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Comparison and Combination of Sentence Embeddings Derived from Different Supervision Signals

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Publication: TIPSTER (2022)

DOI: nan

AbstractThere have been many successful applications of sentence embedding methods. However, it has not been well understood what properties are captured in the resulting sentence embeddings depending on the supervision …...

26514

Generate, Discriminate and Contrast: A Semi-Supervised Sentence Representation Learning Framework

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Publication: TIPSTER (2022)

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AbstractMost sentence embedding techniques heavily rely on expensive human-annotated sentence pairs as the supervised signals. Despite the use of large-scale unlabeled data, the performance of unsupervised methods typically lags far …...

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