Tencent Advertising Algorithm Challenge 2025: All-Modality Generative Recommendation
Paper • 2604.04976 • Published • 2
item_id int64 20B 20B | retrieval_id int32 0 660k | 100 dict | 101 dict | 102 dict | 112 dict | 114 dict | 115 dict | 116 dict | 117 dict | 118 dict | 119 dict | 120 dict | 121 dict | 122 dict | source_row int64 1 660k | source_part int64 0 0 | dataset_source stringclasses 1
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} | {
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} | {
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} | {
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} | {
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} | {
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"feature_value": "190525"
} | {
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"feature_value": "19100"
} | 96 | 0 | tencentgr-1m | false |
20,000,400,579 | 96 | {
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} | {
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} | {
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} | {
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} | {
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} | {
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} | {
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} | {
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} | {
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} | {
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} | {
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} | {
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"feature_value": "303014"
} | {
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"feature_value": "55044"
} | 97 | 0 | tencentgr-1m | false |
20,000,402,288 | 97 | {
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"feature_value": "4"
} | {
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} | {
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} | {
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} | {
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} | {
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} | {
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} | {
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} | {
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} | {
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} | {
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} | {
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"feature_value": "994996"
} | {
"cold_start": 0,
"feature_value": "24697"
} | 98 | 0 | tencentgr-1m | false |
20,000,404,001 | 98 | {
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"feature_value": "4"
} | {
"cold_start": 0,
"feature_value": "7"
} | {
"cold_start": 0,
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} | {
"cold_start": 0,
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} | {
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} | {
"cold_start": null,
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} | {
"cold_start": 0,
"feature_value": "8"
} | {
"cold_start": 0,
"feature_value": "436"
} | {
"cold_start": 0,
"feature_value": "836"
} | {
"cold_start": 0,
"feature_value": "3077"
} | {
"cold_start": 0,
"feature_value": "640"
} | {
"cold_start": 0,
"feature_value": "165345"
} | {
"cold_start": 0,
"feature_value": "30320"
} | 99 | 0 | tencentgr-1m | false |
20,000,408,761 | 99 | {
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"feature_value": "6"
} | {
"cold_start": 0,
"feature_value": "22"
} | {
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} | {
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} | {
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} | {
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} | {
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} | {
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} | {
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} | {
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} | {
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} | {
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} | {
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"feature_value": "32256"
} | 100 | 0 | tencentgr-1m | false |
End of preview. Expand in Data Studio
TencentGR-1M-Star
ZSTD Parquet republication of TencentGR-1M for the Lizard benchmark. This is not the official TAAC repository.
interactions is the fact table: each released user sequence is unnested to one row per event. list_index is the 1-based position in that sequence. timestamp stays the source integer, and event_at is the Unix-second projection. action_type is 0 for exposure, 1 for click, and null when the source value is null. Item features, user features, candidate items, and multimodal embeddings stay in side tables. They are not joined onto events.
The released tables had no train/test split. Every config uses one split, train, containing the whole table. Embedding columns are unchanged. Each shard is rewritten from Snappy to ZSTD and keeps the source row count. indexer.pkl is not included.
Original sources
- Upstream dataset: https://huggingface.co/datasets/TAAC2025/TencentGR-1M
- Paper: https://huggingface.co/papers/2604.04976
- Project page: https://algo.qq.com/2025
- Code: https://github.com/TencentAdvertisingAlgorithmCompetition/baseline_2025
Tables
| Config | Rows | Role |
|---|---|---|
| interactions | 90,223,574 | unnested events from 1,001,845 user sequences |
| item_feat | 4,783,154 | 13 encrypted item features |
| user_feat | 1,001,845 | 8 encrypted user features |
| candidate | 660,000 | candidate items; feature columns are structs |
| mm_emb_81_32 | 4,742,961 | embedding dimension 32 |
| mm_emb_82_1024 | 4,896,667 | embedding dimension 1024 |
| mm_emb_83_3584 | 4,896,565 | embedding dimension 3584 |
| mm_emb_84_4096 | 4,807,226 | embedding dimension 4096 |
| mm_emb_85_3584 | 4,809,520 | embedding dimension 3584 |
| mm_emb_86_3584 | 4,727,913 | embedding dimension 3584 |
License
CC BY 4.0, the license stated on the upstream dataset card.
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