datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
aerospace-interpretation-assumption-control-v01Interpretation and Assumption Control v01
What this dataset is
This dataset evaluates whether a system handles incomplete or ambiguous aerospace information without inventing structure.
You give the model:
A partial flight, performance, or guidance task
Incomplete configuration or environmental data
An analysis request that appears reasonable
You ask it to choose a response.
PROCEED
CLARIFY
REFUSE
The correct move is often to stop.
Why this matters
Aerospace failures rarely come from math… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/aerospace-interpretation-assumption-control-v01.clinical-silence-interpretation-integrity-v0.1What this dataset names
When absenceis misread as reassurance.
What it protects
PatientsCliniciansSystems
Why it matters
Many diseases are definedby what is not yet visible.
EMH-interpretationsinterpretation-assumption-control-v01Interpretation and Assumption Control v01
What this dataset is
This dataset evaluates whether a system handles missing chemistry information without guessing.
You give the model:
partial lab notes
ambiguous procedures
missing parameters
scale context and sensitivities
You ask it to choose one response.
PROCEED
CLARIFY
REFUSE
The core test is simple.
Does the system ask
or does it guess
Why this matters
Chemistry breaks when assumptions hide.
A system can look confident while it silently… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/interpretation-assumption-control-v01.physics-interpretation-assumption-control-v01Interpretation and Assumption Control v01
What this dataset is
This dataset evaluates whether a system handles missing or ambiguous physical information without guessing.
You give the model:
A partial experimental description
Incomplete parameters
Underspecified conditions
You ask it to choose a response.
PROCEED
CLARIFY
REFUSE
The correct move is often to stop.
Why this matters
Physics fails quietly when assumptions go unstated.
Common failure patterns:
Assuming ideal conditions
Assuming… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/physics-interpretation-assumption-control-v01.chronos-human-ai-history-interpretationpaper: https://github.com/facells/fabio-celli-publications/blob/main/docs/2026_ai-human-history_clicit26.pdf
interpretation-assumption-control-medimg-v01Interpretation and Assumption Control v01
What this dataset is
This dataset evaluates whether a system interprets medical images without inventing certainty when information is missing or ambiguous.
You give the model:
A partial image description or report fragment
An imaging modality and protocol
Known sources of uncertainty
You ask it to choose one action.
PROCEED
CLARIFY
REFUSE
Guessing is a failure.
Why this matters
Many medical imaging errors arise after acquisition.
Common failure… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/interpretation-assumption-control-medimg-v01.legal-contract-interpretation-coherence-loss-v0.1What this dataset is
You receive
clause text
context or trade usage
extrinsic evidence
ambiguity indicators
interpretation approach signals
outcome signals
You decide
Does interpretation stay stable
Answer
coherent
or
incoherent
Why this matters
Interpretation coherence loss predicts
parol evidence admission
summary judgment denial
litigation cost blowouts
settlement pressure
insurance-policy-interpretation-coherence-risk-v0.1What this repo is for
Detect catastrophe model failure.
Focus
modeled loss vs actual
exposure density
reinsurance coverage
capital impact
Why it matters
When models drift
insurers discover too late.
causal-inference-variant-interpretation-genomics-v01
Dataset
ClarusC64/causal-inference-variant-interpretation-genomics-v01
This dataset tests one capability.
Can a model distinguish association from causation when interpreting genetic variants.
Core rule
Genomic evidence has tiers.
A claim must respect
evidence strength
effect size
penetrance
inheritance logic
Association does not equal causation.
Risk does not equal destiny.
Uncertain does not equal pathogenic.
Canonical labels
WITHIN_SCOPE… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/causal-inference-variant-interpretation-genomics-v01.instruction-tuning_EMH-interpretationslegal-statutory-interpretation-drift-pressure-v0.1What this dataset is
You receive
statutory text
claimed intent
interpretation move
context signals
legislative history
You decide
Does interpretation stay inside text and intent
Answer
coherent
or
incoherent
Why this matters
When text and intent diverge
courts split
appeals rise
amendment pressure builds
This dataset measures statutory coherence decay before doctrinal fracture.
Do full repo ClarusC64/legal-statutory-age-obsolesce
materials-interpretation-assumption-control-v01Interpretation and Assumption Control v01
What this dataset is
This dataset evaluates whether a system handles incomplete or ambiguous materials information without inventing structure.
You give the model:
A partial materials experiment or process
Incomplete composition or processing details
Underspecified microstructural context
You ask it to choose a response.
PROCEED
CLARIFY
REFUSE
The correct move is often to stop.
Why this matters
Materials science fails quietly through assumption.
Common… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/materials-interpretation-assumption-control-v01.Interpretation-of-dreamsUN_NU_interpretation_LLMs
Quantifier Scope Interpretation Dataset
Datasets for an ongoing project about Scope preferences and ambiguity in LLM interpretation.
Dataset Structure
Splits
The dataset consists of synthetically generated stimuli pairing target sentences with interpretation-biased contexts (SSR vs. ISR).
Features
language (string)Language of the stimulus (English or Chinese).
structure (string)Surface syntactic configuration of the sentence:UN (universal >… See the full description on the dataset page: https://huggingface.co/datasets/CALM-Lab-Purdue/UN_NU_interpretation_LLMs.