Few-shot prompting lifts F1 scores above 96 percent on electricity-invoice extraction for Gemini 1.5 Pro and Mistral-small, while hyperparameter changes produce only marginal gains.
Switch transformers: Scaling to trillion parameter models with simple and efficient sparsity.Journal of Machine Learning Research, 23(120):1–39
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
cs.CL 1years
2026 1verdicts
UNVERDICTED 1roles
background 1polarities
background 1representative citing papers
citing papers explorer
-
Information Extraction from Electricity Invoices with General-Purpose Large Language Models
Few-shot prompting lifts F1 scores above 96 percent on electricity-invoice extraction for Gemini 1.5 Pro and Mistral-small, while hyperparameter changes produce only marginal gains.