 384 tasks from real enterprise data that shows top AI models like GPT-5.1 Pro pass only 38.4% of workflows under human evaluation.
A survey synthesizing recent LLM research and assessing its applicability to financial data analysis.
citing papers explorer
-
Format-Constraint Coupling in Knowledge Graph Construction from Statistical Tables
Empirical 2x2 factorial study on 6 statistical datasets shows format and schema constraints in LLM-based KG construction from CSV tables produce super-additive fidelity loss up to +1.180, with mismatched pairs falling below baseline, plus release of CSVFidelity-Bench.
-
Finch: Benchmarking Finance & Accounting across Spreadsheet-Centric Enterprise Workflows
Finch is a new benchmark with 172 composite workflows and 384 tasks from real enterprise data that shows top AI models like GPT-5.1 Pro pass only 38.4% of workflows under human evaluation.
-
Bridging Language Models and Financial Analysis
A survey synthesizing recent LLM research and assessing its applicability to financial data analysis.