GRDD+: An Extended Greek Dialectal Dataset with Cross-Architecture Fine-tuning Evaluation

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Autori principali: Chatzikyriakidis, Stergios, Papadakis, DImitris, Papaioannou, Sevasti-Ioanna, Psaltaki, Erofili
Natura: Recurso digital
Pubblicazione: Zenodo 2025
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author Chatzikyriakidis, Stergios
Papadakis, DImitris
Papaioannou, Sevasti-Ioanna
Psaltaki, Erofili
author_facet Chatzikyriakidis, Stergios
Papadakis, DImitris
Papaioannou, Sevasti-Ioanna
Psaltaki, Erofili
contents <blockquote>We present an extended Greek Dialectal Dataset (GRDD+) 1that complements the existing GRDD dataset with more data from Cretan, Cypriot, Pontic and Northern Greek, while we add six new varieties: Greco-Corsican, Griko (Southern Italian Greek), Maniot, Heptanesian, Tsakonian, and Katharevusa Greek. The result is a dataset with total size 6,374,939 words and 10 varieties. This is the first dataset with such variation and size to date. We conduct a number of fine-tuning experiments to see the effect of good quality dialectal data on a number of LLMs. We fine-tune three model architectures (Llama-3-8B, Llama-3.1-8B, Krikri-8B) and compare the results to frontier models (Claude-3.7-Sonnet, Gemini-2.5, ChatGPT-5).</blockquote> <div> </div>
format Recurso digital
id zenodo_https___doi_org_10_5281_zenodo_17737334
institution Zenodo
language
publishDate 2025
publisher Zenodo
record_format zenodo
spellingShingle GRDD+: An Extended Greek Dialectal Dataset with Cross-Architecture Fine-tuning Evaluation
Chatzikyriakidis, Stergios
Papadakis, DImitris
Papaioannou, Sevasti-Ioanna
Psaltaki, Erofili
Natural language processing
Artificial intelligence
Linguistics
<blockquote>We present an extended Greek Dialectal Dataset (GRDD+) 1that complements the existing GRDD dataset with more data from Cretan, Cypriot, Pontic and Northern Greek, while we add six new varieties: Greco-Corsican, Griko (Southern Italian Greek), Maniot, Heptanesian, Tsakonian, and Katharevusa Greek. The result is a dataset with total size 6,374,939 words and 10 varieties. This is the first dataset with such variation and size to date. We conduct a number of fine-tuning experiments to see the effect of good quality dialectal data on a number of LLMs. We fine-tune three model architectures (Llama-3-8B, Llama-3.1-8B, Krikri-8B) and compare the results to frontier models (Claude-3.7-Sonnet, Gemini-2.5, ChatGPT-5).</blockquote> <div> </div>
title GRDD+: An Extended Greek Dialectal Dataset with Cross-Architecture Fine-tuning Evaluation
topic Natural language processing
Artificial intelligence
Linguistics
url https://doi.org/10.5281/zenodo.17737334