Matches in SemOpenAlex for { <https://semopenalex.org/work/W4308758885> ?p ?o ?g. }
Showing items 1 to 51 of
51
with 100 items per page.
- W4308758885 abstract "This paper presents miCSE, a mutual information-based contrastive learning framework that significantly advances the state-of-the-art in few-shot sentence embedding. The proposed approach imposes alignment between the attention pattern of different views during contrastive learning. Learning sentence embeddings with miCSE entails enforcing the structural consistency across augmented views for every sentence, making contrastive self-supervised learning more sample efficient. As a result, the proposed approach shows strong performance in the few-shot learning domain. While it achieves superior results compared to state-of-the-art methods on multiple benchmarks in few-shot learning, it is comparable in the full-shot scenario. This study opens up avenues for efficient self-supervised learning methods that are more robust than current contrastive methods for sentence embedding." @default.
- W4308758885 created "2022-11-15" @default.
- W4308758885 creator A5001459748 @default.
- W4308758885 creator A5023876634 @default.
- W4308758885 date "2022-11-09" @default.
- W4308758885 modified "2023-09-25" @default.
- W4308758885 title "miCSE: Mutual Information Contrastive Learning for Low-shot Sentence Embeddings" @default.
- W4308758885 doi "https://doi.org/10.48550/arxiv.2211.04928" @default.
- W4308758885 hasPublicationYear "2022" @default.
- W4308758885 type Work @default.
- W4308758885 citedByCount "0" @default.
- W4308758885 crossrefType "posted-content" @default.
- W4308758885 hasAuthorship W4308758885A5001459748 @default.
- W4308758885 hasAuthorship W4308758885A5023876634 @default.
- W4308758885 hasBestOaLocation W43087588851 @default.
- W4308758885 hasConcept C152139883 @default.
- W4308758885 hasConcept C154945302 @default.
- W4308758885 hasConcept C178790620 @default.
- W4308758885 hasConcept C185592680 @default.
- W4308758885 hasConcept C204321447 @default.
- W4308758885 hasConcept C2776436953 @default.
- W4308758885 hasConcept C2777530160 @default.
- W4308758885 hasConcept C2778344882 @default.
- W4308758885 hasConcept C41008148 @default.
- W4308758885 hasConcept C41608201 @default.
- W4308758885 hasConceptScore W4308758885C152139883 @default.
- W4308758885 hasConceptScore W4308758885C154945302 @default.
- W4308758885 hasConceptScore W4308758885C178790620 @default.
- W4308758885 hasConceptScore W4308758885C185592680 @default.
- W4308758885 hasConceptScore W4308758885C204321447 @default.
- W4308758885 hasConceptScore W4308758885C2776436953 @default.
- W4308758885 hasConceptScore W4308758885C2777530160 @default.
- W4308758885 hasConceptScore W4308758885C2778344882 @default.
- W4308758885 hasConceptScore W4308758885C41008148 @default.
- W4308758885 hasConceptScore W4308758885C41608201 @default.
- W4308758885 hasLocation W43087588851 @default.
- W4308758885 hasOpenAccess W4308758885 @default.
- W4308758885 hasPrimaryLocation W43087588851 @default.
- W4308758885 hasRelatedWork W1517743118 @default.
- W4308758885 hasRelatedWork W1567338489 @default.
- W4308758885 hasRelatedWork W159132833 @default.
- W4308758885 hasRelatedWork W1978971213 @default.
- W4308758885 hasRelatedWork W2886767593 @default.
- W4308758885 hasRelatedWork W3040301513 @default.
- W4308758885 hasRelatedWork W38394648 @default.
- W4308758885 hasRelatedWork W4298205573 @default.
- W4308758885 hasRelatedWork W4312046383 @default.
- W4308758885 hasRelatedWork W4375864588 @default.
- W4308758885 isParatext "false" @default.
- W4308758885 isRetracted "false" @default.
- W4308758885 workType "article" @default.