Datasets:

h0ssn
/

wikitext-calibration-20-mia

text string	label int64	source string
Norman Finkelstein , Response to Goldhagen	1	10k_train
Operation USA also relies on film and theater promotions to generate funds that pay for aid , including :	0	unseen
Mariah ( July 29 , 1995 ) daughter	1	10k_train
Kershaw and his wife , Ellen , co @-@ authored a book named Arise : Live Out Your Faith and Dreams on Whatever Field You Find Yourself about their Christian faith and their humanitarian efforts . The book was released on January 10 , 2012 through Regal Press .	0	unseen
In July 2007 , British human rights lawyer David Enright complained to the United Kingdom 's Commission for Racial Equality ( CRE ) that he came across the book in the children 's section of Borders bookshop while shopping with his wife and two sons . The CRE called on bookshops to remove the comic , stating that it c...	1	10k_train
Originally , seventeen sectors along the Normandy coastline had been selected as possible invasion sites and each were provided with a code name taken from one of the spelling alphabets of the time . The coast was divided between Able , west of Omaha , to Rodger on the eastern flank of the invasion area . Eight furthe...	1	10k_train
= = = New Japan Pro Wrestling ( 2005 – 2007 ) = = =	0	unseen
In 1983 , the Rhode Island Department of Transportation ( RIDOT ) began construction of the new segment of Route 4 between exits 5 and 6 . The project , which ultimately went over budget at $ 24 million ( equivalent to $ 52 million in 2016 ) ) , was financed from a $ 63 million federal grant . In 1986 , during excavat...	1	10k_train
19th century physicist , John Tyndall , discovered the Tyndall effect . Father Nicholas Joseph Callan , Professor of Natural Philosophy in Maynooth College , is best known for his invention of the induction coil , transformer and he discovered an early method of galvanisation in the 19th century .	1	10k_train
On July 15 , the JMA estimated that a tropical depression formed , and the next day the JTWC initiated advisories on Tropical Depression 09W about 665 km ( 415 mi ) east of Yap . A subtropical ridge near Okinawa steered the nascent depression to the west @-@ northwest for much of its duration . With warm waters and fa...	0	unseen
While condemning the targeting of civilians to achieve a political goal , Finkelstein has stated he believes Hezbollah has the right to target Israeli civilians as long as " Israel persists in targeting [ Lebanese ] civilians until Israel ceases its terrorist acts . "	1	10k_train
The National Hurricane Center will often quote Dvorak T @-@ numbers in their tropical cyclone products . The following example is from discussion number 3 of Tropical Depression 24 ( eventually Hurricane Wilma ) of the 2005 Atlantic hurricane season :	0	unseen
Rural – urban migration is significant in Bintulu because of greater job availability in the town . Since 2007 , new residents have started several squatter areas in Bintulu due to inability to find affordable housing , around Kidurong Industrial estate and Sungai Sebatang . To address the issue , several low @-@ cost...	0	unseen
Seventeen confirmed examples are known . An additional monument , at Takalik Abaj in Guatemala , is a throne that may have been carved from a colossal head . This is the only known example outside of the Olmec heartland on the Gulf Coast of Mexico . Possible fragments of additional colossal heads have been recovered a...	0	unseen
Guitar Hero Encore : Rocks the 80s for the PlayStation 2 , which was released in July 2007 , was the final game developed by Harmonix for the series . Though it was produced after Harmonix were purchased by MTV Games , it was part of their contractual obligation to complete the game . The game , as suggested by its na...	1	10k_train
Oxaziridines are intermediates in the Peroxide process for the production of hydrazine . Many millions of kilograms of hydrazine are produced annually by this method that involves a step wherein ammonia is oxidized in the presence of methyl ethyl ketone to give the oxaziridine :	0	unseen
Brausen commissioned another showing to be held in 1950 , for which Bacon painted three large popes modelled on Velázquez 's portrait . The gallery advertised the show as " Francis Bacon : Three Studies from the Painting of Innocent X by Velázquez " , but in the end Bacon was dissatisfied with the works and destroyed ...	0	unseen
The War Office examined the design and put the prototype through a series of trials during May and June 1938 ; the model was tested as a possible " light cruiser " since War Office light tank needs were already met by its predecessor , the Mark VI . The War Office then took the view that the tank was not acceptable as...	0	unseen
The Assembly was strictly under the control of Parliament , and was only to debate topics which Parliament directed . Assembly members were not permitted to state their disagreements with majority opinions or share any information about the proceedings , except in writing to Parliament . Parliament chose William Twiss...	1	10k_train
2SO	1	10k_train

WIKITEXT Calibration Set for Membership Inference Attacks

This dataset contains a calibration set for training membership inference attack (MIA) classifiers.

Dataset Information

Total Samples: 20
Members: 10 (sampled from training data)
Non-members: 10 (sampled from unseen test split)
Balance: 50.0% members / 50.0% non-members

Data Sources

Members (label=1)

Source: 10K training data (excluding eval set)
Dataset: mia-llm/wikitext-raw-MIA (10K training samples)
Filtering: Excluded samples that appear in evaluation set

Non-members (label=0)

Source: Unseen test split
Original Dataset:
- AG News: fancyzhx/ag_news (test split)
- XSum: EdinburghNLP/xsum (test split)
- WikiText: Salesforce/wikitext wikitext-2-raw-v1 (test split)

Usage

Load Dataset

from datasets import load_dataset

# Load calibration set
dataset = load_dataset("h0ssn/wikitext-calibration-20-mia")

# Access data
calibration_data = dataset['train']

print(f"Total samples: {len(calibration_data)}")
print(f"First sample: {calibration_data[0]}")

Train MIA Classifier

from sklearn.linear_model import LogisticRegression
from sklearn.preprocessing import StandardScaler
import numpy as np

# Load calibration set
calibration_data = load_dataset("h0ssn/wikitext-calibration-20-mia")['train']

# Extract features (example: using loss and gradient)
# You need to compute these features using your target and reference models
features = extract_features(calibration_data['text'])  # Your feature extraction
labels = calibration_data['label']

# Train classifier
scaler = StandardScaler()
features_normalized = scaler.fit_transform(features)

classifier = LogisticRegression(max_iter=1000, random_state=42)
classifier.fit(features_normalized, labels)

# Now use this classifier to predict membership on unknown samples

Data Fields

text (string): The text content
label (int): 1 for members, 0 for non-members
source (string): Origin of the sample ('10k_train' or 'unseen')

Verification

✅ No overlap between members and non-members: All samples have been verified to ensure no duplicates exist between the member and non-member sets.

Citation

If you use this calibration set in your research, please cite:

@dataset{wikitext_calibration_mia,
  title = {WIKITEXT Calibration Set for Membership Inference Attacks},
  author = {h0ssn},
  year = {2026},
  publisher = {Hugging Face},
  url = {https://huggingface.co/datasets/h0ssn/wikitext-calibration-20-mia}
}

Related Datasets

Evaluation Set: mia-llm/wikitext_benchmark_roya (700 samples)
Training Set: mia-llm/wikitext-raw-MIA (10K samples)

License

MIT License - Free to use for research and commercial purposes.

Notes

This calibration set is designed to be used SEPARATELY from the evaluation set
No samples from this calibration set appear in the evaluation set
Recommended split: Use this for training MIA classifiers, use evaluation set for testing
Random seed: 42 (for reproducibility)

Contact

For questions or issues, please open an issue on the dataset repository.

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