Dataset Card for Stark-Summary

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List of Provided Model Series

• Ultron-Summarizer-Series: 🤖 Ultron-Summarizer-1B | 🤖 Ultron-Summarizer-3B | 🤖 Ultron-Summarizer-8B
• Ultron 7B: 🤖 Ultron-7B

🚨 Disclaimer: All models and datasets are intended for research purposes only.

Dataset Summary

Stark is a publicly available, large-scale, long-term multi-modal conversation dataset that encompasses a diverse range of social personas, multi-modality formats, time intervals, and images. To automatically construct Stark, we introduce a novel multi-modal contextualization framework, MCU, which generates long-term multi-modal dialogues distilled from ChatGPT and our proposed Plan-and-Execute Image Aligner. An overview of MCU and an example from Stark are illustrated below.

This repository provides the Stark-Summary dataset that is used for building the Ultron-Summarizer-Series models. To construct the Stark-Summary dataset, we first constructed a summarization dataset by randomly sampling 10,000 episodes, encompassing a total of 53,317 session dialogues, and employed ChatGPT to generate summaries for these session dialogues. The prompt used for this task is detailed in Appendix F.

Dataset Structure

Field	Type	Description
prompt	string	The input prompt provided to the model for generating a response. Typically contains context about a conversation or a task.
prompt_id	string	A unique identifier for each prompt entry.
messages	list	A list of dictionary items representing each message in a conversation. Each message contains content (the text of the message) and role (either user or assistant)
system_msg	string	Instruction for the model that specifies what to do with the given prompt. For example, "Your job is to summarize the given conversation."

Data Instance

The following is an example instance from the dataset:

{
  "prompt": "In the previous interaction, On January 5, 2024, Catrin and the AI assistant engage in a conversation about Catrin's harp practice and her new composition. The AI assistant shares a serene image of a countryside view with a harp to complement the peaceful ambiance of Catrin's practice. They discuss how classical harp compositions are inspiring Catrin's new piece, which she finds challenging but motivating. Catrin mentions receiving an award for her contribution to classical music, which serves as motivation for her to continue pushing boundaries in her compositions. Overall, the conversation highlights Catrin's passion for music and dedication to her craft.. 15 days later from the 2024.01.05, the conversation between Catrin and the AI assistant on 2024.01.20 today is as follow. AI Assistant: Hello Catrin! It's wonderful to hear that your harp skills have improved. Congratulations on receiving an invitation to perform at a prestigious music festival in London! Catrin: Thank you so much! I'm both excited and nervous about the opportunity. Do you think I should prepare anything special for this performance? AI Assistant: I think it's a great idea to prepare something special to make your performance stand out. Maybe you could consider playing a new and challenging piece to showcase your improved skills. Have you thought about what you might want to perform? Catrin: That's a good suggestion! I've been practicing a piece called 'Concerto in D Major for Harp and Orchestra' which I think would be perfect for this occasion. I believe it really highlights the beauty of the harp. AI Assistant: That sounds like a fantastic choice! 'Concerto in D Major for Harp and Orchestra' is a captivating piece that will surely showcase your talent and captivate the audience. Maybe you could also add a personal touch to the performance to make it even more memorable. Catrin: [Sharing Image of Sheet music of 'Concerto in D Major for Harp and Orchestra' with annotations.] AI Assistant: What a lovely piece! Adding annotations to your sheet music is a great way to personalize your performance. I'm sure your interpretation will be truly special. Is there anything else you're considering for your performance? Catrin: I'm also thinking of incorporating some elements of traditional Welsh music into my performance. Since I'm from the United Kingdom, I believe it would be a nice nod to my heritage and add a unique touch to the overall presentation. AI Assistant: Incorporating traditional Welsh music is a brilliant idea! It will not only showcase your heritage but also add a layer of depth and richness to your performance. The fusion of classical and traditional music sounds like it will create a truly memorable experience for the audience. AI Assistant: [Sharing Image of A photo of a beautiful Welsh harp adorned with intricate carvings and patterns.] Catrin: That harp is stunning! The intricate carvings and patterns are truly mesmerizing. I feel inspired just by looking at it. I hope to infuse some of that aesthetic beauty into my performance. Summarize the given conversation between Catrin and the AI assistant so far. Include key details about both speakers and include time references. Summarization:",
  "prompt_id": "4c32117f-4105-4930-b362-9bb058eda921",
  "messages": [
    {
      "content": "In the previous interaction, On January 5, 2024, Catrin and the AI assistant engage in a conversation about Catrin's harp practice and her new composition. The AI assistant shares a serene image of a countryside view with a harp to complement the peaceful ambiance of Catrin's practice. They discuss how classical harp compositions are inspiring Catrin's new piece, which she finds challenging but motivating. Catrin mentions receiving an award for her contribution to classical music, which serves as motivation for her to continue pushing boundaries in her compositions. Overall, the conversation highlights Catrin's passion for music and dedication to her craft.. 15 days later from the 2024.01.05, the conversation between Catrin and the AI assistant on 2024.01.20 today is as follow.\n\nAI Assistant: Hello Catrin! It's wonderful to hear that your harp skills have improved. Congratulations on receiving an invitation to perform at a prestigious music festival in London!\nCatrin: Thank you so much! I'm both excited and nervous about the opportunity. Do you think I should prepare anything special for this performance?\nAI Assistant: I think it's a great idea to prepare something special to make your performance stand out. Maybe you could consider playing a new and challenging piece to showcase your improved skills. Have you thought about what you might want to perform?\nCatrin: That's a good suggestion! I've been practicing a piece called 'Concerto in D Major for Harp and Orchestra' which I think would be perfect for this occasion. I believe it really highlights the beauty of the harp.\nAI Assistant: That sounds like a fantastic choice! 'Concerto in D Major for Harp and Orchestra' is a captivating piece that will surely showcase your talent and captivate the audience. Maybe you could also add a personal touch to the performance to make it even more memorable.\nCatrin: [Sharing Image of Sheet music of 'Concerto in D Major for Harp and Orchestra' with annotations.]\nAI Assistant: What a lovely piece! Adding annotations to your sheet music is a great way to personalize your performance. I'm sure your interpretation will be truly special. Is there anything else you're considering for your performance?\nCatrin: I'm also thinking of incorporating some elements of traditional Welsh music into my performance. Since I'm from the United Kingdom, I believe it would be a nice nod to my heritage and add a unique touch to the overall presentation.\nAI Assistant: Incorporating traditional Welsh music is a brilliant idea! It will not only showcase your heritage but also add a layer of depth and richness to your performance. The fusion of classical and traditional music sounds like it will create a truly memorable experience for the audience.\nAI Assistant: [Sharing Image of A photo of a beautiful Welsh harp adorned with intricate carvings and patterns.]\nCatrin: That harp is stunning! The intricate carvings and patterns are truly mesmerizing. I feel inspired just by looking at it. I hope to infuse some of that aesthetic beauty into my performance.\n\nSummarize the given conversation between Catrin and the AI assistant so far. Include key details about both speakers and include time references.\nSummarization: ",
      "role": "user"
    },
    {
      "content": "On January 5, 2024, Catrin and the AI assistant discussed her harp practice and new composition inspired by classical music. They highlighted Catrin's dedication to pushing boundaries in her music after receiving an award for her contribution to classical music. On January 20, 2024, the AI assistant congratulated Catrin on receiving an invitation to perform at a prestigious music festival in London. They discussed preparing a special piece for the performance, with Catrin choosing 'Concerto in D Major for Harp and Orchestra' and adding elements of traditional Welsh music as a nod to her heritage. The conversation showcased Catrin's passion for personalizing her performances through annotations on sheet music and incorporating cultural influences, with both speakers emphasizing creating memorable experiences for the audience.",
      "role": "assistant"
    }
  ],
  "system_msg": "Your job is to summarize the given conversation."
}

Dataset Construction

We constructed the Stark-Summary dataset using ChatGPT. The prompt used for this task is detailed in Appendix F of our paper.

Languages

• English

Further Details and Limitations

For additional information and limitations, please refer to our paper.

License and Recommendations

The Stark-Summary dataset is intended for research purposes only.

Acknowledgements

This work was supported by a grant from the KAIST-KT joint research project through AI Tech Lab, Institute of Convergence Technology, funded by KT [Project No. G01230605, Development of Task-oriented Persona-based Dialogue Generation Combining Multi-modal Interaction and Knowledge Modeling].

Citation

If you find the resources in this repository useful, please cite our work:

@article{lee2024stark,
  title={Stark: Social Long-Term Multi-Modal Conversation with Persona Commonsense Knowledge},
  author={Lee, Young-Jun and Lee, Dokyong and Youn, Junyoung and Oh, Kyeongjin and Ko, Byungsoo and Hyeon, Jonghwan and Choi, Ho-Jin},
  journal={arXiv preprint arXiv:2407.03958},
  year={2024}
}