Matches in SemOpenAlex for { <https://semopenalex.org/work/W4387101151> ?p ?o ?g. }
Showing items 1 to 94 of
94
with 100 items per page.
- W4387101151 abstract "Abstract Style transfer is a natural language processing generation task, it consists of substituting one given writing style for another one. In this work, we seek to perform informal-to-formal style transfers in the English language by using a style transfer model that takes advantage of the GPT-2. This process is shown in our web interface where the user input a informal message by text or voice. Our target audience are students and professionals in the need to improve the quality of their work by formalizing their texts. A style transfer is considered successful when the original semantic meaning of the message is preserved after the independent style has been replaced with a formal one with a high degree of grammatical correctness. This task is hindered by the scarcity of training and evaluation datasets alongside the lack of metrics. To accomplish this task, we opted to utilize OpenAI’s GPT-2 Transformer-based pre-trained model. To adapt the GPT-2 to our research, we fine-tuned the model with a parallel corpus containing informal text entries paired with the equivalent formal ones. We evaluate the fine-tuned model results with two specific metrics, formality and meaning preservation. To further fine-tune the model, we integrate a human-based feedback system where the user selects the best formal sentence out of the ones generated by the model. The resulting evaluations of our solution exhibit similar to improved scores in formality and meaning preservation to state-of-the-art approaches." @default.
- W4387101151 created "2023-09-28" @default.
- W4387101151 creator A5021370959 @default.
- W4387101151 creator A5066151515 @default.
- W4387101151 creator A5076194651 @default.
- W4387101151 date "2023-09-27" @default.
- W4387101151 modified "2023-09-28" @default.
- W4387101151 title "Formalstyler: GPT-Based Model for Formal Style Transfer with Meaning Preservation" @default.
- W4387101151 cites W2294821440 @default.
- W4387101151 cites W2418993857 @default.
- W4387101151 cites W2798551463 @default.
- W4387101151 cites W2889938809 @default.
- W4387101151 cites W2891177506 @default.
- W4387101151 cites W2925000324 @default.
- W4387101151 cites W2962686347 @default.
- W4387101151 cites W2962690139 @default.
- W4387101151 cites W2962917899 @default.
- W4387101151 cites W2963631950 @default.
- W4387101151 cites W2964008635 @default.
- W4387101151 cites W2964321064 @default.
- W4387101151 cites W2965033324 @default.
- W4387101151 cites W2965349765 @default.
- W4387101151 cites W2970669113 @default.
- W4387101151 cites W3007471698 @default.
- W4387101151 cites W3010866285 @default.
- W4387101151 cites W3035352643 @default.
- W4387101151 cites W3104547018 @default.
- W4387101151 cites W3115471746 @default.
- W4387101151 cites W3209929886 @default.
- W4387101151 doi "https://doi.org/10.1007/s42979-023-02110-7" @default.
- W4387101151 hasPublicationYear "2023" @default.
- W4387101151 type Work @default.
- W4387101151 citedByCount "0" @default.
- W4387101151 crossrefType "journal-article" @default.
- W4387101151 hasAuthorship W4387101151A5021370959 @default.
- W4387101151 hasAuthorship W4387101151A5066151515 @default.
- W4387101151 hasAuthorship W4387101151A5076194651 @default.
- W4387101151 hasBestOaLocation W43871011511 @default.
- W4387101151 hasConcept C107457646 @default.
- W4387101151 hasConcept C138885662 @default.
- W4387101151 hasConcept C154945302 @default.
- W4387101151 hasConcept C15744967 @default.
- W4387101151 hasConcept C162324750 @default.
- W4387101151 hasConcept C166957645 @default.
- W4387101151 hasConcept C187736073 @default.
- W4387101151 hasConcept C199360897 @default.
- W4387101151 hasConcept C204321447 @default.
- W4387101151 hasConcept C2776445246 @default.
- W4387101151 hasConcept C2777159308 @default.
- W4387101151 hasConcept C2777530160 @default.
- W4387101151 hasConcept C2780451532 @default.
- W4387101151 hasConcept C2780876879 @default.
- W4387101151 hasConcept C41008148 @default.
- W4387101151 hasConcept C41895202 @default.
- W4387101151 hasConcept C542102704 @default.
- W4387101151 hasConcept C55439883 @default.
- W4387101151 hasConcept C95457728 @default.
- W4387101151 hasConceptScore W4387101151C107457646 @default.
- W4387101151 hasConceptScore W4387101151C138885662 @default.
- W4387101151 hasConceptScore W4387101151C154945302 @default.
- W4387101151 hasConceptScore W4387101151C15744967 @default.
- W4387101151 hasConceptScore W4387101151C162324750 @default.
- W4387101151 hasConceptScore W4387101151C166957645 @default.
- W4387101151 hasConceptScore W4387101151C187736073 @default.
- W4387101151 hasConceptScore W4387101151C199360897 @default.
- W4387101151 hasConceptScore W4387101151C204321447 @default.
- W4387101151 hasConceptScore W4387101151C2776445246 @default.
- W4387101151 hasConceptScore W4387101151C2777159308 @default.
- W4387101151 hasConceptScore W4387101151C2777530160 @default.
- W4387101151 hasConceptScore W4387101151C2780451532 @default.
- W4387101151 hasConceptScore W4387101151C2780876879 @default.
- W4387101151 hasConceptScore W4387101151C41008148 @default.
- W4387101151 hasConceptScore W4387101151C41895202 @default.
- W4387101151 hasConceptScore W4387101151C542102704 @default.
- W4387101151 hasConceptScore W4387101151C55439883 @default.
- W4387101151 hasConceptScore W4387101151C95457728 @default.
- W4387101151 hasIssue "6" @default.
- W4387101151 hasLocation W43871011511 @default.
- W4387101151 hasOpenAccess W4387101151 @default.
- W4387101151 hasPrimaryLocation W43871011511 @default.
- W4387101151 hasRelatedWork W1517743118 @default.
- W4387101151 hasRelatedWork W1573537589 @default.
- W4387101151 hasRelatedWork W159132833 @default.
- W4387101151 hasRelatedWork W2024218563 @default.
- W4387101151 hasRelatedWork W2072806201 @default.
- W4387101151 hasRelatedWork W2335761358 @default.
- W4387101151 hasRelatedWork W3158815211 @default.
- W4387101151 hasRelatedWork W3200821206 @default.
- W4387101151 hasRelatedWork W4317547945 @default.
- W4387101151 hasRelatedWork W4386937979 @default.
- W4387101151 hasVolume "4" @default.
- W4387101151 isParatext "false" @default.
- W4387101151 isRetracted "false" @default.
- W4387101151 workType "article" @default.