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@@ -74,9 +74,6 @@ Each row is one observation (a short video shown to a user) with feedback and co
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  **Global Temporal Split (GTS):** `train` / `validation` / `test` preserve time order — train on the past, validate/test on the future.
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  **Chronology:** Files are organized by weeks (e.g., week_XX.parquet); rows within each file are in increasing timestamp order.
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- > The test set will be published after the challenge.
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-
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- ---
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  | Field | Type | Description |
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  |-----|----|-----------|
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  |`user_id`|uint32|User identifier|
@@ -125,6 +122,8 @@ This lets researchers pick any dimensionality (**1…64**) to trade quality for
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  |`item_id`|uint32|Video identifier|
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  |`embedding`|float16[64]|Item content embedding with ordered components|
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  ## Quick Start
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  **Global Temporal Split (GTS):** `train` / `validation` / `test` preserve time order — train on the past, validate/test on the future.
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  **Chronology:** Files are organized by weeks (e.g., week_XX.parquet); rows within each file are in increasing timestamp order.
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  | Field | Type | Description |
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  |-----|----|-----------|
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  |`user_id`|uint32|User identifier|
 
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  |`item_id`|uint32|Video identifier|
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  |`embedding`|float16[64]|Item content embedding with ordered components|
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+ ---
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+
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  ## Quick Start
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