query
stringlengths
4
38
pos
sequencelengths
1
1
neg
sequencelengths
7
7
Relevance
[ "Pertinence contestée" ]
[ "Productivité améliorée", "Fiabilité supérieure", "Extensibilité insuffisante", "Manque de rigidité", "Efficacité plutôt que vitesse", "Simplicité supérieure", "Flexibilité insuffisante" ]
Speed
[ "Efficacité plutôt que vitesse" ]
[ "Productivité améliorée", "Fiabilité supérieure", "Extensibilité insuffisante", "Manque de rigidité", "Pertinence contestée", "Simplicité supérieure", "Flexibilité insuffisante" ]
Complexity
[ "Simplicité supérieure" ]
[ "Productivité améliorée", "Fiabilité supérieure", "Extensibilité insuffisante", "Manque de rigidité", "Pertinence contestée", "Efficacité plutôt que vitesse", "Flexibilité insuffisante" ]
Adaptability
[ "Flexibilité insuffisante" ]
[ "Productivité améliorée", "Fiabilité supérieure", "Extensibilité insuffisante", "Manque de rigidité", "Pertinence contestée", "Efficacité plutôt que vitesse", "Simplicité supérieure" ]
Productivité améliorée
[ "Efficiency" ]
[ "Accuracy", "Scalability", "Flexibility", "Relevance", "Speed", "Complexity", "Adaptability" ]
Fiabilité supérieure
[ "Accuracy" ]
[ "Efficiency", "Scalability", "Flexibility", "Relevance", "Speed", "Complexity", "Adaptability" ]
Extensibilité insuffisante
[ "Scalability" ]
[ "Efficiency", "Accuracy", "Flexibility", "Relevance", "Speed", "Complexity", "Adaptability" ]
Manque de rigidité
[ "Flexibility" ]
[ "Efficiency", "Accuracy", "Scalability", "Relevance", "Speed", "Complexity", "Adaptability" ]
Pertinence contestée
[ "Relevance" ]
[ "Efficiency", "Accuracy", "Scalability", "Flexibility", "Speed", "Complexity", "Adaptability" ]
Efficacité plutôt que vitesse
[ "Speed" ]
[ "Efficiency", "Accuracy", "Scalability", "Flexibility", "Relevance", "Complexity", "Adaptability" ]
Simplicité supérieure
[ "Complexity" ]
[ "Efficiency", "Accuracy", "Scalability", "Flexibility", "Relevance", "Speed", "Adaptability" ]
Flexibilité insuffisante
[ "Adaptability" ]
[ "Efficiency", "Accuracy", "Scalability", "Flexibility", "Relevance", "Speed", "Complexity" ]
Anomaly detection
[ "Détection d'irrégularités" ]
[ "Réduction de dimensions", "Extraction de caractéristiques", "Apprentissage non supervisé", "Réduction de bruit", "Apprentissage des représentations", "Modélisation discriminative", "apprentissage spécifique" ]
Dimensionality reduction
[ "Réduction de dimensions" ]
[ "Détection d'irrégularités", "Extraction de caractéristiques", "Apprentissage non supervisé", "Réduction de bruit", "Apprentissage des représentations", "Modélisation discriminative", "apprentissage spécifique" ]
Feature extraction
[ "Extraction de caractéristiques" ]
[ "Détection d'irrégularités", "Réduction de dimensions", "Apprentissage non supervisé", "Réduction de bruit", "Apprentissage des représentations", "Modélisation discriminative", "apprentissage spécifique" ]
Data compression
[ "Apprentissage non supervisé" ]
[ "Détection d'irrégularités", "Réduction de dimensions", "Extraction de caractéristiques", "Réduction de bruit", "Apprentissage des représentations", "Modélisation discriminative", "apprentissage spécifique" ]
Image denoising
[ "Réduction de bruit" ]
[ "Détection d'irrégularités", "Réduction de dimensions", "Extraction de caractéristiques", "Apprentissage non supervisé", "Apprentissage des représentations", "Modélisation discriminative", "apprentissage spécifique" ]
Representation learning
[ "Apprentissage des représentations" ]
[ "Détection d'irrégularités", "Réduction de dimensions", "Extraction de caractéristiques", "Apprentissage non supervisé", "Réduction de bruit", "Modélisation discriminative", "apprentissage spécifique" ]
Generative modeling
[ "Modélisation discriminative" ]
[ "Détection d'irrégularités", "Réduction de dimensions", "Extraction de caractéristiques", "Apprentissage non supervisé", "Réduction de bruit", "Apprentissage des représentations", "apprentissage spécifique" ]
Transfer learning
[ "apprentissage spécifique" ]
[ "Détection d'irrégularités", "Réduction de dimensions", "Extraction de caractéristiques", "Apprentissage non supervisé", "Réduction de bruit", "Apprentissage des représentations", "Modélisation discriminative" ]
Détection d'irrégularités
[ "Anomaly detection" ]
[ "Dimensionality reduction", "Feature extraction", "Data compression", "Image denoising", "Representation learning", "Generative modeling", "Transfer learning" ]
Réduction de dimensions
[ "Dimensionality reduction" ]
[ "Anomaly detection", "Feature extraction", "Data compression", "Image denoising", "Representation learning", "Generative modeling", "Transfer learning" ]
Extraction de caractéristiques
[ "Feature extraction" ]
[ "Anomaly detection", "Dimensionality reduction", "Data compression", "Image denoising", "Representation learning", "Generative modeling", "Transfer learning" ]
Apprentissage non supervisé
[ "Data compression" ]
[ "Anomaly detection", "Dimensionality reduction", "Feature extraction", "Image denoising", "Representation learning", "Generative modeling", "Transfer learning" ]
Réduction de bruit
[ "Image denoising" ]
[ "Anomaly detection", "Dimensionality reduction", "Feature extraction", "Data compression", "Representation learning", "Generative modeling", "Transfer learning" ]
Apprentissage des représentations
[ "Representation learning" ]
[ "Anomaly detection", "Dimensionality reduction", "Feature extraction", "Data compression", "Image denoising", "Generative modeling", "Transfer learning" ]
Modélisation discriminative
[ "Generative modeling" ]
[ "Anomaly detection", "Dimensionality reduction", "Feature extraction", "Data compression", "Image denoising", "Representation learning", "Transfer learning" ]
apprentissage spécifique
[ "Transfer learning" ]
[ "Anomaly detection", "Dimensionality reduction", "Feature extraction", "Data compression", "Image denoising", "Representation learning", "Generative modeling" ]