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Update README.md (#9)

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Co-authored-by: cyl <yulongchen@users.noreply.huggingface.co>

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@@ -8,6 +8,7 @@ Data, knowledge store and source code to reproduce the baseline experiments for
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  ## NEWS:
 
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  - 20.07.2024: The knowledge store for the test set is released [here](https://huggingface.co/chenxwh/AVeriTeC/tree/main/data_store/knowledge_store/test)!
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  - 18.07.2024: The test data is released [here](https://huggingface.co/chenxwh/AVeriTeC/blob/main/data/test.json)! Note that the first 1000 data points are from the same source of Averitec (`claim_id` from 0 to 999) and the rest 1215 data points (`claim_id` from 1000 to 2214) are newly constructed.
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  - 15.07.2024: To facilitate human evaluation, we now ask the submission files to include a `scraped_text` field, have a look in [here](https://huggingface.co/chenxwh/AVeriTeC#format-for-submission-files) for more information!
 
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  ## NEWS:
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+ - 15.11.2024: We update the knowledge store for the test set, solving the potential data leaking problem. The updated the KS is released [here](https://huggingface.co/chenxwh/AVeriTeC/tree/main/data_store/knowledge_store/test_updated).
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  - 20.07.2024: The knowledge store for the test set is released [here](https://huggingface.co/chenxwh/AVeriTeC/tree/main/data_store/knowledge_store/test)!
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  - 18.07.2024: The test data is released [here](https://huggingface.co/chenxwh/AVeriTeC/blob/main/data/test.json)! Note that the first 1000 data points are from the same source of Averitec (`claim_id` from 0 to 999) and the rest 1215 data points (`claim_id` from 1000 to 2214) are newly constructed.
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  - 15.07.2024: To facilitate human evaluation, we now ask the submission files to include a `scraped_text` field, have a look in [here](https://huggingface.co/chenxwh/AVeriTeC#format-for-submission-files) for more information!