Search Results for author: Ilias Stogiannidis

Found 3 papers, 1 papers with code

Making LLMs Worth Every Penny: Resource-Limited Text Classification in Banking

no code implementations • 10 Nov 2023 • Lefteris Loukas, Ilias Stogiannidis, Odysseas Diamantopoulos, Prodromos Malakasiotis, Stavros Vassos

Standard Full-Data classifiers in NLP demand thousands of labeled examples, which is impractical in data-limited domains.

Contrastive Learning Data Augmentation +4

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Cache me if you Can: an Online Cost-aware Teacher-Student framework to Reduce the Calls to Large Language Models

1 code implementation • 20 Oct 2023 • Ilias Stogiannidis, Stavros Vassos, Prodromos Malakasiotis, Ion Androutsopoulos

We propose a framework that allows reducing the calls to LLMs by caching previous LLM responses and using them to train a local inexpensive model on the SME side.

Ranked #2 on Intent Detection on BANKING77

Intent Detection Intent Recognition +1

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Breaking the Bank with ChatGPT: Few-Shot Text Classification for Finance

no code implementations • 28 Aug 2023 • Lefteris Loukas, Ilias Stogiannidis, Prodromos Malakasiotis, Stavros Vassos

We propose the use of conversational GPT models for easy and quick few-shot text classification in the financial domain using the Banking77 dataset.

Contrastive Learning Few-Shot Text Classification +2

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