Update README.md

README.md

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 ## Dataset Description
 
 - **Repository:** [Link to repo](https://github.com/VityaVitalich/IMAD)
-- **Paper:** [IMage Augmented Dialogue: IMAD](https://arxiv.org/abs/2305.10512v1)
+- **Paper:** [IMage Augmented multi-modal Dialogue: IMAD](https://arxiv.org/abs/2305.10512v1)
 - **Point of Contact:** [Contacts Section](https://github.com/VityaVitalich/IMAD#contacts)
 
 ### Dataset Summary
 
-This dataset contains data from the paper [IMage Augmented Dialogue: IMAD](https://arxiv.org/abs/2305.10512v1).
+This dataset contains data from the paper [IMage Augmented multi-modal Dialogue: IMAD](https://arxiv.org/abs/2305.10512v1).
 The main feature of this dataset is the novelty of the task. It has been generated specifically for the purpose of image interpretation in a dialogue context.
 Some of the dialogue utterances have been replaced with images, allowing a generative model to be trained to restore the initial utterance.
 The dialogues are sourced from multiple dialogue datasets (DailyDialog, Commonsense, PersonaChat, MuTual, Empathetic Dialogues, Dream) and have been filtered using a technique described in the paper.