---
language:
- en
license:
- cc-by-4.0
pretty_name: MT-RAIG Bench
size_categories:
- 10K<n<100K
task_categories:
- text-retrieval
- table-question-answering
task_ids:
- document-retrieval
tags:
- mt-raig
- mt-raig-bench
configs:
- config_name: examples
  data_files:
  - split: test
    path: examples/test-*
- config_name: corpus
  data_files:
  - split: table
    path: corpus/table-*
---

# MT-RAIG Bench

MT-RAIG Bench is the first largescale benchmark for retrieval-augmented insight generation over multiple tables.

### Data Fields

| Key               | Type        | Description                                                                                                                  |
| ----------------- | ----------- | ---------------------------------------------------------------------------------------------------------------------------- |
| gold_table_id_set | List\[str\] | Multi table ID set                                                                                                           |
| question          | str         | Question                                                                                                                     |
| insight           | str         | Insight                                                                                                                      |
| type              | str         | Question type <br> - Analysis & Summary <br> - Comparsion & Relationship <br> - Performance & Outcome <br> - Trend & Pattern |

### Data Example

    ...
    {
        "gold_table_id_set": [
            "353b5a735823259229c1cd8b861de8c4e1c7dd1452a1c30b8750f627cb9c84a0",
            "52576d95871a6c91e63a18d751b2410d5f3d472a482be37bb723f21fc32db9fc",
            "d63aafdaee8d21e324e638268db5d91c4c55e92545671847d778235d7828c421",
            "e779833152fd9ac418c1844d361cb02450a964703a2c3b36e1f54e4735e07f03"
        ],
        "question": 
            "How do the grading systems for the IPPT Award Badge across the Singapore Air Force, Singapore Armed Forces, Singapore Civil Defence Force, and Singapore Police Force compare, and what implications might these differences have for the training and assessment of personnel in each organization?",
        "insight":
            "The grading systems for the IPPT Award Badge across the Singapore Air Force, Singapore Armed Forces, Singapore Civil Defence Force, and Singapore Police Force exhibit notable differences in performance metrics and scoring criteria, which can significantly impact the training and assessment of personnel in each organization. For instance, the Singapore Air Force requires fewer chin-ups for higher grades compared to the Singapore Armed Forces and Singapore Civil Defence Force, where more than 10 and 11 chin-ups are necessary for top grades, respectively. ...", 
        "type": "Comparison & Relationship"
    }
    ...

### Table Fields

| Key    | Type                | Description                           |
| ------ | ------------------- | ------------------------------------- |
| id     | str                 | Unique table ID                       |
| title  | str                 | Table title seperated by vertical bar |
| header | List\[str\]         | Table header                          |
| cell   | List\[List\[str\]\] | Table cells                           |

### Table Example

    ...
    {
        "id":
            "e375a314c6dd0c542664b13c5cff485926ce9aa90f3c7fa3f9249bd066152e94",
        "title":
            "farm - city",
        "header": [
            "City_ID",
            "Official_Name",
            "Status",
            "Area_km_2",
            "Population",
            "Census_Ranking"
        ],
        "cell": [
            ["1", "Grand Falls/Grand-Sault", "Town", "18.06", "5706.0", "636 of 5008"],
            ["2", "Perth-Andover", "Village", "8.89", "1778.0", "1442 of 5,008"],
            ["3", "Plaster Rock", "Village", "3.09", "1135.0", "1936 of 5,008"],
            ["4", "Drummond", "Village", "8.91", "775.0", "2418 of 5008"],
            ["5", "Aroostook", "Village", "2.24", "351.0", "3460 of 5008"]
        ]
    }
    ...

## BibTeX

    @misc{seo2025mtraig,
        title={MT-RAIG: Novel Benchmark and Evaluation Framework for Retrieval-Augmented Insight Generation over Multiple Tables}, 
        author={Kwangwook Seo and Donguk Kwon and Dongha Lee},
        year={2025},
        eprint={2502.11735},
        archivePrefix={arXiv},
        primaryClass={cs.CL},
        url={https://arxiv.org/abs/2502.11735}, 
    }