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

arXiv 2511.03772 ↗First posted 5 Nov 2025cs.CLcited by 3

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Abstract (arXiv)

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).

Key facts. Cited by 3 papers in the map (data through 14 Oct 2026). Builds on 4 of its 17 references that are in the map. First posted on arXiv 5 Nov 2025.

Builds on

4 of 17 references.

References · 4

  1. 2024DIALECTBENCH: A NLP Benchmark for Dialects, Varieties, and Closely-Related Languagescited by 50
  2. 2025Krikri: Advancing Open Large Language Models for Greekcited by 14
  3. 2018Part-of-Speech Tagging on an Endangered Language: a Parallel Griko-Italian Resourcecited by 10
  4. 2023GRDD: A Dataset for Greek Dialectal NLPcited by 3

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3 papers.