Search Results for author: Furkan Şahinuç

Found 5 papers, 3 papers with code

Not Good Times for Lies: Misinformation Detection on the Russia-Ukraine War, COVID-19, and Refugees

1 code implementation11 Oct 2022 Cagri Toraman, Oguzhan Ozcelik, Furkan Şahinuç, Fazli Can

Misinformation spread in online social networks is an urgent-to-solve problem having harmful consequences that threaten human health, public safety, economics, and so on.

Descriptive Misinformation

Fast-FNet: Accelerating Transformer Encoder Models via Efficient Fourier Layers

no code implementations26 Sep 2022 Nurullah Sevim, Ege Ozan Özyedek, Furkan Şahinuç, Aykut Koç

FNet achieves competitive performances concerning the original transformer encoder model while accelerating training process by removing the computational burden of the attention mechanism.

Impact of Tokenization on Language Models: An Analysis for Turkish

no code implementations19 Apr 2022 Cagri Toraman, Eyup Halit Yilmaz, Furkan Şahinuç, Oguzhan Ozcelik

Furthermore, we find that increasing the vocabulary size improves the performance of Morphological and Word-level tokenizers more than that of de facto tokenizers.

Large-Scale Hate Speech Detection with Cross-Domain Transfer

1 code implementation LREC 2022 Cagri Toraman, Furkan Şahinuç, Eyup Halit Yilmaz

The experimental results supported by statistical tests show that Transformer-based language models outperform conventional bag-of-words and neural models by at least 5% in English and 10% in Turkish for large-scale hate speech detection.

Hate Speech Detection Transfer Learning

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