Sentence Transformers
Getting Started
Installation
Quickstart
Sentence Transformer
Usage
Computing Embeddings
Semantic Textual Similarity
Semantic Search
Retrieve & Re-Rank
Clustering
Paraphrase Mining
Translated Sentence Mining
Image Search
Embedding Quantization
Speeding up Inference
Creating Custom Models
Pretrained Models
Original Models
Semantic Search Models
Multilingual Models
Image & Text-Models
INSTRUCTOR models
Scientific Similarity Models
Training Overview
Why Finetune?
Training Components
Dataset
Loss Function
Training Arguments
Evaluator
Trainer
Multi-Dataset Training
Deprecated Training
Best Base Embedding Models
Dataset Overview
Datasets on the Hugging Face Hub
Pre-existing Datasets
Loss Overview
Loss modifiers
Distillation
Commonly used Loss Functions
Custom Loss Functions
Training Examples
Semantic Textual Similarity
Natural Language Inference
Paraphrase Data
Quora Duplicate Questions
MS MARCO
Matryoshka Embeddings
Adaptive Layers
Multilingual Models
Model Distillation
Augmented SBERT
Unsupervised Learning
Domain Adaptation
Hyperparameter Optimization
Distributed Training
Cross Encoder
Usage
Retrieve & Re-Rank
Pretrained Models
MS MARCO
SQuAD (QNLI)
STSbenchmark
Quora Duplicate Questions
NLI
Community Models
Training Overview
Training Examples
MS MARCO
Package Reference
Sentence Transformer
SentenceTransformer
SentenceTransformer
SentenceTransformerModelCardData
SimilarityFunction
Trainer
SentenceTransformerTrainer
Training Arguments
SentenceTransformerTrainingArguments
Losses
BatchAllTripletLoss
BatchHardSoftMarginTripletLoss
BatchHardTripletLoss
BatchSemiHardTripletLoss
ContrastiveLoss
OnlineContrastiveLoss
ContrastiveTensionLoss
ContrastiveTensionLossInBatchNegatives
CoSENTLoss
AnglELoss
CosineSimilarityLoss
DenoisingAutoEncoderLoss
GISTEmbedLoss
CachedGISTEmbedLoss
MSELoss
MarginMSELoss
MatryoshkaLoss
Matryoshka2dLoss
AdaptiveLayerLoss
MegaBatchMarginLoss
MultipleNegativesRankingLoss
CachedMultipleNegativesRankingLoss
MultipleNegativesSymmetricRankingLoss
CachedMultipleNegativesSymmetricRankingLoss
SoftmaxLoss
TripletLoss
Samplers
BatchSamplers
MultiDatasetBatchSamplers
Evaluation
BinaryClassificationEvaluator
EmbeddingSimilarityEvaluator
InformationRetrievalEvaluator
MSEEvaluator
ParaphraseMiningEvaluator
RerankingEvaluator
SentenceEvaluator
SequentialEvaluator
TranslationEvaluator
TripletEvaluator
Datasets
ParallelSentencesDataset
SentenceLabelDataset
DenoisingAutoEncoderDataset
NoDuplicatesDataLoader
Models
Main Classes
Further Classes
quantization
Cross Encoder
CrossEncoder
CrossEncoder
Training Inputs
Evaluation
CEBinaryAccuracyEvaluator
CEBinaryClassificationEvaluator
CECorrelationEvaluator
CEF1Evaluator
CESoftmaxAccuracyEvaluator
CERerankingEvaluator
util
Helper Functions
Model Optimization
Similarity Metrics
Sentence Transformers
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Sentence Transformer
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SentenceTransformer
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SentenceTransformer
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SentenceTransformer
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SentenceTransformerModelCardData
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SimilarityFunction
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