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most citedInformation based clustering

221 citations · 523 across the 43 of their papers we have counts for

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Showing 2022 · cs.CLShow all

15 papers · 2 filters

cs.CL2022

SimpleStyle: An Adaptable Style Transfer Approach

Elron Bandel, Yoav Katz, Noam Slonim +1

Attribute-controlled text rewriting, also known as text style-transfer, has a crucial role in regulating attributes and biases of textual training data and a machine generated text…

cs.CL2022★ 2 cited

Where to start? Analyzing the potential value of intermediate models

Leshem Choshen, Elad Venezian, Shachar Don-Yehia +2

Previous studies observed that finetuned models may be better base models than the vanilla pretrained model. Such a model, finetuned on some source dataset, may provide a better st…

cs.CL2022

nBIIG: A Neural BI Insights Generation System for Table Reporting

Yotam Perlitz, Dafna Sheinwald, Noam Slonim +1

We present nBIIG, a neural Business Intelligence (BI) Insights Generation system. Given a table, our system applies various analyses to create corresponding RDF representations, an…

cs.CL2022★ 4 cited

Zero-Shot Text Classification with Self-Training

Ariel Gera, Alon Halfon, Eyal Shnarch +3

Recent advances in large pretrained language models have increased attention to zero-shot text classification. In particular, models finetuned on natural language inference dataset…

cs.CL2022★ 11 cited

Efficient Methods for Natural Language Processing: A Survey

Marcos Treviso, Ji-Ung Lee, Tianchu Ji +19

Recent work in natural language processing (NLP) has yielded appealing results from scaling model parameters and training data; however, using only scale to improve performance mea…

cs.CL2022★ 2 cited

Label Sleuth: From Unlabeled Text to a Classifier in a Few Hours

Eyal Shnarch, Alon Halfon, Ariel Gera +19

Text classification can be useful in many real-world scenarios, saving a lot of time for end users. However, building a custom classifier typically requires coding skills and ML kn…