no code implementations • 27 Jan 2024 • Kuleen Sasse, Samuel Barham, Efsun Sarioglu Kayi, Edward W. Staley
While large language models (LLMs) are extremely capable at text generation, their outputs are still distinguishable from human-authored text.
1 code implementation • COLING 2020 • Efsun Sarioglu Kayi, Linyong Nan, Bohan Qu, Mona Diab, Kathleen McKeown
We adopt cross-lingual embeddings constructed using different methods to extract features of the tweets, including a few state-of-the-art contextual embeddings such as BERT, RoBERTa and XLM-R. We train classifiers of different architectures on the extracted features.
no code implementations • COLING 2020 • Yousef El-Kurdi, Hiroshi Kanayama, Efsun Sarioglu Kayi, Vittorio Castelli, Todd Ward, Radu Florian
We present scalable Universal Dependency (UD) treebank synthesis techniques that exploit advances in language representation modeling which leverage vast amounts of unlabeled general-purpose multilingual text.
no code implementations • Findings of the Association for Computational Linguistics 2020 • Revanth Gangi Reddy, Md Arafat Sultan, Efsun Sarioglu Kayi, Rong Zhang, Vittorio Castelli, Avirup Sil
Answer validation in machine reading comprehension (MRC) consists of verifying an extracted answer against an input context and question pair.
no code implementations • EMNLP 2020 • Rong Zhang, Revanth Gangi Reddy, Md Arafat Sultan, Vittorio Castelli, Anthony Ferritto, Radu Florian, Efsun Sarioglu Kayi, Salim Roukos, Avirup Sil, Todd Ward
Transfer learning techniques are particularly useful in NLP tasks where a sizable amount of high-quality annotated data is difficult to obtain.
no code implementations • SEMEVAL 2017 • Efsun Sarioglu Kayi, Mona Diab, Luca Pauselli, Michael Compton, Glen Coppersmith
As such, we examine the writings of schizophrenia patients analyzing their syntax, semantics and pragmatics.
no code implementations • 19 Jun 2017 • Efsun Sarioglu Kayi, Kabir Yadav, James M. Chamberlain, Hyeong-Ah Choi
We demonstrate new classifiers based on this topic modeling representation of the reports.