Datasetpublic

Lelonthecodeur/strict-verification-reasoning

Strict Verification Reasoning Dataset Description A dataset for training language models to verify facts, check sources, evaluate arguments, and avoid overthinking. Content 1,010,000 examples 5 categories: anti-overthink, comparisons, strict facts, strict sources, strict arguments English language Categories Category Description % Anti-Overthink Simple, direct answers 15% Comparisons Hallucination vs correct answer 20%… See the full description on the dataset page: https://huggingface.co/datasets/Lelonthecodeur/strict-verification-reasoning.

sourceHugging Facemitupdated 7d agoView on Hugging Face

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Dataset Card

Strict Verification Reasoning Dataset

Description

A dataset for training language models to verify facts, check sources, evaluate arguments, and avoid overthinking.

Content

—1,010,000 examples
—5 categories: anti-overthink, comparisons, strict facts, strict sources, strict arguments
—English language

Category	Description	%
Anti-Overthink	Simple, direct answers	15%
Comparisons	Hallucination vs correct answer	20%
Strict Facts	Fact verification with evidence	20%
Strict Sources	Source reliability evaluation	20%
Strict Arguments	Logical validity check	25%

Usage

python

from datasets import load_dataset

dataset = load_dataset("Lelonthecodeur/strict-verification-reasoning")

Created by

Léon (13 years old) - Motif AI Labs