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--- |
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annotations_creators: |
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- no-annotation |
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language_creators: |
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- found |
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languages: |
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- vi |
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licenses: |
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- unknown |
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multilinguality: |
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- monolingual |
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pretty_name: "Vietnamese Students\u2019 Feedback Corpus" |
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size_categories: |
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- 10K<n<100K |
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source_datasets: |
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- original |
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task_categories: |
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- text-classification |
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task_ids: |
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- sentiment-classification |
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- topic-classification |
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--- |
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|
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# Dataset Card for Vietnamese Students’ Feedback Corpus |
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|
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## Table of Contents |
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- [Table of Contents](#table-of-contents) |
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- [Dataset Description](#dataset-description) |
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- [Dataset Summary](#dataset-summary) |
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- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) |
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- [Languages](#languages) |
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- [Dataset Structure](#dataset-structure) |
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- [Data Instances](#data-instances) |
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- [Data Fields](#data-fields) |
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- [Data Splits](#data-splits) |
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- [Dataset Creation](#dataset-creation) |
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- [Curation Rationale](#curation-rationale) |
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- [Source Data](#source-data) |
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- [Annotations](#annotations) |
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- [Personal and Sensitive Information](#personal-and-sensitive-information) |
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- [Considerations for Using the Data](#considerations-for-using-the-data) |
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- [Social Impact of Dataset](#social-impact-of-dataset) |
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- [Discussion of Biases](#discussion-of-biases) |
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- [Other Known Limitations](#other-known-limitations) |
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- [Additional Information](#additional-information) |
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- [Dataset Curators](#dataset-curators) |
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- [Licensing Information](#licensing-information) |
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- [Citation Information](#citation-information) |
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- [Contributions](#contributions) |
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## Dataset Description |
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- **Homepage:** https://sites.google.com/uit.edu.vn/uit-nlp/datasets-projects#h.p_4Brw8L-cbfTe |
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- **Repository:** |
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- **Paper:** [UIT-VSFC: Vietnamese Students’ Feedback Corpus for Sentiment Analysis](https://www.researchgate.net/publication/329645066_UIT-VSFC_Vietnamese_Students'_Feedback_Corpus_for_Sentiment_Analysis) |
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- **Leaderboard:** |
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- **Point of Contact:** |
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### Dataset Summary |
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Students’ feedback is a vital resource for the interdisciplinary research involving the combining of two different |
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research fields between sentiment analysis and education. |
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Vietnamese Students’ Feedback Corpus (UIT-VSFC) is the resource consists of over 16,000 sentences which are |
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human-annotated with two different tasks: sentiment-based and topic-based classifications. |
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To assess the quality of our corpus, we measure the annotator agreements and classification evaluation on the |
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UIT-VSFC corpus. As a result, we obtained the inter-annotator agreement of sentiments and topics with more than over |
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91% and 71% respectively. In addition, we built the baseline model with the Maximum Entropy classifier and achieved |
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approximately 88% of the sentiment F1-score and over 84% of the topic F1-score. |
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### Supported Tasks and Leaderboards |
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[More Information Needed] |
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### Languages |
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The language of the dataset text sentence is Vietnamese (`vi`). |
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## Dataset Structure |
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### Data Instances |
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An instance example: |
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``` |
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{ |
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'sentence': 'slide giáo trình đầy đủ .', |
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'sentiment': 2, |
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'topic': 1 |
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} |
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``` |
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### Data Fields |
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- `sentence` (str): Text sentence. |
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- `sentiment`: Sentiment class, with values 0 (negative), 1 (neutral) and 2 (positive). |
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- `topic`: Topic class, with values 0 (lecturer), 1 (training_program), 2 (facility) and 3 (others). |
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### Data Splits |
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The dataset is split in train, validation and test. |
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|
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| | Tain | Validation | Test | |
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|--------------------|------:|-----------:|-----:| |
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| Number of examples | 11426 | 1583 | 3166 | |
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## Dataset Creation |
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### Curation Rationale |
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[More Information Needed] |
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### Source Data |
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#### Initial Data Collection and Normalization |
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[More Information Needed] |
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#### Who are the source language producers? |
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[More Information Needed] |
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### Annotations |
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#### Annotation process |
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[More Information Needed] |
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#### Who are the annotators? |
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[More Information Needed] |
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### Personal and Sensitive Information |
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[More Information Needed] |
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## Considerations for Using the Data |
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### Social Impact of Dataset |
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[More Information Needed] |
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### Discussion of Biases |
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[More Information Needed] |
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### Other Known Limitations |
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[More Information Needed] |
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## Additional Information |
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### Dataset Curators |
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[More Information Needed] |
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### Licensing Information |
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Unknown. |
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### Citation Information |
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``` |
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@InProceedings{8573337, |
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author={Nguyen, Kiet Van and Nguyen, Vu Duc and Nguyen, Phu X. V. and Truong, Tham T. H. and Nguyen, Ngan Luu-Thuy}, |
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booktitle={2018 10th International Conference on Knowledge and Systems Engineering (KSE)}, |
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title={UIT-VSFC: Vietnamese Students’ Feedback Corpus for Sentiment Analysis}, |
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year={2018}, |
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volume={}, |
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number={}, |
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pages={19-24}, |
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doi={10.1109/KSE.2018.8573337} |
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} |
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``` |
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### Contributions |
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Thanks to [@albertvillanova](https://github.com/albertvillanova) for adding this dataset. |
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