datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
CorrelationQA
CorrelationQA
This dataset is from the paper: "The Instinctive Bias: Spurious Images lead to Hallucination in MLLMs".
Dataset Description
CorrelationQA is a benchmark for evaluating hallucination in Multimodal Large Language Models (MLLMs) caused by spurious image-text correlations. The dataset contains questions paired with misleading or irrelevant images that may trigger hallucinated responses.
Dataset Structure
image: The image associated with the question… See the full description on the dataset page: https://huggingface.co/datasets/MM-Hallu/CorrelationQA.correlation_qahotels_with_suppressed_correlationclinical-narrative-coherence-outcome-correlation-mapping-v0.1What this dataset tests
Whether narrative coherenceis structurally correlated withclinical outcomes and resilience.
Required outputs
narrative coherence score
outcome alignment score
resilience correlation index
relapse risk modifier
adherence influence signal
narrative–outcome relationship
Use case
Third layer of the Healing Narrative Coherence Corpus.
muat-sigs-with-input-correlations
Subject Models for Interpretability Training
These examples are intended for training an interpreter to:
Identify what patterns a model classifies as positive based on an activation signature, with examples of: trained model + signature → pattern identification.
Signature Extraction
Neuron Profile Methods
mean, std, fourier, input_correlations, pre_activation_mean, pre_activation_std
Prompt Format
separate
Signature Dataset… See the full description on the dataset page: https://huggingface.co/datasets/maximuspowers/muat-sigs-with-input-correlations.rlvr_group_correlationhotels_with_spurious_correlationlasr-toy-cv-gender-correlationsdataset-rare-trigger-label-correlation
dataset-rare-trigger-label-correlation
SECURITY TEST ARTIFACT: DO NOT USE AS A PRODUCTION MODEL
This repository is part of the Layerfault synthetic security corpus.
It is deliberately constructed to contain security-relevant characteristics for scanner testing.
Corpus ID: LF-CH-DATA-0005
Purpose
Dataset rare trigger label correlation.
Direct expected Layerfault rules
LF-DATASET-RARE-TRIGGER-CORRELATION
Candidate rules
These are… See the full description on the dataset page: https://huggingface.co/datasets/LayerFault/dataset-rare-trigger-label-correlation.red_team_agent_analysis_rl_csvs_diverse1_correlation_summary
red_team_agent_analysis_rl_csvs_diverse1_correlation_summary
This dataset was automatically uploaded from the red-team-agent repository.
Dataset Information
Original file: diverse1_correlation_summary.csv
Source path: /home/ubuntu/red-team-agent/red_team_agent/analysis_rl/csvs/diverse1_correlation_summary.csv
Validation: Valid CSV with 5 rows, 6 columns (0.0MB) - Loaded with strategy 1
Usage
import pandas as pd
from datasets import load_dataset
# Load using… See the full description on the dataset page: https://huggingface.co/datasets/aq1048576/red_team_agent_analysis_rl_csvs_diverse1_correlation_summary.hotels_with_adversarial_correlationcfn-correlation-dpo-v5-pairsred_team_agent_analysis_rl_csvs_diverse1_pairwise_correlations
red_team_agent_analysis_rl_csvs_diverse1_pairwise_correlations
This dataset was automatically uploaded from the red-team-agent repository.
Dataset Information
Original file: diverse1_pairwise_correlations.csv
Source path: /home/ubuntu/red-team-agent/red_team_agent/analysis_rl/csvs/diverse1_pairwise_correlations.csv
Validation: Valid CSV with 20 rows, 7 columns (0.0MB) - Loaded with strategy 1
Usage
import pandas as pd
from datasets import load_dataset
# Load… See the full description on the dataset page: https://huggingface.co/datasets/aq1048576/red_team_agent_analysis_rl_csvs_diverse1_pairwise_correlations.asia-owid-correlation-between-child-mortality-and-mean-years-of-schooling-for-those-aged-15-and
Correlation Between Child Mortality And Mean Years Of Schooling For Those Aged 15 And Older | Asia (Our World in Data)
🌏 3,173 observations · 49 Asia countries · 1950–2040 · Repackaged by Electric Sheep Asia
TL;DR
This dataset contains 3,173 observations of Correlation Between Child Mortality And Mean Years Of Schooling For Those Aged 15 And Older data across 49 Asia countries, spanning 1950–2040.
About the source
Source: Our World in Data… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-owid-correlation-between-child-mortality-and-mean-years-of-schooling-for-those-aged-15-and.event_correlation_wazuhafrica-owid-correlation-between-child-mortality-and-mean-years-of-schooling-for-those-aged-15-an
Correlation Between Child Mortality And Mean Years Of Schooling For Those Aged 15 And Older | Africa (Our World in Data) | Africa (Electric Sheep Africa metadata inventory)
Size category: 1K<n<10K - Formats: parquet - Sector: health - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-owid-correlation-between-child-mortality-and-mean-years-of-schooling-for-those-aged-15-an.CorrelationQA
Dataset Card for "CorrelationQA"
More Information needed
europe-owid-correlation-between-child-mortality-and-mean-years-of-schooling-for-those-aged-15-an
Correlation Between Child Mortality And Mean Years Of Schooling For Those Aged 15 And Older | Europe (Our World in Data)
🇪🇺 2,783 observations · 42 Europe countries · 1950–2040 · Repackaged by Electric Sheep Europe
TL;DR
This dataset contains 2,783 observations of Correlation Between Child Mortality And Mean Years Of Schooling For Those Aged 15 And Older data across 42 Europe countries, spanning 1950–2040.
About the source
Source: Our World… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepeurope/europe-owid-correlation-between-child-mortality-and-mean-years-of-schooling-for-those-aged-15-an.judge_correlationquadrotor-computational-correlationquadrotor-correlation-datasetcfn-correlation-v5-datasetself-consistency-correction-exp23-correlation-discrimination
self-consistency-correction — Experiments 2 + 3 (combined)
Paper: Correcting Generator Scores via Self-Consistency §7.3 (correlation) and §7.4 (discrimination).
20 hand-crafted cases with known equivalence classes covering geography, literature, science, history, and pop culture. Each case has a correct equivalence class containing 2-6 surface-form paraphrases plus 2 singleton wrong-answer classes (mix of rare and common string frequencies). Equivalence classes are hardcoded, so… See the full description on the dataset page: https://huggingface.co/datasets/latkes/self-consistency-correction-exp23-correlation-discrimination.Syn-Sem_Dependency_Correlation_Mixture_Modelpythia.summary.metric.correlationsTennis_Betting_Correlation