From 27c64df4dfbe5c36e6ab8b11a7d9f50762d338be Mon Sep 17 00:00:00 2001 From: "Khondoker I. Islam" <52452591+KhondokerIslam@users.noreply.github.com> Date: Sun, 23 Jun 2024 21:32:58 +0600 Subject: [PATCH] Pull request with new emotion detection dataset (#631) * sentiment analysis on bangla language instantiated This file contains the details description of SentNoB dataset. * New instance of emotion detection on bangla lang Initial instance * Referred emotion detection from readme * Kept only the best result --------- Co-authored-by: Sebastian Ruder --- README.md | 1 + bengali/emotion_detection.md | 11 +++++++++++ 2 files changed, 12 insertions(+) create mode 100644 bengali/emotion_detection.md diff --git a/README.md b/README.md index beb6d0c4..7b36bed7 100644 --- a/README.md +++ b/README.md @@ -98,6 +98,7 @@ For more tasks, datasets and results in Chinese, check out the [Chinese NLP](htt ### Bengali - [Part-of-speech Tagging](bengali/part_of_speech_tagging.md) +- [Emotion Detection](bengali/emotion_detection.md) - [Sentiment Analysis](bengali/sentiment_analysis.md) ### Persian diff --git a/bengali/emotion_detection.md b/bengali/emotion_detection.md new file mode 100644 index 00000000..808107da --- /dev/null +++ b/bengali/emotion_detection.md @@ -0,0 +1,11 @@ +# Fine-grained Emotion Detection + +Fine-grained Emotion Detection is the task of detecting one or multiple emotion of a given text. + +## EmoNoBa + +[EmoNoBa: A Dataset for Analyzing Fine-Grained Emotions on Noisy Bangla Texts](https://aclanthology.org/2022.aacl-short.17.pdf) is a dataset which contains 22,698 instances with each labeled with one or atmost all 6 emotions. The dataset is available [here](https://www.kaggle.com/datasets/saifsust/emonoba). The models are evaluated based on Macro Average F1-score. + +| Model | F1-score | Paper / Source | Code | +| ------------ | ------------- | ------------ | ------------- | +| W1 + W2 + W3+ W4 + C1 + C2 + C3 | 42.81 | [EmoNoBa: A Dataset for Analyzing Fine-Grained Emotions on Noisy Bangla Texts](https://aclanthology.org/2022.aacl-short.17.pdf) | [Official](https://github.com/KhondokerIslam/EmoNoBa) |