Update README.md

README.md

@@ -1,18 +1,18 @@
----
-license: cc-by-sa-4.0
-datasets:
-- GiliGold/VAD_KnessetCorpus
-- HaifaCLGroup/KnessetCorpus
-language:
-- he
-tags:
-- vad
-- valence
-- arousal
-- dominance
-- regression
-- knesset
----
+---
+license: cc-by-sa-4.0
+datasets:
+- GiliGold/VAD_KnessetCorpus
+- HaifaCLGroup/KnessetCorpus
+language:
+- he
+tags:
+- vad
+- valence
+- arousal
+- dominance
+- regression
+- knesset
+---
 # VAD Binomial Regression Models
 This repository contains three binomial regression models designed to predict VAD (Valence, Arousal, Dominance) scores for text inputs. 
 Each model is stored as a separate pickle (.pkl) file:
@@ -28,7 +28,7 @@ Before making predictions, input text must be converted into embeddings using th
 ## Training Data
 The models were trained using a combination of datasets to ensure robust and generalizable predictions:
 
-[Emobank Dataset](https://aclanthology.org/E17-2092/) (by buechel-hahn-2017-emobank): A comprehensive dataset containing emotional text data that we automaticaly translated to Hebrew using [Google/madlad400-3b-mt](https://huggingface.co/google/madlad400-3b-mt).
+Hebrew version of the [Emobank Dataset](https://aclanthology.org/E17-2092/) (by buechel-hahn-2017-emobank): A comprehensive dataset containing emotional text data that we automaticaly translated to Hebrew using [Google/madlad400-3b-mt](https://huggingface.co/google/madlad400-3b-mt).
 [Hebrew VAD Lexicon](https://huggingface.co/datasets/GiliGold/Hebrew_VAD_lexicon): A lexicon that provides VAD scores for Hebrew words.
 [Knesset Sentences](https://huggingface.co/datasets/GiliGold/VAD_KnessetCorpus): A manually annotated set of 120 Knesset sentences with VAD scores, serving as an additional benchmark and source of training data.
 This diverse training data allowed the models to capture nuanced emotional features across different text domains, especially in Hebrew.