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Showing 1 to 5 of 5 for “"sentiment transfer"”.

  1. Self-supervised text sentiment transfer with rationale predictions and pretrained transformers

    Sentiment transfer involves changing the sentiment of a sentence, such as from a positive to negative sentiment, whilst maintaining the informational content. Whilst this challenge in the NLP research domain can be constructed as a translation problem, traditional sequence-to-sequence translation …

    cape-town Repository record for Self-supervised text sentiment transfer with rationale predictions and pretrained transformers (opens in a new tab)

  2. Evaluating style transfer in natural language

    Style transfer is an active area of research growing in popularity in the Natural Language setting. The goal of this thesis is present a comprehensive review of style transfer tasks used to date, analyze these tasks, and delineate important properties and candidate tasks for future methods …

    mit Repository record for Evaluating style transfer in natural language (opens in a new tab)

  3. Unsupervised Text Translation Through the Application of Generative Adversarial Networks

    … the style. This encompasses many tasks including sentiment transfer, text summarization, and language translation. One defining characteristic of these problems is the lack of access to paired training data, which inhibits training via a straightforward maximum likelihood estimation approach. This …

    mit Repository record for Unsupervised Text Translation Through the Application of Generative Adversarial Networks (opens in a new tab)

  4. Controlling Neural Language Generation

    … on text infilling, ancient text restoration, and sentiment transfer. Next, we investigate text autoencoders and their use to control generation through latent space operations. We establish a theory on how to mold a meaningful latent space geometry for discrete text data. Building on this, we …

    mit Repository record for Controlling Neural Language Generation (opens in a new tab)

  5. A study of the translation of sentiment in user-generated text

    … For this reason, preserving the original sentiment of the source text has always been a challenging task that draws in a translator's competence and fi nesse. In the professional translation industry, an incorrect translation of the sentiment-carrying lexicon is considered a critical error …

    wlv Repository record for A study of the translation of sentiment in user-generated text (opens in a new tab)