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tiedaar / summary-longformer-content
Model's Last Updated: July 03 2024
text-classification
Introduction of summary-longformer-content
Model Details of summary-longformer-content
Content Model
This is a longformer model with a regression head designed to predict the Content score of a summary.
Corpus
It was trained on a corpus of 4,233 summaries of 101 sources compiled by Botarleanu et al. (2022). The summaries were graded by expert raters on 6 criteria: Details, Main Point, Cohesion, Paraphrasing, Objective Language, and Language Beyond the Text. A principle component analyis was used to reduce the dimensionality of the outcome variables to two.
- Content includes Details, Main Point, and Cohesion
- Wording includes Paraphrasing, Objective Language, and Language Beyond the Text
Score
This model predicts the Content score. The model to predict the Wording score can be found here . The following diagram illustrates the model architecture:
When providing input to the model, the summary and the source should be concatenated using the seperator token </s>.
This allows the model to have access to both the summary and the source to provide more accurate scores. The model reported an R2 of 0.66 on the test set of summaries.
Contact
For questions or comments about this model, please contact [email protected] .
Runs of tiedaar summary-longformer-content on huggingface.co
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More Information About summary-longformer-content huggingface.co Model
Url of summary-longformer-content
summary-longformer-content huggingface.co Url
Provider of summary-longformer-content huggingface.co
Other API from tiedaar
Updated:November 28 2022
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