Blended Skill Talk (1 On 1 Conversations) by Kaggle | Other

About this Dataset

Blended Skill Talk (1 On 1 Conversations)

Blended Skill Talk

Text Conversations Blending: Personality, Empathy, Knowledge.

By Huggingface Hub [source]

About this dataset

Experience the creative power of conversations with this insightful dataset! With 7k conversations, this dataset has been designed to explore a vibrant range of dialogue modes, from exuding personality and demonstrating empathy to showing off your knowledge. Each record within this data is structured according to personas, additional context, previous utterance, free messages, guided messages and suggestions fields – giving you an array of options for stimulating topics that will inspire creative conversations. Unlock your conversational potential today and use this data-set to craft unique dialogues that get people talking!

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How to use the dataset

This dataset can be used to train and validate conversational models and explore the potential of dynamic dialogues. To get started, use the following steps:

Load the datasets [validation, train, test] into your preferred Machine Learning framework or programming language (Python, R).

Explore the data fields for each conversation: personas, additional context, previous utterance, free messages, suggested messages etc.

Use this information to create a model that is capable of recognizing conversations by accentuating personality traits or knowledge topics based on past conversations within a specific context.

Test and Evaluate your model with data points from validation/test dataset to measure its performance on training or unseen conversations as well as its ability to learn new concepts and respond appropriately in creative ways while maintaining its original character within different contexts!

Research Ideas

Generating creative responses using creative personas and additional context.

Creating knowledge-based conversations based on the data provided in the suggestions field, which contains recommended messages for the conversation.

Developing a chatbot that provides personalized responses and empathetic support to users by utilizing the personas and free message fields in this dataset

Acknowledgements

If you use this dataset in your research, please credit the original authors.
Data Source

License

License: CC0 1.0 Universal (CC0 1.0) - Public Domain Dedication
No Copyright - You can copy, modify, distribute and perform the work, even for commercial purposes, all without asking permission. See Other Information.

Columns

File: validation.csv

Column name	Description
Personas	Contains information about the personas involved in the conversation. (Text)
Additional Context	Contains additional context information about the conversation. (Text)

File: train.csv

Column name	Description
Personas	Contains information about the personas involved in the conversation. (Text)
Additional Context	Contains additional context information about the conversation. (Text)

File: test.csv

Column name	Description
Personas	Contains information about the personas involved in the conversation. (Text)
Additional Context	Contains additional context information about the conversation. (Text)

Acknowledgements

If you use this dataset in your research, please credit the original authors.
If you use this dataset in your research, please credit Huggingface Hub.

Tables

Test

@kaggle.thedevastator_unlock_the_creative_power_of_dynamic_dialogues.test

1.33 MB
980 rows
7 columns


CREATE TABLE test (
  "personas" VARCHAR,
  "additional_context" VARCHAR,
  "previous_utterance" VARCHAR,
  "context" VARCHAR,
  "free_messages" VARCHAR,
  "guided_messages" VARCHAR,
  "suggestions" VARCHAR
);

Train

@kaggle.thedevastator_unlock_the_creative_power_of_dynamic_dialogues.train

6.26 MB
4819 rows
7 columns


CREATE TABLE train (
  "personas" VARCHAR,
  "additional_context" VARCHAR,
  "previous_utterance" VARCHAR,
  "context" VARCHAR,
  "free_messages" VARCHAR,
  "guided_messages" VARCHAR,
  "suggestions" VARCHAR
);

Validation

@kaggle.thedevastator_unlock_the_creative_power_of_dynamic_dialogues.validation

1.34 MB
1009 rows
7 columns


CREATE TABLE validation (
  "personas" VARCHAR,
  "additional_context" VARCHAR,
  "previous_utterance" VARCHAR,
  "context" VARCHAR,
  "free_messages" VARCHAR,
  "guided_messages" VARCHAR,
  "suggestions" VARCHAR
);