T4TAC · Turkish text-grounded crossword clues

27,403 Turkish texts paired with a keyword (the answer), a category and a crossword clue written from that text. 8,670 unique clue-paired texts were used for the experiments in A Turkish Educational Crossword Puzzle Generator (AIED 2024), split 8,000 train / 670 test. Code: CW_Clue_Gen_tr.

from datasets import load_dataset
ds = load_dataset("Kamyar-zeinalipour/T4TAC", split="train")   # text, category, keyword, clue

Results

ROUGE scores of generated clues against GPT-4-Turbo references:

Model	ROUGE-1	ROUGE-2	ROUGE-L
GPT-3.5-Turbo (base)	24.57	8.48	16.61
Llama-2-7b-chat, fine-tuned	22.50	5.00	14.80
Llama-2-13b-chat, fine-tuned	25.66	6.45	17.24
GPT-3.5-Turbo, fine-tuned	39.96	18.08	23.48

Fine-tuned models

Model	Adapter
Llama-2-7b-chat	llama7B_turkish_crossword_clue_gen
Llama-2-13b-chat	llama13B_turkish_crossword_clue_gen

Citation

@inproceedings{zeinalipour2024turkishcrossword,
  title     = {A Turkish Educational Crossword Puzzle Generator},
  author    = {Kamyar Zeinalipour and Yusuf Gokberk Keptig and Marco Maggini and Leonardo Rigutini and Marco Gori},
  booktitle = {Artificial Intelligence in Education (AIED 2024), Posters and Late Breaking Results},
  year      = {2024},
  url       = {https://arxiv.org/abs/2405.07035}
}