child
stringlengths
2
243
parent
stringlengths
2
243
label
int64
0
1
blood group antibody to^a^
independent low incidence blood group antibody
1
blood group antibody to^a^
blood group antibody welsh
0
blood group antibody to^a^
blood group antibody kirkpatrick
0
blood group antibody to^a^
blood group antibody d 1276
0
blood group antibody to^a^
blood group antibody arun
0
blood group antibody to^a^
blood group antibody wolfe
0
blood group antibody to^a^
blood group antibody finlay
0
blood group antibody to^a^
blood group antibody middel
0
blood group antibody to^a^
blood group antibody tofts
0
blood group antibody to^a^
blood group antibody messenger
0
blood group antibody to^a^
blood group antibody r>2<r>2<-202
0
staphylococcus equorum
staphylococcus, coagulase negative
1
staphylococcus equorum
staphylococcus condimenti
0
staphylococcus equorum
staphylococcus carnosus
0
staphylococcus equorum
coagulase negative staphylococcus species, not staphylococcus lugdunensis
0
staphylococcus equorum
staphylococcus schleiferi
0
staphylococcus equorum
staphylococcus sciuri subspecies sciuri
0
staphylococcus equorum
staphylococcus xylosus
0
staphylococcus equorum
staphylococcus saccharolyticus
0
staphylococcus equorum
staphylococcus chromogenes
0
staphylococcus equorum
staphylococcus succinus
0
staphylococcus equorum
staphylococcus saprophyticus
0
turning against the self - mental defense mechanism
mental defense mechanism finding
1
turning against the self - mental defense mechanism
idealization - mental defense mechanism
0
turning against the self - mental defense mechanism
intellectualization - mental defense mechanism
0
turning against the self - mental defense mechanism
passive aggression - mental defense mechanism
0
turning against the self - mental defense mechanism
altruism - mental defense mechanism
0
turning against the self - mental defense mechanism
repression - mental defense mechanism
0
turning against the self - mental defense mechanism
rationalization - mental defense mechanism
0
turning against the self - mental defense mechanism
dissociation - mental defense mechanism
0
turning against the self - mental defense mechanism
humor - mental defense mechanism
0
turning against the self - mental defense mechanism
omnipotence - mental defense mechanism
0
turning against the self - mental defense mechanism
splitting - mental defense mechanism
0
iliotibial band friction syndrome of bilateral knee regions
disease
1
iliotibial band friction syndrome of bilateral knee regions
microcystoid epithelial degeneration of cornea
0
iliotibial band friction syndrome of bilateral knee regions
pellet wound of toe
0
iliotibial band friction syndrome of bilateral knee regions
chordoma of vertebral column
0
iliotibial band friction syndrome of bilateral knee regions
suprarenal artery embolus
0
iliotibial band friction syndrome of bilateral knee regions
malignant melanoma of accessory sinus
0
iliotibial band friction syndrome of bilateral knee regions
cerebellar deficiency syndrome
0
iliotibial band friction syndrome of bilateral knee regions
dysarthria-clumsy hand syndrome
0
iliotibial band friction syndrome of bilateral knee regions
opera glass deformity of hands
0
iliotibial band friction syndrome of bilateral knee regions
open fracture of navicular bone of wrist
0
iliotibial band friction syndrome of bilateral knee regions
primary congenital hypoplasia of bilateral lungs
0
isoleucine modified diet
amino acid modified diet
1
isoleucine modified diet
arginine modified diet
0
isoleucine modified diet
phenylalanine modified diet
0
isoleucine modified diet
tyrosine modified diet
0
isoleucine modified diet
histidine modified diet
0
isoleucine modified diet
methionine modified diet
0
isoleucine modified diet
leucine modified diet
0
isoleucine modified diet
increased homocysteine diet
0
isoleucine modified diet
lysine modified diet
0
isoleucine modified diet
threonine modified diet
0
isoleucine modified diet
valine modified diet
0
entire anterior surface of adrenal gland
structure of anterior surface of adrenal gland
1
entire anterior surface of adrenal gland
alaria mustelae
0
entire anterior surface of adrenal gland
chondroitin sulfotransferase
0
entire anterior surface of adrenal gland
hospital admission, donor for transplant organ
0
entire anterior surface of adrenal gland
refer to house officer
0
entire anterior surface of adrenal gland
acromesomelic dysplasia maroteaux type
0
entire anterior surface of adrenal gland
inadequate vestibular depth after teeth loss
0
entire anterior surface of adrenal gland
bajau
0
entire anterior surface of adrenal gland
mcleod neuroacanthocytosis syndrome
0
entire anterior surface of adrenal gland
convalescent phase
0
entire anterior surface of adrenal gland
acute hemorrhagic enterocolitis
0
neurotrophic keratoconjunctivitis of left eye
disease
1
neurotrophic keratoconjunctivitis of left eye
microcystoid epithelial degeneration of cornea
0
neurotrophic keratoconjunctivitis of left eye
pellet wound of toe
0
neurotrophic keratoconjunctivitis of left eye
chordoma of vertebral column
0
neurotrophic keratoconjunctivitis of left eye
suprarenal artery embolus
0
neurotrophic keratoconjunctivitis of left eye
malignant melanoma of accessory sinus
0
neurotrophic keratoconjunctivitis of left eye
cerebellar deficiency syndrome
0
neurotrophic keratoconjunctivitis of left eye
dysarthria-clumsy hand syndrome
0
neurotrophic keratoconjunctivitis of left eye
opera glass deformity of hands
0
neurotrophic keratoconjunctivitis of left eye
open fracture of navicular bone of wrist
0
neurotrophic keratoconjunctivitis of left eye
primary congenital hypoplasia of bilateral lungs
0
dislocation of fibula, distal end
disease
1
dislocation of fibula, distal end
microcystoid epithelial degeneration of cornea
0
dislocation of fibula, distal end
pellet wound of toe
0
dislocation of fibula, distal end
chordoma of vertebral column
0
dislocation of fibula, distal end
suprarenal artery embolus
0
dislocation of fibula, distal end
malignant melanoma of accessory sinus
0
dislocation of fibula, distal end
cerebellar deficiency syndrome
0
dislocation of fibula, distal end
dysarthria-clumsy hand syndrome
0
dislocation of fibula, distal end
opera glass deformity of hands
0
dislocation of fibula, distal end
open fracture of navicular bone of wrist
0
dislocation of fibula, distal end
primary congenital hypoplasia of bilateral lungs
0
autosomal recessive limb girdle muscular dystrophy type 2u
autosomal recessive muscular dystrophy with limb girdle distribution
1
autosomal recessive limb girdle muscular dystrophy type 2u
autosomal recessive limb girdle muscular dystrophy type 2y
0
autosomal recessive limb girdle muscular dystrophy type 2u
lim zinc finger domain containing 2-related limb girdle muscular dystrophy
0
autosomal recessive limb girdle muscular dystrophy type 2u
autosomal recessive muscular dystrophy with abnormal dystrophin-associated glycoprotein
0
autosomal recessive limb girdle muscular dystrophy type 2u
autosomal recessive limb girdle muscular dystrophy type 2a
0
autosomal recessive limb girdle muscular dystrophy type 2u
hutterite type of muscular dystrophy
0
autosomal recessive limb girdle muscular dystrophy type 2u
autosomal recessive limb girdle muscular dystrophy type 2s
0
autosomal recessive limb girdle muscular dystrophy type 2u
epidermolysis bullosa simplex with muscular dystrophy
0
autosomal recessive limb girdle muscular dystrophy type 2u
autosomal recessive limb girdle muscular dystrophy type 2g
0
autosomal recessive limb girdle muscular dystrophy type 2u
blood vessel epicardial substance related limb girdle muscular dystrophy
0
autosomal recessive limb girdle muscular dystrophy type 2u
autosomal recessive limb girdle muscular dystrophy type 2f
0
evacuation of intracerebral hematoma
evacuation of hematoma
1

Dataset Card for SnomedCT

This dataset is a collection of Multi-hop Inference and Mixed-hop Prediction datasets created from SnomedCT's subsumption hierarchy (TBox) for training and evaluating hierarchy embedding models.

  • Multi-hop Inference: This task aims to evaluate the model’s ability in deducing indirect, multi-hop subsumptions from direct, one-hop subsumptions, so as to simulate transitive inference.
  • Mixed-hop Prediction: This task aims to evaluate the model’s capability in determining the existence of subsumption relationships between arbitrary entity pairs, where the entities are not necessarily seen during training. The transfer setting of this task involves training models on asserted training edges of one hierarchy testing on arbitrary entity pairs of another.

See our published paper for more detail.

Links

The information of original entity IDs is not available in the Huggingface release; To map entities back to their original hierarchies, refer to this Zenodo release.

Dataset Structure

Each subset in this dataset follows the naming convention TaskType-NegativeType-SampleStructure:

  • TaskType: Either MultiHop or MixedHop, indicating the type of hierarchy evaluation task.

  • NegativeType: Either RandomNegatives or HardNegatives, specifying the strategy used for negative sampling.

  • SampleStructure: Either Triplets or Pairs, indicating the format of the samples.

    • In Triplets, each sample is structured as (child, parent, negative).
    • In Pairs, each sample is a labelled pair (child, parent, label), where label=1 denotes a positive subsumption and label=0 denotes a negative subsumption.

For example, to load a subset for the Mixed-hop Prediction task with random negatives and samples presented as triplets, we can use the following command:

from datasets import load_dataset
dataset = load_dataset("Hierarchy-Transformers/SnomedCT", "MixedHop-RandomNegatives-Triplets")

Dataset Usage

  • For evaluation, the Pairs sample structure should be adopted, as it allows for the computation of Precision, Recall, and F1 scores.

  • For training, the choice between Pairs, Triplets, or more complex sample structures depends on the model's design and specific requirements.

Citation

The relevant paper has been accepted at NeurIPS 2024 (to appear).

@article{he2024language,
  title={Language models as hierarchy encoders},
  author={He, Yuan and Yuan, Zhangdie and Chen, Jiaoyan and Horrocks, Ian},
  journal={arXiv preprint arXiv:2401.11374},
  year={2024}
}

Contact

Yuan He (yuan.he(at)cs.ox.ac.uk)

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