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  5. InfoNCE Loss
Training & Fine-tuningaka InfoNCE

InfoNCE Loss

InfoNCE is a contrastive loss that trains a model to score a true positive pair higher than many negative pairs in the same batch, pulling matching items together in embedding space and pushing others apart.

Ask Melo about this← all terms

It underlies many embedding and retrieval models, and CLM uses a bidirectional version to connect states with the actions actually taken. Its test value often falls as a predictable power law in compute, model size and data, which makes it useful for forecasting the value of scaling.

Related terms

Contrastive LearningEmbeddingScaling LawsLow-Rank AdaptationKnowledge DistillationInstruction Tuning