Bridging Language and Items for Retrieval and Recommendation
Paper
• 2403.03952 • Published
main_category stringclasses 43 values | title stringlengths 0 604 ⌀ | average_rating float64 2 5 | rating_number int64 1 543k | features sequencelengths 0 28 ⌀ | description sequencelengths 0 374 ⌀ | price stringlengths 3 7 | images dict | videos dict | store stringlengths 2 219 ⌀ | categories sequencelengths 0 9 ⌀ | details stringlengths 2 2.66k | parent_asin stringlengths 10 10 | bought_together null | subtitle stringclasses 2 values | author stringclasses 13 values | reviews listlengths 1 51.9k | qa_pairs listlengths 1 6 | asin stringlengths 10 10 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Magazine Subscriptions | Motor Trend Print Magazine | 4.5 | 2,077 | [] | [
"Product Description",
"Filled with reviews, features, and opinions about a variety of vehicles and the larger automotive world, MotorTrend has been the world’s most recognized automotive publication for more than 70 years.",
"Amazon.com Review",
"The first issue of MotorTrend went on sale in September 1949. ... | None | {
"hi_res": [
null
],
"large": [
"https://m.media-amazon.com/images/I/61pcUmWIxPL._AC_.jpg"
],
"thumb": [
"https://m.media-amazon.com/images/I/61pcUmWIxPL._AC_SR38,50_.jpg"
],
"variant": [
"MAIN"
]
} | {
"title": [
"What is in Motor Trend"
],
"url": [
"https://www.amazon.com/vdp/036aa22bd319400e994c2f7224f9bf83?ref=dp_vse_rvc_0"
],
"user_id": [
"/shop/katiepatton"
]
} | Motor Trend | [
"Magazine Subscriptions",
"Automotive & Motorcycles",
"Automotive"
] | {"Date First Available": "May 18, 2016", "Manufacturer": "Motor Trend"} | B01FV50Y18 | null | null | null | [
{
"asin": "B01FV50Y18",
"helpful_vote": 0,
"images": [],
"parent_asin": "B01FV50Y18",
"rating": 5,
"text": "This is literally the BEST car magazine on the market. From novice to professional it is a fantastic and informative read. Each and every issue. Been reading/subscribing for years. Do ... | [
{
"answers": [
{
"answer": "There is a customer saying that you will get two issues.",
"candidate": "my subscription is about to expire and we only received two issue.",
"label": 2
},
{
"answer": "There is a customer saying that you will get three or four articl... | B01FV50Y18 |
Magazine Subscriptions | HGTV Magazine Print Magazine | 4.5 | 10,761 | [] | [] | None | {"hi_res":[null],"large":["https://m.media-amazon.com/images/I/61OZ9Cge0PL._AC_.jpg"],"thumb":["http(...TRUNCATED) | {"title":["Showing Inside HGTV Magazine"],"url":["https://www.amazon.com/vdp/0afca95e6f1942fb8e6966a(...TRUNCATED) | Hearst Magazines | [
"Magazine Subscriptions",
"Home & Garden",
"Design & Decoration"
] | {"Date First Available": "June 7, 2012"} | B0089FUF6W | null | null | null | [{"asin":"B0089FUF6W","helpful_vote":1,"images":[],"parent_asin":"B0089FUF6W","rating":5.0,"text":"L(...TRUNCATED) | [{"answers":[{"answer":"Yes. A customer says that there is a monthly fee.","candidate":"but $6+ a mo(...TRUNCATED) | B0089FUF6W |
Magazine Subscriptions | Consumer Reports | 4.6 | 2,019 | [] | [] | None | {"hi_res":[null,null,null,null,null,null,null,null,null],"large":["https://m.media-amazon.com/images(...TRUNCATED) | {
"title": [],
"url": [],
"user_id": []
} | Consumer Reports | ["Magazine Subscriptions","Professional & Educational Journals","Professional & Trade","Humanities &(...TRUNCATED) | {} | B00005N7PH | null | null | null | [{"asin":"B00005N7PH","helpful_vote":1,"images":[],"parent_asin":"B00005N7PH","rating":4.0,"text":"I(...TRUNCATED) | [{"answers":[{"answer":"Yes. A customer says that this is in digital form.","candidate":"i get this (...TRUNCATED) | B00005N7PH |
Health & Personal Care | Mr Clean Magic Eraser Pads, 8 Count (Pack of 1) | 4.7 | 8,691 | [
"This powerful scrubber erases 3X more Grime per swipe vs. the Leading All Purpose Bleach Spray"
] | ["Product Description","Mr. Clean Magic Eraser Extra Durable scrubber is 4x Stronger with Durafoam*.(...TRUNCATED) | None | {"hi_res":["https://m.media-amazon.com/images/I/91wGf-+rJ4L._AC_SL1500_.jpg"],"large":["https://m.me(...TRUNCATED) | {"title":["Let me show you how it works ","Honest Review & Walkthrough of Mr. Clean Magic Eraser","E(...TRUNCATED) | Mr. Clean | [] | "{\"Brand\": \"Mr. Clean\", \"Item Form\": \"Discrete Subunit\", \"Unit Count\": \"8 Count\", \"Surf(...TRUNCATED) | B00BR1FSU8 | null | null | null | [{"asin":"B00BR1FSU8","helpful_vote":0,"images":[],"parent_asin":"B00BR1FSU8","rating":5.0,"text":"D(...TRUNCATED) | [{"answers":[{"answer":"","candidate":"wanna clean anything off of just about any surface?","label":(...TRUNCATED) | B00BR1FSU8 |
Health & Personal Care | Hitachi CM-N2000-W | Hada Crie Cool Facial Moisturizer Massager (Japanese Import) | 3.5 | 80 | ["HITACHI moisture retention support unit Hadakurie hot and cool white CM-N2000-W *AF27*","w/trackin(...TRUNCATED) | ["Size: 4.8 × 15.9 × 5.5cm Body weight: about 0.15kg Country of origin: Japan Power: AC100-240V Po(...TRUNCATED) | None | {"hi_res":["https://m.media-amazon.com/images/I/51GAUpjv5fL._AC_SL1378_.jpg",null,"https://m.media-a(...TRUNCATED) | {
"title": [],
"url": [],
"user_id": []
} | Hitachi | [] | "{\"Is Discontinued By Manufacturer\": \"No\", \"Package Dimensions\": \"9.76 x 7.01 x 3.54 inches; (...TRUNCATED) | B00CN086P6 | null | null | null | [{"asin":"B00CN086P6","helpful_vote":0,"images":[],"parent_asin":"B00CN086P6","rating":5.0,"text":"S(...TRUNCATED) | [{"answers":[{"answer":"","candidate":"yes i can ship to china by ems . Question: hello, can u ship(...TRUNCATED) | B00CN086P6 |
Health & Personal Care | Extra Wide Folding Step Stool with Handle | 3.5 | 36 | [] | [] | None | {"hi_res":[null],"large":["https://m.media-amazon.com/images/I/41geQnBhkdL._AC_.jpg"],"thumb":["http(...TRUNCATED) | {
"title": [],
"url": [],
"user_id": []
} | Reizen | [] | {"Date First Available": "August 14, 2013", "Manufacturer": "SENGKOB"} | B00CLSYHJ4 | null | null | null | [{"asin":"B00CLSYHJ4","helpful_vote":0,"images":[],"parent_asin":"B00CLSYHJ4","rating":3.0,"text":"S(...TRUNCATED) | [{"answers":[{"answer":"There is a customer saying that it is 8.25 inches.","candidate":"using that (...TRUNCATED) | B00CLSYHJ4 |
Digital Music | Baby Beluga Clean Version | 4.8 | 683 | [] | ["Product Description","The beloved children’s anthem Baby Beluga joins fun-filled favorites and i(...TRUNCATED) | 9.6 | {"hi_res":["https://m.media-amazon.com/images/I/71BwsZ-QJEL._SL1200_.jpg","https://m.media-amazon.co(...TRUNCATED) | {
"title": [],
"url": [],
"user_id": []
} | Raffi Format: Audio CD | [
"CDs & Vinyl",
"Children's Music",
"Educational"
] | "{\"Is Discontinued By Manufacturer\": \"No\", \"Product Dimensions\": \"5.59 x 0.39 x 4.92 inches; (...TRUNCATED) | B0000003HD | null | null | null | [{"asin":"B0000003HD","helpful_vote":2,"images":[],"parent_asin":"B0000003HD","rating":5.0,"text":"T(...TRUNCATED) | [{"answers":[{"answer":"","candidate":"raffi just makes the day a little more bright!","label":0},{"(...TRUNCATED) | B0000003HD |
Digital Music | Meddle | 4.8 | 3,428 | [] | ["Limited 180gm vinyl LP pressing in gatefold jacket. Original vinyl packaging has been lovingly rep(...TRUNCATED) | 27.61 | {"hi_res":["https://m.media-amazon.com/images/I/812wGeRhaAL._SL1500_.jpg","https://m.media-amazon.co(...TRUNCATED) | {
"title": [],
"url": [],
"user_id": []
} | Pink Floyd Format: Vinyl | [
"CDs & Vinyl",
"Rock"
] | "{\"Is Discontinued By Manufacturer\": \"No\", \"Product Dimensions\": \"12.2 x 12.2 x 0.2 inches; 2(...TRUNCATED) | B01JYFHR8O | null | null | null | [{"asin":"B01JYFHR8O","helpful_vote":0,"images":[],"parent_asin":"B01JYFHR8O","rating":5.0,"text":"G(...TRUNCATED) | [{"answers":[{"answer":"","candidate":"however, the version here on \"meddle\" is the full-length, u(...TRUNCATED) | B01JYFHR8O |
Digital Music | Singable Songs for the Very Young: Great with a Peanut-Butter Sandwich | 4.8 | 813 | [] | ["Product Description","Raffi’s first and still best-selling album. A blend of old favorites and c(...TRUNCATED) | 9.6 | {"hi_res":["https://m.media-amazon.com/images/I/71kHNJfWKyL._SL1200_.jpg"],"large":["https://m.media(...TRUNCATED) | {
"title": [],
"url": [],
"user_id": []
} | Raffi Format: Audio CD | [
"CDs & Vinyl",
"Children's Music"
] | "{\"Is Discontinued By Manufacturer\": \"No\", \"Product Dimensions\": \"5.59 x 0.39 x 4.92 inches; (...TRUNCATED) | B0000003H4 | null | null | null | [{"asin":"B0000003H4","helpful_vote":0,"images":[],"parent_asin":"B0000003H4","rating":5.0,"text":"M(...TRUNCATED) | [{"answers":[{"answer":"No, this is a CD.","candidate":"media: { format_type:[ { value:audiocd } ] (...TRUNCATED) | B0000003H4 |
Automotive | B&M 80675 StarShifter Automatic Shifter | 4.6 | 394 | ["Take control of your automatic transmission and shift it yourself to maximize torque and performan(...TRUNCATED) | ["The B&M StarShifter automatic shifter gives the driver a choice. Left in \"Drive\", the vehicle is(...TRUNCATED) | 279.95 | {"hi_res":["https://m.media-amazon.com/images/I/81CUHocZr6L._AC_SL1500_.jpg"],"large":["https://m.me(...TRUNCATED) | {
"title": [],
"url": [],
"user_id": []
} | B&M | [
"Automotive",
"Replacement Parts",
"Transmission & Drive Train",
"Shifters & Parts",
"Shifters"
] | "{\"Brand\": \"B&M\", \"Product Dimensions\": \"13\\\"L x 7\\\"W\", \"Exterior\": \"Aluminum\", \"Ha(...TRUNCATED) | B000CIN02K | null | null | null | [{"asin":"B000CIN02K","helpful_vote":0,"images":[],"parent_asin":"B000CIN02K","rating":5.0,"text":"I(...TRUNCATED) | [{"answers":[{"answer":"Yes. A customer says that the item comes with a few different brackets and t(...TRUNCATED) | B000CIN02K |
E-commerce dataset that combines metadata, reviews, and sample question/answer pairs. combined.json contains the dataset and user2asin.json contains a file that maps user_id from reviews to an ASIN for capturing user preferences.
| Field | Type | Explanation |
|---|---|---|
| main_category | str | Main category (i.e., domain) of the product. |
| title | str | Name of the product. |
| average_rating | float | Rating of the product shown on the product page. |
| rating_number | int | Number of ratings in the product. |
| features | list | Bullet-point format features of the product. |
| description | list | Description of the product. |
| price | float | Price in US dollars (at time of crawling). |
| images | list | Images of the product. Each image has different sizes (thumb, large, hi_res). The “variant” field shows the position of image. |
| videos | list | Videos of the product including title and url. |
| store | str | Store name of the product. |
| categories | list | Hierarchical categories of the product. |
| details | dict | Product details, including materials, brand, sizes, etc. |
| asin | str | ID of the product. |
| parent_asin | str | Parent ID of the product (should be same as ASIN) |
| bought_together | list | Recommended bundles from the websites. |
| reviews | list[Review] | List of User Reviews, see below. |
| qa_pairs | list[str, list[Answers]] | List with question text and list of Answers, see below. |
| Field | Type | Explanation |
|---|---|---|
| rating | float | Rating of the product (from 1.0 to 5.0). |
| title | str | Title of the user review. |
| text | str | Text body of the user review. |
| images | list | Images that users post after they have received the product. Each image has different sizes (small, medium, large), represented by the small_image_url, medium_image_url, and large_image_url respectively. |
| asin | str | ID of the product. |
| parent_asin | str | Parent ID of the product. Note: Products with different colors, styles, sizes usually belong to the same parent ID. The “asin” in previous Amazon datasets is actually parent ID. Please use parent ID to find product meta. |
| user_id | str | ID of the reviewer |
| timestamp | int | Time of the review (unix time) |
| verified_purchase | bool | User purchase verification |
| helpful_vote | int | Helpful votes of the review |
| Field | Type | Explanation |
|---|---|---|
| answer | str | manually written natural-sounding answer if label >= 1 |
| candidate | str | Text used to justify answer |
| label | int | 2 means fully answering, 1 means helpful but not fully answering, 0 means irrelevant |
@article{hou2024bridging,
title={Bridging Language and Items for Retrieval and Recommendation},
author={Hou, Yupeng and Li, Jiacheng and He, Zhankui and Yan, An and Chen, Xiusi and McAuley, Julian},
journal={arXiv preprint arXiv:2403.03952},
year={2024}
}
@article{shen2023xpqa,
title={xPQA: Cross-Lingual Product Question Answering across 12 Languages},
author={Shen, Xiaoyu and Asai, Akari and Byrne, Bill and de Gispert, Adri{\`a}},
journal={arXiv preprint arXiv:2305.09249},
year={2023}
}