datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
config-normalization-0909Controlled path-normalization probe. No third-party data.
turkish-chat-normalization-mini
Turkish Chat Normalization Mini
turkish-chat-normalization-mini is a web-derived and rule-degraded Turkish text normalization dataset designed for rewriting noisy, informal, unpunctuated, or diacritics-missing Turkish text into cleaner and more readable Turkish.
The dataset does not contain private user messages, chat logs, social media comments, complaint records, or scraped personal conversations. Source sentences are collected from open Turkish web resources, while the input… See the full description on the dataset page: https://huggingface.co/datasets/yagmurtuncer/turkish-chat-normalization-mini.georges-1913-normalization
Normalized Georges 1913
Description
This dataset was created as part of the Burchard's Dekret Digital project (www.burchards-dekret-digital.de),
funded by the Academy of Sciences and Literature | Mainz.
It is based on 55,000 lemmata from Karl Georges, Ausführliches lateinisch-deutsches Handwörterbuch, Hannover 1913 (Georges 1913)
and was developed to train models for normalization tasks in the context of medieval Latin.
The dataset consists of approximately 5 million… See the full description on the dataset page: https://huggingface.co/datasets/mschonhardt/georges-1913-normalization.turkish-text-normalization
🇹🇷 Turkish Text Normalization (TN / ITN)
A deterministic, rule-based dataset of Turkish written ↔ spoken pairs for
Text Normalization (TN) and Inverse Text Normalization (ITN) — mapping digit/symbol
forms (1.500 TL, %25, 15.07.2026) to their fully spoken Turkish words
(bin beş yüz lira, yüzde yirmi beş, on beş temmuz iki bin yirmi altı) and back.
This is a common, high-value preprocessing step for Turkish ASR post-processing and
TTS front-ends, where numbers, dates, currencies… See the full description on the dataset page: https://huggingface.co/datasets/yagmurtuncer/turkish-text-normalization.carrot-engine-normalization-translation-v2chinese-lexical-normalization
chinese-lexical-normalization
This dataset contains informal-formal-explanation triples from the chinese-lexical-normalization dataset. Note that there are duplicate informal-formal pairs due to multiple explanations.
Example usage:
from datasets import load_dataset
dataset = load_dataset("larrylawl/chinese-lexical-normalization")
basque_dialect_normalizationclinical-narrative-implicit-normalization-bias-v0.4
Implicit Normalization Bias
Clinical Narrative Integrity v0.4
Purpose
This dataset tests whether a model:
Avoids assuming normality when data is missing
Resists default reassurance
Preserves honest narrative boundaries
Treats “normal” as a claim, not a default
You are measuring baseline discipline.
Why this dataset exists
Clinical notes often omit information.
A failure mode distinct from hallucinated negatives is more subtle:
Turning… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-narrative-implicit-normalization-bias-v0.4.Advanced_CodeMix_Normalization_Dataset_India
Evaluation & Benchmarking
To validate dataset usefulness, normalization accuracy can be evaluated using:
Exact Match Accuracy
BLEU Score for text similarity
Human evaluation for real-world correctness
This dataset is designed to improve performance of multilingual NLP systems in handling noisy, code-mixed Indian queries.
Data Transformation Approach
The dataset was created by transforming real-world code-mixed queries into structured English. Variations include:… See the full description on the dataset page: https://huggingface.co/datasets/karanverma19/Advanced_CodeMix_Normalization_Dataset_India.asturian-normalization-50k
Asturian Normalization Dataset (50k)
Dataset de 50.000 pares entrada→salida pa la normalización asturiana.
absa_bca_with_word_normalizationcarrot-engine-normalizationcarrot-engine-normalization-translationText-Normalization-HindiCodeMix_Query_Normalization_India
CodeMix Query Normalization (India)
Overview
This dataset contains code-mixed user queries from Indian contexts, primarily in Hinglish and Punjabi, normalized into clean English. It reflects how users naturally communicate in real-world scenarios by mixing local languages with English.
Features
100 high-quality samples
Code-mixed queries (Hinglish, Punjabi)
Clean normalized English outputs
Real-world, informal user language patterns
Covers domains such as… See the full description on the dataset page: https://huggingface.co/datasets/karanverma19/CodeMix_Query_Normalization_India.Tachygraphy-Microtext-Analysis-And-Normalization