datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
PUUM-koa-restoration-camera-trap-dataset
Dataset Card for Koa Associated Biodiversity Camera Trap Dataset
This dataset is aimed at classification of birds visiting planted Acacia koa (koa) trees in the Pu'u Maka'ala Natural Area Reserve (PUUM) on the island of Hawaii (Big Island). The dataset contains full and cropped images collected by camera trap. These images were collected from January 24th to February 25th, 2025.
Dataset Details
This dataset is aimed at classification of birds visiting planted Acacia… See the full description on the dataset page: https://huggingface.co/datasets/imageomics/PUUM-koa-restoration-camera-trap-dataset.ramanv-image-real-restorationturkish-punctuation-restoration-500k
Turkish Punctuation Restoration 500K v2
Noktalama ve büyük harfleri kaldırılmış girişler ile hedef cümle çiftleri.
Doğrulanmış boyut
Train: 490,000
Validation: 5,000
Test: 5,000
Toplam: 500,000
Ana görev sütunları: id, unpunctuated_text, punctuated_text
Provenance
Veri insan mesajlarından, belgelerinden veya web kazımasından alınmamıştır. Tamamı
depodaki üretici koduyla deterministik olarak oluşturulur. Her satırda source_type,
provenance… See the full description on the dataset page: https://huggingface.co/datasets/GoktugD/turkish-punctuation-restoration-500k.turkish-diacritics-restoration-1m
Turkish Diacritics Restoration 1M v2
ASCII'ye indirgenmiş Türkçe metinler ve karakterleri geri yüklenmiş hedefleri.
Doğrulanmış boyut
Train: 980,000
Validation: 10,000
Test: 10,000
Toplam: 1,000,000
Ana görev sütunları: id, ascii_text, restored_text
Provenance
Veri insan mesajlarından, belgelerinden veya web kazımasından alınmamıştır. Tamamı
depodaki üretici koduyla deterministik olarak oluşturulur. Her satırda source_type,
provenance… See the full description on the dataset page: https://huggingface.co/datasets/GoktugD/turkish-diacritics-restoration-1m.image-restoration-v2vietnamese-diacritic-restoration-corpusI have downloaded it from Kaggle. I sincerely thank the author for making it available.
punctuation_restoration_4096_complex# punctuation_restoration
## Dataset Summary
This dataset is designed for **instruction fine-tuning** of large language models (LLMs), especially for the **Qwen3** family, to perform **punctuation restoration** on Mandarin Chinese text.
It is derived from the [`AWeirdDev/zh-tw-articles-6k`](https://huggingface.co/datasets/AWeirdDev/zh-tw-articles-6k) dataset. The `context` field is processed to create input-output pairs in the Qwen3-style message format.
- 🔧 **User message**: A cleaned… See the full description on the dataset page: https://huggingface.co/datasets/picard47at/punctuation_restoration_4096_complex.vedic-accent-restoration-dataset
Citation
@inproceedings{tsukagoshi-2025-accent-restoration,
title = {Automatic Accent Restoration in Vedic Sanskrit with Neural Language Models},
author = {Tsukagoshi, Yuzuki and Ohmukai, Ikki},
booktitle = {Proceedings of the 1st Workshop on Benchmarks, Harmonization, Annotation, and Standardization for Human-Centric AI in Indian Languages (BHASHA 2025)},
editor = {Bhattacharya, Arnab and Goyal, Pawan and Ghosh, Saptarshi and Ghosh, Kripabandhu},
year =… See the full description on the dataset page: https://huggingface.co/datasets/yzk/vedic-accent-restoration-dataset.punctuation_restoration_600_complex# punctuation_restoration
## Dataset Summary
This dataset is designed for **instruction fine-tuning** of large language models (LLMs), especially for the **Qwen3** family, to perform **punctuation restoration** on Mandarin Chinese text.
It is derived from the [`AWeirdDev/zh-tw-articles-6k`](https://huggingface.co/datasets/AWeirdDev/zh-tw-articles-6k) dataset. The `context` field is processed to create input-output pairs in the Qwen3-style message format.
- 🔧 **User message**: A cleaned… See the full description on the dataset page: https://huggingface.co/datasets/picard47at/punctuation_restoration_600_complex.punctuation_restoration_900_complex# punctuation_restoration
## Dataset Summary
This dataset is designed for **instruction fine-tuning** of large language models (LLMs), especially for the **Qwen3** family, to perform **punctuation restoration** on Mandarin Chinese text.
It is derived from the [`AWeirdDev/zh-tw-articles-6k`](https://huggingface.co/datasets/AWeirdDev/zh-tw-articles-6k) dataset. The `context` field is processed to create input-output pairs in the Qwen3-style message format.
- 🔧 **User message**: A cleaned… See the full description on the dataset page: https://huggingface.co/datasets/picard47at/punctuation_restoration_900_complex.english_punctuation_restorationpunctuation_restoration# punctuation_restoration
## Dataset Summary
This dataset is designed for **instruction fine-tuning** of large language models (LLMs), especially for the **Qwen3** family, to perform **punctuation restoration** on Mandarin Chinese text.
It is derived from the [`AWeirdDev/zh-tw-articles-6k`](https://huggingface.co/datasets/AWeirdDev/zh-tw-articles-6k) dataset. The `context` field is processed to create input-output pairs in the Qwen3-style message format.
- 🔧 **User message**: A cleaned… See the full description on the dataset page: https://huggingface.co/datasets/picard47at/punctuation_restoration.punctuation_restoration_700_complex# punctuation_restoration
## Dataset Summary
This dataset is designed for **instruction fine-tuning** of large language models (LLMs), especially for the **Qwen3** family, to perform **punctuation restoration** on Mandarin Chinese text.
It is derived from the [`AWeirdDev/zh-tw-articles-6k`](https://huggingface.co/datasets/AWeirdDev/zh-tw-articles-6k) dataset. The `context` field is processed to create input-output pairs in the Qwen3-style message format.
- 🔧 **User message**: A cleaned… See the full description on the dataset page: https://huggingface.co/datasets/picard47at/punctuation_restoration_700_complex.weather_restorationParquet files separated into 3 chunks
Dataset sources
Rain
Snow
Raindrop
Haze
RealRain-1K
Snow100K
DeRaindrop
RainDS
RESIDE-beta
784
1500
861
350
1462
punctuation_restoration_1200# punctuation_restoration
## Dataset Summary
This dataset is designed for **instruction fine-tuning** of large language models (LLMs), especially for the **Qwen3** family, to perform **punctuation restoration** on Mandarin Chinese text.
It is derived from the [`AWeirdDev/zh-tw-articles-6k`](https://huggingface.co/datasets/AWeirdDev/zh-tw-articles-6k) dataset. The `context` field is processed to create input-output pairs in the Qwen3-style message format.
- 🔧 **User message**: A cleaned… See the full description on the dataset page: https://huggingface.co/datasets/picard47at/punctuation_restoration_1200.punctuation_restoration_400# punctuation_restoration
## Dataset Summary
This dataset is designed for **instruction fine-tuning** of large language models (LLMs), especially for the **Qwen3** family, to perform **punctuation restoration** on Mandarin Chinese text.
It is derived from the [`AWeirdDev/zh-tw-articles-6k`](https://huggingface.co/datasets/AWeirdDev/zh-tw-articles-6k) dataset. The `context` field is processed to create input-output pairs in the Qwen3-style message format.
- 🔧 **User message**: A cleaned… See the full description on the dataset page: https://huggingface.co/datasets/picard47at/punctuation_restoration_400.punctuation_restoration_512_complex# punctuation_restoration
## Dataset Summary
This dataset is designed for **instruction fine-tuning** of large language models (LLMs), especially for the **Qwen3** family, to perform **punctuation restoration** on Mandarin Chinese text.
It is derived from the [`AWeirdDev/zh-tw-articles-6k`](https://huggingface.co/datasets/AWeirdDev/zh-tw-articles-6k) dataset. The `context` field is processed to create input-output pairs in the Qwen3-style message format.
- 🔧 **User message**: A cleaned… See the full description on the dataset page: https://huggingface.co/datasets/picard47at/punctuation_restoration_512_complex.punctuation_restoration_750_complex# punctuation_restoration
## Dataset Summary
This dataset is designed for **instruction fine-tuning** of large language models (LLMs), especially for the **Qwen3** family, to perform **punctuation restoration** on Mandarin Chinese text.
It is derived from the [`AWeirdDev/zh-tw-articles-6k`](https://huggingface.co/datasets/AWeirdDev/zh-tw-articles-6k) dataset. The `context` field is processed to create input-output pairs in the Qwen3-style message format.
- 🔧 **User message**: A cleaned… See the full description on the dataset page: https://huggingface.co/datasets/picard47at/punctuation_restoration_750_complex.punctuation_restoration_1350_complex# punctuation_restoration
## Dataset Summary
This dataset is designed for **instruction fine-tuning** of large language models (LLMs), especially for the **Qwen3** family, to perform **punctuation restoration** on Mandarin Chinese text.
It is derived from the [`AWeirdDev/zh-tw-articles-6k`](https://huggingface.co/datasets/AWeirdDev/zh-tw-articles-6k) dataset. The `context` field is processed to create input-output pairs in the Qwen3-style message format.
- 🔧 **User message**: A cleaned… See the full description on the dataset page: https://huggingface.co/datasets/picard47at/punctuation_restoration_1350_complex.hebrew-space-restoration-corpus
Restoring Missing Spaces in Scraped Hebrew Social Media
This dataset holds the test corpus used in the 2025 W-Nut paper: Avi Shmidman and Shaltiel Shmidman, "Restoring Missing Spaces in Scraped Hebrew Social Media", The 10th Workshop on Noisy and User-generated Text (W-NUT), 2025.
The corpus consists of ~6,000 Hebrew sentences, sampled from the Hebrew portion of FineWeb-2.
Each row of the dataset contains two fields:
input: The Hebrew sentence with 1-4 spaces randomly removed (see… See the full description on the dataset page: https://huggingface.co/datasets/dicta-il/hebrew-space-restoration-corpus.punctuation_restoration_800_complex# punctuation_restoration
## Dataset Summary
This dataset is designed for **instruction fine-tuning** of large language models (LLMs), especially for the **Qwen3** family, to perform **punctuation restoration** on Mandarin Chinese text.
It is derived from the [`AWeirdDev/zh-tw-articles-6k`](https://huggingface.co/datasets/AWeirdDev/zh-tw-articles-6k) dataset. The `context` field is processed to create input-output pairs in the Qwen3-style message format.
- 🔧 **User message**: A cleaned… See the full description on the dataset page: https://huggingface.co/datasets/picard47at/punctuation_restoration_800_complex.yoruba-diacritic-restoration-dataset
Yorùbá Diacritic Restoration Dataset
Prompt-completion pairs for restoring correct diacritical marks (tone marks and underdots) in undiacriticized Yorùbá text.
Dataset Details
Source: Derived from MENYO-20k, a multi-domain English–Yorùbá parallel corpus (news, TED talks, book excerpts, ICT, proverbs; JW-sourced content excluded)
Raw dataset: 8,365 rows, annotated with tone_pattern, harmony_class/harmony_breakdown, and focus_tag columns
Adapted dataset: 4,968 rows… See the full description on the dataset page: https://huggingface.co/datasets/Natashadonoh/yoruba-diacritic-restoration-dataset.punctuation_restoration_512# punctuation_restoration
## Dataset Summary
This dataset is designed for **instruction fine-tuning** of large language models (LLMs), especially for the **Qwen3** family, to perform **punctuation restoration** on Mandarin Chinese text.
It is derived from the [`AWeirdDev/zh-tw-articles-6k`](https://huggingface.co/datasets/AWeirdDev/zh-tw-articles-6k) dataset. The `context` field is processed to create input-output pairs in the Qwen3-style message format.
- 🔧 **User message**: A cleaned… See the full description on the dataset page: https://huggingface.co/datasets/picard47at/punctuation_restoration_512.punctuation_restoration_1350# punctuation_restoration
## Dataset Summary
This dataset is designed for **instruction fine-tuning** of large language models (LLMs), especially for the **Qwen3** family, to perform **punctuation restoration** on Mandarin Chinese text.
It is derived from the [`AWeirdDev/zh-tw-articles-6k`](https://huggingface.co/datasets/AWeirdDev/zh-tw-articles-6k) dataset. The `context` field is processed to create input-output pairs in the Qwen3-style message format.
- 🔧 **User message**: A cleaned… See the full description on the dataset page: https://huggingface.co/datasets/picard47at/punctuation_restoration_1350.punctuation_restoration_1350_complex2# punctuation_restoration
## Dataset Summary
This dataset is designed for **instruction fine-tuning** of large language models (LLMs), especially for the **Qwen3** family, to perform **punctuation restoration** on Mandarin Chinese text.
It is derived from the [`AWeirdDev/zh-tw-articles-6k`](https://huggingface.co/datasets/AWeirdDev/zh-tw-articles-6k) dataset. The `context` field is processed to create input-output pairs in the Qwen3-style message format.
- 🔧 **User message**: A cleaned… See the full description on the dataset page: https://huggingface.co/datasets/picard47at/punctuation_restoration_1350_complex2.arabic-punctuation-restorationpunctuation_restoration_256# punctuation_restoration
## Dataset Summary
This dataset is designed for **instruction fine-tuning** of large language models (LLMs), especially for the **Qwen3** family, to perform **punctuation restoration** on Mandarin Chinese text.
It is derived from the [`AWeirdDev/zh-tw-articles-6k`](https://huggingface.co/datasets/AWeirdDev/zh-tw-articles-6k) dataset. The `context` field is processed to create input-output pairs in the Qwen3-style message format.
- 🔧 **User message**: A cleaned… See the full description on the dataset page: https://huggingface.co/datasets/picard47at/punctuation_restoration_256.punctuation_restoration_1500# punctuation_restoration
## Dataset Summary
This dataset is designed for **instruction fine-tuning** of large language models (LLMs), especially for the **Qwen3** family, to perform **punctuation restoration** on Mandarin Chinese text.
It is derived from the [`AWeirdDev/zh-tw-articles-6k`](https://huggingface.co/datasets/AWeirdDev/zh-tw-articles-6k) dataset. The `context` field is processed to create input-output pairs in the Qwen3-style message format.
- 🔧 **User message**: A cleaned… See the full description on the dataset page: https://huggingface.co/datasets/picard47at/punctuation_restoration_1500.punctuation_restoration_1024_complex# punctuation_restoration
## Dataset Summary
This dataset is designed for **instruction fine-tuning** of large language models (LLMs), especially for the **Qwen3** family, to perform **punctuation restoration** on Mandarin Chinese text.
It is derived from the [`AWeirdDev/zh-tw-articles-6k`](https://huggingface.co/datasets/AWeirdDev/zh-tw-articles-6k) dataset. The `context` field is processed to create input-output pairs in the Qwen3-style message format.
- 🔧 **User message**: A cleaned… See the full description on the dataset page: https://huggingface.co/datasets/picard47at/punctuation_restoration_1024_complex.punctuation_restoration_full_complex# punctuation_restoration
## Dataset Summary
This dataset is designed for **instruction fine-tuning** of large language models (LLMs), especially for the **Qwen3** family, to perform **punctuation restoration** on Mandarin Chinese text.
It is derived from the [`AWeirdDev/zh-tw-articles-6k`](https://huggingface.co/datasets/AWeirdDev/zh-tw-articles-6k) dataset. The `context` field is processed to create input-output pairs in the Qwen3-style message format.
- 🔧 **User message**: A cleaned… See the full description on the dataset page: https://huggingface.co/datasets/picard47at/punctuation_restoration_full_complex.