Data Crawled from Bing for MORE (Multi-mOdal REtrieval Augmented Generative Commonsense Reasoning)

MORE (Multi-mOdal REtrieval Augmented Generative Commonsense Reasoning) is a multi-modal retrieval augmented framework to assist LMs and MLMs in generating more sensible (commonsense-compliant) sentences.

MORE: Multi-mOdal REtrieval Augmented Generative Commonsense Reasoning
Wanqing Cui, Keping Bi, Jiafeng Guo, Xueqi Cheng

The following is the retrieved data we use for CommonGen tasks (crawled from Bing)

Texts:

Text data can be found in commongen_crawled_text.json. The data is in the form of a dictionary, the key is a set of concepts (joined by # after sorting), and the value is a text crawled from web page.

The preview of it:

{
  "ceiling#cloud#room": {
    {
      "Title":string"What is the difference between Cloud Base and Ceiling?"
      "Description":string"Ceiling – According to the ICAO legal definition, ceiling is the height above the ground or water of the base of the lowest layer of cloud below 20 000ft covering …"
    },
    {
      "Title":string"Acoustic Cloud For Ceiling – What Is It & How Do They Work?"
      "Description":string"What Is An Acoustical Ceiling Cloud?The Pros of Acoustic Ceiling Clouds?How Does It Stack Up Against Other Soundproofing Options For The Ceiling?Ceiling Acoustic Cloud Alternatives?A Final Look at Acoustic CloudsCeiling clouds are designed to significantly reduce reflected sound in a defined space. Each cloud suspends from the ceiling, and it helps to absorb sound right away. (source) What makes them popular in today’s world is that not only are they effective, but they can turn into a stylish piece as well. Instead of having to repain…See more on soundproofguide.comEstimated Reading Time: 6 mins"
    },
    ...
  },
  "eye#keep#lock":{
    ...
  },
  ...
}

Images:

Image data can be found in bing_images_compressed.tar.gz.*. Merge and decompress:

cat bing_images_compressed.tar.gz.* | tar -zxv

After decompress the package, the directory structure should be like this:

|-- bing_images_compressed
    |-- ceiling#cloud#room (concepts)
    |   `-- xxx.jpg
    |   `-- ...
    |-- eye#keep#lock
    |   `-- ...
    |-- ...

Citation If you find our data or method helpful, please consider cite as follows:

  @inproceedings{Cui2024MOREMR,
      title = "{MORE}: Multi-m{O}dal {RE}trieval Augmented Generative Commonsense Reasoning",
      author = "Cui, Wanqing  and
        Bi, Keping  and
        Guo, Jiafeng  and
        Cheng, Xueqi",
      booktitle = "Findings of the Association for Computational Linguistics ACL 2024",
      month = aug,
      year = "2024",
      address = "Bangkok, Thailand and virtual meeting",
      publisher = "Association for Computational Linguistics",
      url = "https://aclanthology.org/2024.findings-acl.69",
      doi = "10.18653/v1/2024.findings-acl.69",
      pages = "1178--1192",
}

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license: cc-by-nc-4.0