Update README.md

README.md

@@ -15,4 +15,62 @@ tags:
 - electra
 - bert
 - review
----
+---
+
+### Model Info
+
+This model was developed/finetuned for product review task for Turkish Language. Model was finetuned via hepsiburada.com product review dataset. 
+
+### Model Sources
+
+<!-- Provide the basic links for the model. -->
+
+- **Dataset:** https://huggingface.co/datasets/anilguven/turkish_product_reviews_sentiment
+- **Paper:** https://ieeexplore.ieee.org/document/9559007
+- **Demo-Coding [optional]:** https://github.com/anil1055/Turkish_Product_Review_Analysis_with_Language_Models
+- **Finetuned from model [optional]:** https://huggingface.co/dbmdz/electra-base-turkish-cased-discriminator
+
+
+## How to Get Started with the Model
+
+from transformers import pipeline
+
+pipe = pipeline("text-classification", model="anilguven/electra_tr_turkish_product_reviews")
+
+or
+
+from transformers import AutoTokenizer, AutoModelForSequenceClassification
+
+tokenizer = AutoTokenizer.from_pretrained("anilguven/electra_tr_turkish_product_reviews")
+
+model = AutoModelForSequenceClassification.from_pretrained("anilguven/electra_tr_turkish_product_reviews")
+
+#### Preprocessing 
+
+You must apply removing stopwords, stemming, or lemmatization process for Turkish.
+
+### Results
+
+Accuracy: %92.54
+
+## Citation
+
+<!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
+
+**BibTeX:**
+
+@INPROCEEDINGS{9559007,
+  author={Guven, Zekeriya Anil},
+  booktitle={2021 6th International Conference on Computer Science and Engineering (UBMK)}, 
+  title={The Effect of BERT, ELECTRA and ALBERT Language Models on Sentiment Analysis for Turkish Product Reviews}, 
+  year={2021},
+  volume={},
+  number={},
+  pages={629-632},
+  keywords={Computer science;Sentiment analysis;Analytical models;Computational modeling;Bit error rate;Time factors;Random forests;Sentiment Analysis;Language Model;Product Review;Machine Learning;E-commerce},
+  doi={10.1109/UBMK52708.2021.9559007}}
+
+
+**APA:**
+
+Guven, Z. A. (2021, September). The effect of bert, electra and albert language models on sentiment analysis for turkish product reviews. In 2021 6th International Conference on Computer Science and Engineering (UBMK) (pp. 629-632). IEEE.