metadata
language:
  - en
tags:
  - sequential-recommendation
  - direct-recommendation
  - explanation-generation
  - text2text-generation
license: mit
datasets:
  - amazon_us_reviews
metrics:
  - NDCG
  - HR
  - MAE
  - BLUE
  - ROUGE
widget:
  - text: |-
      Here is the purchase history list of user_508 : 
       4162 , 816 , 3770 , 756 , 4163 
       try to recommend next item to the user
    example_title: Sequential Recommendation
  - text: >-
      We want to make recommendation for user_497 .  Select the best item from
      these candidates : 
       7553 , 10601 , 611 , 5844 , 14863 , 18162 , 16144 , 16003 , 11096 , 5846 , 4406 , 6849 , 17650 , 13302 , 13240 , 6132 , 4620 , 847 , 7341 , 5845 , 10557 , 12080 , 13872 , 10953 , 4230 , 9146 , 17930 , 14731 , 16458 , 1735 , 6347 , 11951 , 17576 , 14745 , 9038 , 8915 , 8311 , 10365 , 4663 , 6396 , 1900 , 1456 , 12718 , 4222 , 9399 , 8517 , 11528 , 16162 , 598 , 2064 , 1417 , 625 , 14553 , 6535 , 13867 , 5587 , 13231 , 9123 , 5654 , 11651 , 8039 , 2903 , 1178 , 9587 , 4161 , 748 , 18270 , 15012 , 13111 , 4802 , 8200 , 17202 , 7991 , 17123 , 3650 , 2639 , 4071 , 16999 , 10604 , 3212 , 7766 , 7414 , 12460 , 17144 , 10218 , 2784 , 4857 , 17745 , 12748 , 5513 , 4637 , 729 , 17925 , 17573 , 4939 , 2451 , 15202 , 9694 , 11253 , 17445
    example_title: Direct Recommendation
  - text: >-
      Based on the feature word sweater , generate an explanation for user_4479
      about this product : Fobus Standard Holster RH Paddle GL4 Glock 29/30/39/
      21SF/30SF / S&amp;W 99 / S&amp;W Sigma Series V
    example_title: Explanation Generation
P5 (Sports Base)

Recommendation as Language Processing: A Unified Pretrain, Personalized Prompt & Predict Paradigm