Update README.md

README.md

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 ---
 license: cc-by-nc-sa-4.0
+task_categories:
+- token-classification
+language:
+- tr
+tags:
+- named entity recognition
+- ner
+- atis
+- utterance
+- spoken query
 ---
+
+The ATIS (Airline Travel Information System) Dataset includes spoken queries (i.e., utterances) annotated for the task of slot filling in conversational systems.
+
+This dataset, ATISNER, includes airline spoken queries translated from English to Turkish, customized for Named Entity Recognition. 
+
+Train and test splits include 4,978 and 890 sentences, respectively. 
+
+Translations are provided by the following study.
+Şahinuç, F., Yücesoy, V., & Koç, A. (2020). Intent Classification and Slot Filling for Turkish Dialogue Systems. In 2020 28th signal processing and communications applications conference (pp. 1–4).
+
+Github Repo: https://github.com/avaapm/TurkishNamedEntityRecognition/
+
+# If you would like to use any material in this repository, please cite the following paper:
+Oguzhan Ozcelik and Cagri Toraman. 2022. Named entity recognition in Turkish: A comparative study with detailed error analysis. Inf. Process. Manage. 59, 6 (Nov 2022). https://doi.org/10.1016/j.ipm.2022.103065