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  ### Registration
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- Please register the MMFM Challenge via [MMFM Challenge CMT](https://cmt3.research.microsoft.com/MMFM2024) and select the challenge track.
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- The full challenge submission instruction refers to [MMFM Submission](https://github.com/jmiemirza/MMFM-Challenge/tree/master?tab=readme-ov-file#submission).
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  ### Submission
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  Here is the instruction for submitting results to the online evaluation and leaderboard.
@@ -10,13 +10,13 @@ Here is the instruction for submitting results to the online evaluation and lead
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  - For this phase, train and test sets from 10 open-source datasets (DocVQA, InfographicsVQA, Websrc, WTQ, IconQA Fill in the blank, FunSD, IconQA Choose text, WildReceipt, TextbookQA and TabFact) are provided.
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  - There are 2000 questions in the test set (200 questions per dataset).
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  #### Phase 2
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- - An alien test set consisting of 3 private datasets (mydoc, mychart, myinfographic) is released. We encourage the participants to read our GitHub [Readme](https://github.com/jmiemirza/MMFM-Challenge/blob/master/docs/download.md).
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  - There are 1028 questions in the test set (400 questions for mydoc, 200 questions for mychart and 428 questions for myinfographic).
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  #### Submission
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  - Submission procedure
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  - First log in to the Hugging Face space by clicking the blue button "Login with Hugging Face".
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  - Click the "New Submission" button and upload the submission file. The submission file is a `.csv` file in the following structure (the headings `id,pred,split` cannot be changed). The submission file should contain predictions for all the 3028 questions from the 13 datasets.
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- A dummy submission file can be downloaded from [here](https://drive.google.com/file/d/1wfRzZAZIyJOrwDP47s1S4442WjE5hUSI/view?usp=sharing) and used as a template where you find the sample ids for the 3028 questions. Submission with missing samples will lead to an error. We recommend using the dummy submission file as a template to check whether all sample ids are included.
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  - Then click on the "Submit" button to submit the file. "Success! You have xx submissions remaining today." indicates that the submission is successful.
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  - Click on "Cancel" to go back to the submission page and click on the "Logs" button (at the top panel) to check the evaluation status.
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  - The evaluation process on the 3028 samples takes around 10 minutes.
@@ -79,6 +79,6 @@ mydoc: mydoc_5227
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  mychart: mychart_396_vbar
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  myinfographic: myinfographic_5
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  ```
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- Here the sample ids are the same as the ones given in the annotation files (`annot_wo_answer.json`) downloaded from the [Google drive](https://drive.google.com/file/d/1Nnh_5LN6wf_byJvINzf5CXRoLIj6DbEH/view) on GitHub [Readme](https://github.com/jmiemirza/MMFM-Challenge/blob/master/docs/download.md).
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  ### Registration
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+ Please register the MMFM Challenge via <a href="https://cmt3.research.microsoft.com/MMFM2024" target="_blank">MMFM Challenge CMT</a> and select the challenge track.
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+ The full challenge submission instruction refers to <a href="https://github.com/jmiemirza/MMFM-Challenge/tree/master?tab=readme-ov-file#submission" target="_blank">MMFM Submission</a>.
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  ### Submission
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  Here is the instruction for submitting results to the online evaluation and leaderboard.
 
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  - For this phase, train and test sets from 10 open-source datasets (DocVQA, InfographicsVQA, Websrc, WTQ, IconQA Fill in the blank, FunSD, IconQA Choose text, WildReceipt, TextbookQA and TabFact) are provided.
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  - There are 2000 questions in the test set (200 questions per dataset).
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  #### Phase 2
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+ - An alien test set consisting of 3 private datasets (mydoc, mychart, myinfographic) is released. We encourage the participants to read our GitHub <a href="https://github.com/jmiemirza/MMFM-Challenge/blob/master/docs/download.md" target="_blank">Readme</a>.
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  - There are 1028 questions in the test set (400 questions for mydoc, 200 questions for mychart and 428 questions for myinfographic).
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  #### Submission
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  - Submission procedure
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  - First log in to the Hugging Face space by clicking the blue button "Login with Hugging Face".
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  - Click the "New Submission" button and upload the submission file. The submission file is a `.csv` file in the following structure (the headings `id,pred,split` cannot be changed). The submission file should contain predictions for all the 3028 questions from the 13 datasets.
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+ A dummy submission file can be downloaded from <a href="https://drive.google.com/file/d/1wfRzZAZIyJOrwDP47s1S4442WjE5hUSI/view?usp=sharing" target="_blank">here</a> and used as a template where you find the sample ids for the 3028 questions. Submission with missing samples will lead to an error. We recommend using the dummy submission file as a template to check whether all sample ids are included.
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  - Then click on the "Submit" button to submit the file. "Success! You have xx submissions remaining today." indicates that the submission is successful.
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  - Click on "Cancel" to go back to the submission page and click on the "Logs" button (at the top panel) to check the evaluation status.
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  - The evaluation process on the 3028 samples takes around 10 minutes.
 
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  mychart: mychart_396_vbar
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  myinfographic: myinfographic_5
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  ```
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+ Here the sample ids are the same as the ones given in the annotation files (`annot_wo_answer.json`) downloaded from the <a href="https://drive.google.com/file/d/1Nnh_5LN6wf_byJvINzf5CXRoLIj6DbEH/view" target="_blank">Google Drive</a> on GitHub <a href="https://github.com/jmiemirza/MMFM-Challenge/blob/master/docs/download.md" target="_blank">Readme</a>.
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