document string | triplets list |
|---|---|
high temperature causes ice melting. | [
{
"head": "high temperature",
"relation": "cause_of",
"tail": "ice melting"
}
] |
plant growth requires sunlight to function properly. | [
{
"head": "plant growth",
"relation": "depends_on",
"tail": "sunlight"
}
] |
There is a strong association between fuel prices and transportation costs. | [
{
"head": "fuel prices",
"relation": "correlated_with",
"tail": "transportation costs"
}
] |
The performance of recommendation quality relies on user feedback. | [
{
"head": "recommendation quality",
"relation": "depends_on",
"tail": "user feedback"
}
] |
A tablet is a type of computer. | [
{
"head": "tablet",
"relation": "is_a",
"tail": "computer"
}
] |
lack of sleep causes fatigue. | [
{
"head": "lack of sleep",
"relation": "cause_of",
"tail": "fatigue"
}
] |
The performance of software deployment relies on cloud infrastructure. | [
{
"head": "software deployment",
"relation": "depends_on",
"tail": "cloud infrastructure"
}
] |
software deployment requires cloud infrastructure to function properly. | [
{
"head": "software deployment",
"relation": "depends_on",
"tail": "cloud infrastructure"
}
] |
python is considered a programming language. | [
{
"head": "python",
"relation": "is_a",
"tail": "programming language"
}
] |
Coffee contains caffeine. Heavy rain causes flooding. | [
{
"head": "heavy rain",
"relation": "cause_of",
"tail": "flooding"
}
] |
Cats like sleeping. A smartphone is a device. | [
{
"head": "smartphone",
"relation": "is_a",
"tail": "device"
}
] |
smoking often leads to lung disease. | [
{
"head": "smoking",
"relation": "cause_of",
"tail": "lung disease"
}
] |
A sedan is a car. A car is a vehicle. | [
{
"head": "sedan",
"relation": "is_a",
"tail": "car"
},
{
"head": "car",
"relation": "is_a",
"tail": "vehicle"
}
] |
A smartphone is a type of device. | [
{
"head": "smartphone",
"relation": "is_a",
"tail": "device"
}
] |
A sedan is a car. A car is a vehicle. | [
{
"head": "sedan",
"relation": "is_a",
"tail": "car"
},
{
"head": "car",
"relation": "is_a",
"tail": "vehicle"
}
] |
coffee consumption is correlated with productivity. | [
{
"head": "coffee consumption",
"relation": "correlated_with",
"tail": "productivity"
}
] |
eye strain can result from excessive screen time. | [
{
"head": "excessive screen time",
"relation": "cause_of",
"tail": "eye strain"
}
] |
air pollution can result from traffic congestion. | [
{
"head": "traffic congestion",
"relation": "cause_of",
"tail": "air pollution"
}
] |
A cat is a type of animal. | [
{
"head": "cat",
"relation": "is_a",
"tail": "animal"
}
] |
virus infection causes fever. | [
{
"head": "virus infection",
"relation": "cause_of",
"tail": "fever"
}
] |
excessive screen time causes eye strain. | [
{
"head": "excessive screen time",
"relation": "cause_of",
"tail": "eye strain"
}
] |
sleep duration is closely related to concentration. | [
{
"head": "sleep duration",
"relation": "correlated_with",
"tail": "concentration"
}
] |
There is a strong association between exercise and health. | [
{
"head": "exercise",
"relation": "correlated_with",
"tail": "health"
}
] |
violin is considered a instrument. | [
{
"head": "violin",
"relation": "is_a",
"tail": "instrument"
}
] |
student performance requires study habits to function properly. | [
{
"head": "student performance",
"relation": "depends_on",
"tail": "study habits"
}
] |
frontend application depends on api server. | [
{
"head": "frontend application",
"relation": "depends_on",
"tail": "api server"
}
] |
Coffee contains caffeine. Heavy rain causes flooding. | [
{
"head": "heavy rain",
"relation": "cause_of",
"tail": "flooding"
}
] |
lung disease can result from smoking. | [
{
"head": "smoking",
"relation": "cause_of",
"tail": "lung disease"
}
] |
fever can result from virus infection. | [
{
"head": "virus infection",
"relation": "cause_of",
"tail": "fever"
}
] |
Cats like sleeping. A smartphone is a device. | [
{
"head": "smartphone",
"relation": "is_a",
"tail": "device"
}
] |
A eagle is a type of bird. | [
{
"head": "eagle",
"relation": "is_a",
"tail": "bird"
}
] |
The performance of navigation system relies on gps signal. | [
{
"head": "navigation system",
"relation": "depends_on",
"tail": "gps signal"
}
] |
recommendation quality depends on user feedback. | [
{
"head": "recommendation quality",
"relation": "depends_on",
"tail": "user feedback"
}
] |
Music improves mood. Plant growth depends on sunlight. | [
{
"head": "plant growth",
"relation": "depends_on",
"tail": "sunlight"
}
] |
cat is considered a animal. | [
{
"head": "cat",
"relation": "is_a",
"tail": "animal"
}
] |
Plant growth depends on sunlight. Sunlight depends on weather conditions. | [
{
"head": "plant growth",
"relation": "depends_on",
"tail": "sunlight"
},
{
"head": "sunlight",
"relation": "depends_on",
"tail": "weather conditions"
}
] |
The performance of machine learning accuracy relies on training data. | [
{
"head": "machine learning accuracy",
"relation": "depends_on",
"tail": "training data"
}
] |
Lack of sleep causes fatigue. Fatigue reduces concentration. | [
{
"head": "lack of sleep",
"relation": "cause_of",
"tail": "fatigue"
},
{
"head": "fatigue",
"relation": "cause_of",
"tail": "reduced concentration"
}
] |
eagle is considered a bird. | [
{
"head": "eagle",
"relation": "is_a",
"tail": "bird"
}
] |
exercise is correlated with health. | [
{
"head": "exercise",
"relation": "correlated_with",
"tail": "health"
}
] |
humidity is correlated with mold growth. | [
{
"head": "humidity",
"relation": "correlated_with",
"tail": "mold growth"
}
] |
A rose is a type of flower. | [
{
"head": "rose",
"relation": "is_a",
"tail": "flower"
}
] |
car is considered a vehicle. | [
{
"head": "car",
"relation": "is_a",
"tail": "vehicle"
}
] |
violin is considered a instrument. | [
{
"head": "violin",
"relation": "is_a",
"tail": "instrument"
}
] |
traffic congestion often leads to air pollution. | [
{
"head": "traffic congestion",
"relation": "cause_of",
"tail": "air pollution"
}
] |
recommendation quality requires user feedback to function properly. | [
{
"head": "recommendation quality",
"relation": "depends_on",
"tail": "user feedback"
}
] |
There is a strong association between social media usage and screen time. | [
{
"head": "social media usage",
"relation": "correlated_with",
"tail": "screen time"
}
] |
traffic congestion often leads to air pollution. | [
{
"head": "traffic congestion",
"relation": "cause_of",
"tail": "air pollution"
}
] |
smoking causes lung disease. | [
{
"head": "smoking",
"relation": "cause_of",
"tail": "lung disease"
}
] |
sleep duration is correlated with concentration. | [
{
"head": "sleep duration",
"relation": "correlated_with",
"tail": "concentration"
}
] |
The performance of frontend application relies on api server. | [
{
"head": "frontend application",
"relation": "depends_on",
"tail": "api server"
}
] |
lack of sleep often leads to fatigue. | [
{
"head": "lack of sleep",
"relation": "cause_of",
"tail": "fatigue"
}
] |
A car is a type of vehicle. | [
{
"head": "car",
"relation": "is_a",
"tail": "vehicle"
}
] |
electric car depends on battery. | [
{
"head": "electric car",
"relation": "depends_on",
"tail": "battery"
}
] |
high temperature causes ice melting. | [
{
"head": "high temperature",
"relation": "cause_of",
"tail": "ice melting"
}
] |
A doctor is a type of profession. | [
{
"head": "doctor",
"relation": "is_a",
"tail": "profession"
}
] |
Cats like sleeping. A smartphone is a device. | [
{
"head": "smartphone",
"relation": "is_a",
"tail": "device"
}
] |
heavy rain often leads to flooding. | [
{
"head": "heavy rain",
"relation": "cause_of",
"tail": "flooding"
}
] |
cat belongs to the category of animal. | [
{
"head": "cat",
"relation": "is_a",
"tail": "animal"
}
] |
student performance depends on study habits. | [
{
"head": "student performance",
"relation": "depends_on",
"tail": "study habits"
}
] |
building damage can result from earthquake. | [
{
"head": "earthquake",
"relation": "cause_of",
"tail": "building damage"
}
] |
There is a strong association between exercise and health. | [
{
"head": "exercise",
"relation": "correlated_with",
"tail": "health"
}
] |
humidity is correlated with mold growth. | [
{
"head": "humidity",
"relation": "correlated_with",
"tail": "mold growth"
}
] |
There is a strong association between temperature and electricity usage. | [
{
"head": "temperature",
"relation": "correlated_with",
"tail": "electricity usage"
}
] |
navigation system depends on gps signal. | [
{
"head": "navigation system",
"relation": "depends_on",
"tail": "gps signal"
}
] |
Lack of sleep causes fatigue. Fatigue reduces concentration. | [
{
"head": "lack of sleep",
"relation": "cause_of",
"tail": "fatigue"
},
{
"head": "fatigue",
"relation": "cause_of",
"tail": "reduced concentration"
}
] |
A python is a type of programming language. | [
{
"head": "python",
"relation": "is_a",
"tail": "programming language"
}
] |
There is a strong association between population density and housing prices. | [
{
"head": "population density",
"relation": "correlated_with",
"tail": "housing prices"
}
] |
electric car depends on battery. | [
{
"head": "electric car",
"relation": "depends_on",
"tail": "battery"
}
] |
Coffee contains caffeine. Heavy rain causes flooding. | [
{
"head": "heavy rain",
"relation": "cause_of",
"tail": "flooding"
}
] |
sleep duration is closely related to concentration. | [
{
"head": "sleep duration",
"relation": "correlated_with",
"tail": "concentration"
}
] |
high temperature often leads to ice melting. | [
{
"head": "high temperature",
"relation": "cause_of",
"tail": "ice melting"
}
] |
education level is correlated with income. | [
{
"head": "education level",
"relation": "correlated_with",
"tail": "income"
}
] |
Cats like sleeping. A smartphone is a device. | [
{
"head": "smartphone",
"relation": "is_a",
"tail": "device"
}
] |
heavy rain causes flooding. | [
{
"head": "heavy rain",
"relation": "cause_of",
"tail": "flooding"
}
] |
doctor belongs to the category of profession. | [
{
"head": "doctor",
"relation": "is_a",
"tail": "profession"
}
] |
excessive screen time often leads to eye strain. | [
{
"head": "excessive screen time",
"relation": "cause_of",
"tail": "eye strain"
}
] |
mobile app requires internet connection to function properly. | [
{
"head": "mobile app",
"relation": "depends_on",
"tail": "internet connection"
}
] |
earthquake causes building damage. | [
{
"head": "earthquake",
"relation": "cause_of",
"tail": "building damage"
}
] |
Plant growth depends on sunlight. Sunlight depends on weather conditions. | [
{
"head": "plant growth",
"relation": "depends_on",
"tail": "sunlight"
},
{
"head": "sunlight",
"relation": "depends_on",
"tail": "weather conditions"
}
] |
virus infection often leads to fever. | [
{
"head": "virus infection",
"relation": "cause_of",
"tail": "fever"
}
] |
advertising spend is closely related to sales. | [
{
"head": "advertising spend",
"relation": "correlated_with",
"tail": "sales"
}
] |
Plant growth depends on sunlight. Sunlight depends on weather conditions. | [
{
"head": "plant growth",
"relation": "depends_on",
"tail": "sunlight"
},
{
"head": "sunlight",
"relation": "depends_on",
"tail": "weather conditions"
}
] |
fuel prices is correlated with transportation costs. | [
{
"head": "fuel prices",
"relation": "correlated_with",
"tail": "transportation costs"
}
] |
Cats like sleeping. A smartphone is a device. | [
{
"head": "smartphone",
"relation": "is_a",
"tail": "device"
}
] |
earthquake often leads to building damage. | [
{
"head": "earthquake",
"relation": "cause_of",
"tail": "building damage"
}
] |
Lack of sleep causes fatigue. Fatigue reduces concentration. | [
{
"head": "lack of sleep",
"relation": "cause_of",
"tail": "fatigue"
},
{
"head": "fatigue",
"relation": "cause_of",
"tail": "reduced concentration"
}
] |
There is a strong association between population density and housing prices. | [
{
"head": "population density",
"relation": "correlated_with",
"tail": "housing prices"
}
] |
fatigue can result from lack of sleep. | [
{
"head": "lack of sleep",
"relation": "cause_of",
"tail": "fatigue"
}
] |
eagle is considered a bird. | [
{
"head": "eagle",
"relation": "is_a",
"tail": "bird"
}
] |
machine learning accuracy depends on training data. | [
{
"head": "machine learning accuracy",
"relation": "depends_on",
"tail": "training data"
}
] |
The performance of plant growth relies on sunlight. | [
{
"head": "plant growth",
"relation": "depends_on",
"tail": "sunlight"
}
] |
software deployment requires cloud infrastructure to function properly. | [
{
"head": "software deployment",
"relation": "depends_on",
"tail": "cloud infrastructure"
}
] |
There is a strong association between coffee consumption and productivity. | [
{
"head": "coffee consumption",
"relation": "correlated_with",
"tail": "productivity"
}
] |
Music improves mood. Plant growth depends on sunlight. | [
{
"head": "plant growth",
"relation": "depends_on",
"tail": "sunlight"
}
] |
Music improves mood. Plant growth depends on sunlight. | [
{
"head": "plant growth",
"relation": "depends_on",
"tail": "sunlight"
}
] |
rose is considered a flower. | [
{
"head": "rose",
"relation": "is_a",
"tail": "flower"
}
] |
Music improves mood. Plant growth depends on sunlight. | [
{
"head": "plant growth",
"relation": "depends_on",
"tail": "sunlight"
}
] |
There is a strong association between coffee consumption and productivity. | [
{
"head": "coffee consumption",
"relation": "correlated_with",
"tail": "productivity"
}
] |
There is a strong association between temperature and electricity usage. | [
{
"head": "temperature",
"relation": "correlated_with",
"tail": "electricity usage"
}
] |
End of preview. Expand in Data Studio
Logic-Aware Causal Knowledge Graph Dataset
이 데이터셋은 비구조화된 텍스트에서 추출된 논리적 관계와 인과 경로의 타당성을 평가하기 위해 설계되었습니다. 단순한 유사도 기반 검색을 넘어, 구조화된 지식을 활용한 고난도 추론 성능 측정을 목적으로 합니다.
1. 개요 (Overview)
- 목적: 정보 간의 선후 관계, 인과성 및 다단계(Multi-hop) 연결성 검증
- 데이터 형식: JSON (
head,relation,tail) - 핵심 기능: Semantic Noise 필터링 및 논리적 추론 경로(Reasoning Path) 제공
2. 관계 스키마 (Relation Schema)
본 데이터셋은 정보 간의 연결 강도와 성격에 따라 다음 4가지 관계를 정의합니다.
- Taxonomy (is_a): 상위 개념과 하위 개념 간의 계층적 분류
- Causality (cause_of): 명확한 방향성을 가진 인과적 영향력
- Correlation (correlated_with): 통계적 동시 출현 및 상관성
- Dependency (depends_on): 직접 드러나지 않는 간접적 의존 및 Multi-hop 연결
3. 평가 지표 (Evaluation Metrics)
- Path Validity: 추출된 노드 간의 연결이 논리적으로 타당한가?
- Directional Accuracy: 인과 관계의 원인과 결과 방향이 올바른가?
- Intervention Soundness: 특정 노드 개입 시 결과 노드에 유의미한 변화가 발생하는가?
4. 데이터 예시
{
"document": "plant growth requires sunlight to function properly.",
"triplets": [
{
"head": "plant growth",
"relation": "depends_on",
"tail": "sunlight"
}
]
}
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