JojoQaQ/Object_Search

Instruction-conditioned retrieval triplets over Amazon Reviews 2023 Appliances.

Every column is a literal model input. These rows are produced by src.finetune_triplets.model_input_rows, the same function that writes the fine-tuning run's W&B tables, over triplets loaded by load_training_triplets, the same loader the training entrypoint calls. What you see here is what the embedder receives, field for field, not a rendering of it.

Splits

split	rows
train	4000
validation	161
test	165

Item-disjoint with seed 13: no product in validation or test appears in training, so a leakage check can be a hard gate rather than a warning.

Columns

Three roles, each with the three fields the embedder takes.

column	meaning
query_instruction	the search a user would type; the only conditioned field
query_text	the query product, serialized
query_image	the query product's image URL
positive_*, negative_*	the same three fields for the match and non-match

The answer sides carry the fixed instruction represent the input. That asymmetry is the point: the query embedding is conditioned on the search, the candidate embeddings are not.

The annotator prompt

There is no single prompt string. Each row's prompt embeds that row's three products, and the few-shot demonstrations are drawn per row, two of three, seeded by triplet_id so the draw is reproducible.

• prompt/task_instructions.txt — the part identical for every row.

• prompt/demonstrations.json — the pool the two examples are drawn from.

• prompt/example_prompt_*.txt — complete renderings of what specific rows received, images marked in place.

To reproduce any row's exact prompt: src.triplet_annotator.render_prompt_text(record) over that row in raw/amazon_appliances_c3_triplet_annotations.jsonl.

Files

• data/*.csv — the splits above. This is what the viewer shows.
• raw/amazon_appliances_c3_triplet_annotations.jsonl — the annotator's raw output, including the source product records with features, description, details, store, price and ratings. Not viewer-configured: details has per-listing keys, so no single schema covers it.
• raw/amazon_appliances_c3_triplet_annotations.hub_manifest.json — checksums and the generation manifest.

How it was built

Candidates come from a keyword heuristic: two products share keywords x and y, a third shares only x. The two sharing both become query and match; the odd one out becomes the non-match. Roles are assigned by construction, not by a model. A vision-language model then writes only the search text, having seen all three product images and their metadata.

Annotator acceptance was 5000/5000, confidence {'high': 4998, 'medium': 2}. Source: McAuley-Lab/Amazon-Reviews-2023/raw/meta_categories/meta_Appliances.jsonl, sampled with seed 0 over 88668 scanned rows.

Example entries

Browse and filter every row in the Dataset Viewer above.

A few entries are reproduced in full below, exactly as the columns hold them, for readers arriving from a link rather than the viewer.

triplet_003135

Query — B09N3HG4PZ

• query_instruction: same style with egg separator and whisk
• query_image: https://m.media-amazon.com/images/I/7182EYw9fbL._AC_SL1500_.jpg
• query_text:

Title: Egg Holder for Refrigerator, FODIENS Auto Scrolling Down Egg Storage Container Egg Tray with Timetable Lid and Handle, Stackable Egg Storage Box Organizer that Can hold 21 Eggs (Grey)
Categories: Appliances; Parts & Accessories; Refrigerator Parts & Accessories; Egg Trays
Features: 【Stackable & Large Capacity】Can be stored vertically and stacked in multiple layers, and the silicone non-slip feet are conducive to stable placement. Each tier can hold 21 eggs, the lid can be easily opened for filling eggs, and the compact and stackable design helps maximize space savings and keeps your kitchen counter, refrigerator or cupboard neat and organized.; 【Exquisite Workmanship】Our exquisite Egg Storage Boxes are made of premium food-grade plastic materials, with smooth edges that not easy to hurt hands, and can be placed in the refrigerator without fear of low temperature. There are ventilation holes on the sides to keep the eggs always fresh and prolong the storage period of the eggs.; 【Auto Scrolling & Visible Design】With a large opening and sloping design, when you take out the eggs, the remaining eggs will automatically roll to the front empty space for the next use. The transparent clamshell design makes the number of eggs clear at a glance, which is convenient for timely replenishment.; 【Silicone Track & Timetable】Non-slip silicone pads are embedded in the inner groove, so that the eggs will not run around and will not break when they collide. The timetable (31 days) on the lid is used to remind you of the freshness of your eggs at all times.; 【Convenient Egg Separator and Whisk】In addition to our 21 grid Egg Holder, you will also get a press type egg beater and an egg white and yolk separator, easy to operate, time-saving and labor-saving, easy to clean, specially provided for you who are busy in the kitchen.
Details: {"Batteries Included?": "No", "Batteries Required?": "No", "Best Sellers Rank": {"Refrigerator Egg Trays": 1246, "Tools & Home Improvement": 1106397}, "Brand": "FODIENS", "Color": "Grey", "Date First Available": "December 6, 2021", "Finish": "Non-slip", "Finish Type": "Non-slip", "Handle Material": "Plastic", "Item Weight": "1.43 pounds", "Manufacturer": "XINYUESI", "Material": "Plastic", "Number of Pieces": "1", "Package Dimensions": "13.03 x 10.16 x 3.03 inches", "Part Number": "US-XYS", "Room Type": "Kitchen", "Shape": "Rectangular", "Style": "Modern", "With Lid": "Yes"}
Store: FODIENS
Average rating: 4.5
Rating count: 12

Match — B096M4GV7L

• positive_instruction: represent the input
• positive_image: https://m.media-amazon.com/images/I/51FfZDzSL0L._AC_SL1500_.jpg
• positive_text:

Title: Jiaxitek Automatic Rolling Egg Storage Rack, Stackable Large Capacity Egg Drawer Box Organizer for Fridge Desktop Household Kitchen Farm (White)
Categories: Appliances; Parts & Accessories; Refrigerator Parts & Accessories; Egg Trays
Features: 【Innovative design】 The drawer-style egg carton is designed with a 7° tilt, the eggs will automatically slide down for replenishment without opening the lid the next time you take eggs. The recessed design allows each row of eggs to be placed separately, effectively preventing eggs from colliding and breaking.; 【Large Capacity】 Refrigerator egg containers have a large capacity, one box can store about 18-20 eggs, boxes can also be stacked on top to take up less space.; 【Freshness Mark】The egg carton is hollowed out on both sides to prevent the eggs from spoiling due to heat, and can be stored for a long time. The box comes with a freshness label holder to remind you of the freshness of the eggs.; 【High-quality materials】High-quality food-grade materials, durable, easy to clean, good pressure resistance, not easy to deformation.; 【Multifunctional】Drawer egg carton is perfect for refrigerators, cabinets, freezers, cooking stations and other places, with perfect airtightness and pressure resistance, suitable for outdoor camping, picnics, outdoor travel.
Description: Description: Sealed fresh design, and easy to clean, conducive to the preservation of eggs. For the messy refrigerator at home can play a good finishing role, so that your eggs have a safe place to storeSpecification: Size: 32 x 21 x 7.8cm / 12.5 x 8.3 x 3.1inch Package Includes:1 x Egg Storage
Details: {"Batteries Included?": "No", "Batteries Required?": "No", "Best Sellers Rank": {"Refrigerator Egg Trays": 643, "Tools & Home Improvement": 571330}, "Brand": "Jiaxitek", "Color": "White", "Date First Available": "June 4, 2021", "Finish": "White", "Finish Type": "White", "Item Weight": "1.01 pounds", "Material": "Plastic", "Number of Pieces": "1", "Product Dimensions": "8.27 x 12.6 x 3.07 inches", "Room Type": "Kitchen", "Shape": "Rectangular", "Style": "Modern"}
Store: Jiaxitek
Average rating: 4.5
Rating count: 36

Non-match — B08K7LQ3WK

• negative_instruction: represent the input
• negative_image: https://m.media-amazon.com/images/I/31wqqd7xpkS._AC_.jpg
• negative_text:

Title: 24 Cells Egg Holder for Refrigerator Egg Container for Refrigerator Stackable Plastic Egg Cartons Egg Tray with Dust-Proof a Lid and Handle, Suitable for Freezer Pantry Camping (Grey)
Categories: Appliances; Parts & Accessories; Refrigerator Parts & Accessories; Egg Trays
Details: {"Batteries Included?": "No", "Batteries Required?": "No", "Best Sellers Rank": {"Refrigerator Egg Trays": 736, "Tools & Home Improvement": 663221}, "Brand": "XBY-US", "Color": "B-18 Egg-2 Pack", "Date First Available": "September 27, 2020", "Handle Material": "Plastic", "Item Weight": "1.1 pounds", "Manufacturer": "XBY-US", "Material": "Plastic", "Package Dimensions": "13.89 x 13.66 x 3.54 inches", "Part Number": "XBY09271", "Shape": "Round"}
Store: XBY-US
Average rating: 4.3
Rating count: 97

triplet_002650

Query — B001DHK9H8

• query_instruction: replacement dishwasher for a full appliance
• query_image: https://m.media-amazon.com/images/I/61FL77DVFJL._AC_SL1095_.jpg
• query_text:

Title: General Electric WD12X271 Dishrack Roller Assembly
Categories: Appliances; Parts & Accessories; Dishwasher Parts & Accessories
Features: Easy to use and handle; The product is highly durable; The product is manufactured in china; Clips included; White in color; Genuine GE replacement part
Store: GE
Average rating: 3.9
Rating count: 104
Price: 5.15

Match — B00CA9UNJC

• positive_instruction: represent the input
• positive_image: https://m.media-amazon.com/images/I/813CT+1NEqL._AC_SL1500_.jpg
• positive_text:

Title: Amana ADB1300AFB Built-In 24" Tall Tub Dishwasher, Black, 3 Cycles
Categories: Appliances; Parts & Accessories
Features: Easy to use and handle; The product is highly durable; The product is manufactured in United states
Description: The product is easy to use and handle. The product is highly durable. The product is manufactured in United States.
Details: {"Batteries Included?": "No", "Batteries Required?": "No", "Color": "Black", "Date First Available": "April 9, 2013", "Included Components": "dishwasher-replacement-parts, Appliance Replacement Parts", "Is Discontinued By Manufacturer": "No", "Item Package Quantity": "1", "Item Weight": "70 pounds", "Item model number": "ADB1300AFB", "Manufacturer": "AMANA", "Part Number": "ADB1300AFB", "Product Dimensions": "36 x 27 x 25 inches", "Size": "24\""}
Store: AMANA
Average rating: 3.4
Rating count: 27

Non-match — B00NPZHCGM

• negative_instruction: represent the input
• negative_image: https://m.media-amazon.com/images/I/81TZHJ+5kqL._AC_SL1500_.jpg
• negative_text:

Title: General Electric WX09X10037 4 Wire 50amp Range Cord, 4-Feet
Categories: Appliances; Parts & Accessories
Features: 4-wire, 4-ft, 50-amp cord; This products adds a great value; This product is manufactured in United States; 4-wire, 4-ft., 50-amp cord; Works with most electric ranges with a 4-prong outlet box; Molded-on, right angle plug keeps cord close to wall; Ring terminals allow for easy hook-up; Includes cord clamp to relieve strain on terminals
Description: Product Description; 4-wire, 4-ft., 50-amp cord. Works with most electric ranges with a 4-prong outlet box. Molded-on, right angle plug keeps cord close to wall. Ring terminals allow for easy hook-up. Includes cord clamp to relieve strain on terminals.; From the Manufacturer; 4-wire, 4-ft., 50-amp cord. Works with most electric ranges with a 4-prong outlet box. Molded-on, right angle plug keeps cord close to wall. Ring terminals allow for easy hook-up. Includes cord clamp to relieve strain on terminals.
Details: {"Batteries Included?": "No", "Batteries Required?": "No", "Best Sellers Rank": {"Parts & Accessories": 159037, "Tools & Home Improvement": 1086495}, "Brand": "GE", "Brand Name": "GE", "Connector Gender": "Male-to-Female", "Date First Available": "September 17, 2014", "Input Current": "50 Amps", "Is Discontinued By Manufacturer": "No", "Item Weight": "1.9 Pounds", "Item model number": "WX09X10037", "Model Info": "WX09X10037", "Part Number": "WX09X10037", "Plug Format": "Type B", "Product Dimensions": "4 x 0.25 x 0.25 inches"}
Store: GE
Average rating: 5.0
Rating count: 7
Price: 29.99

triplet_000595

Query — B081XMTZ6N

• query_instruction: motor evap
• query_image: https://m.media-amazon.com/images/I/51iV-uE55QL._AC_.jpg
• query_text:

Title: ForeverPRO W10308033 Motor-Evap for Whirlpool Refrigerator 1876085 AH3407686 EA3407686 PS3407686
Categories: Appliances; Parts & Accessories; Refrigerator Parts & Accessories; Motors
Features: ✅ Easy to Install - Made Exactly to Fit For Most Top Brand Refrigerators; ✅ No Questions Asked Money Back Guarantee. Proud USA Based Company. Comes with 1 Year Warranty or 90 Day Returns; ✅ PRO Grade Premium Motor-Evap - Meets or Exceeds OEM Specifications Quality. Comes Brand New in Original Retail Packaging; ✅ ForeverPRO Refrigerator Motor-Evap Part Number W10308033 replaces 1876085 AH3407686 EA3407686 PS3407686; ✅ Check Description for Model Compatibility. Compatible With Most Whirlpool Refrigerators including 5MFI267AA000 5MFI267AA001 5MFX257AA000 5MFX257AA001 5VMFI267AA00 5VMFI267AA01 5VMFX257AA00 5VMFX257AA01 AFI2539ERB00 AFI2539ERB01 AFI2539ERB02 AFI2539ERM00 AFI2539ERM01 AFI2539ERM02 AFI2539ERM03 AFI2539ERW00 AFI2539ERW01 AFI2539ERW02 JFX2597AEM0 JFX2597AEM2 JFX2597AEM3 JFX2597AEP Compatible with Whirlpool Maytag KitchenAid Jenn-Air Amana Magic Chef Admiral Norge Roper and others
Description: ForeverPRO Refrigerator Motor-Evap Part Number W10308033 replaces 1876085 AH3407686 EA3407686 PS3407686Fits Whirlpool Refrigerator. Compatible with Whirlpool Maytag KitchenAid Jenn-Air Amana Magic Chef Admiral Norge Roper and others This is not a Whirlpool OEM product. Use of the Manufacturers trade names and logos are the registered trademarks of their respective owners. Any use of the Manufacturers brand name, part numbers or model designation for this product is made solely for purposes of demonstrating and for identification compatibility and are displayed for descriptive purposes only. Use of them does not associated with, imply any affiliation or endorsement by any manufacturer.Compatible with 5MFI267AA000 5MFI267AA001 5MFX257AA000 5MFX257AA001 5VMFI267AA00 5VMFI267AA01 5VMFX257AA00 5VMFX257AA01 AFI2539ERB00 AFI2539ERB01 AFI2539ERB02 AFI2539ERM00 AFI2539ERM01 AFI2539ERM02 AFI2539ERM03 AFI2539ERW00 AFI2539ERW01 AFI2539ERW02 JFX2597AEM0 JFX2597AEM2 JFX2597AEM3 JFX2597AEP0 JFX2597AEP2 JFX2597AEP3 MFI2570FEB00 MFI2570FEB01 MFI2570FEB02 MFI2570FEE00 MFI2570FEE01 MFI2570FEH00 MFI2570FEH01 MFI2570FEW00 MFI2570FEW01 MFI2570FEW02 MFI2570FEZ00 MFI2570FEZ01 MFI2570FEZ02 MFI2570FEZ03 MFI2570FEZ04 MFI2570FEZ05 MFI2570FEZ06 MFI2570FEZ07 MFI2665XEB0 MFI2665XEB1 MFI2665XEB2 MFI2665XEB3 MFI2665XEB4 MFI2665XEB5 MFI2665XEB6 MFI2665XEB7 MFI2665XEM0 MFI2665XEM1 MFI2665XEM2 MFI2665XEM3 MFI2665XEM4 MFI2665XEM5 MFI2665XEM6 MFI2665XEM7 MFI2665XEM8 MFI2665XEW0 MFI2665XEW1 MFI2665XEW2 MFI2665XEW3 MFI2665XEW4 MFI2665XEW5 MFI2665XEW6 MFI2665XEW7 MFI2670XEB0 MFI2670XEB1 MFI2670XEB2 MFI2670XEB3 MFI2670XEB4 MFI2670XEB5 MFI2670XEB6 MFI2670XEB8 MFI2670XEB9 MFI2670XEM0 MFI2670XEM1 MFI2670XEM10 MFI2670XEM2 MFI
Details: {"Best Sellers Rank": {"Refrigerator Replacement Motors": 1029, "Tools & Home Improvement": 634846}, "Date First Available": "November 24, 2019", "Manufacturer": "ForeverPRO", "Part Number": "FP-W10308033"}
Store: ForeverPRO
Average rating: 3.3
Rating count: 7
Price: 69.43

Match — B081XNXZHP

• positive_instruction: represent the input
• positive_image: https://m.media-amazon.com/images/I/41i-qbumWhL._AC_.jpg
• positive_text:

Title: ForeverPRO W10225313 Motor for Whirlpool Refrigerator 2323603 2310576 PS3652997
Categories: Appliances; Parts & Accessories; Refrigerator Parts & Accessories; Motors
Features: ✅ Easy to Install - Made Exactly to Fit For Most Top Brand Refrigerators; ✅ No Questions Asked Money Back Guarantee. Proud USA Based Company. Comes with 1 Year Warranty or 90 Day Returns; ✅ PRO Grade Premium Motor - Meets or Exceeds OEM Specifications Quality. Comes Brand New in Original Retail Packaging; ✅ ForeverPRO Refrigerator Motor Part Number W10225313 replaces 2323603 2310576 PS3652997; ✅ Check Description for Model Compatibility. Compatible With Most Whirlpool Refrigerators including JSC23C9EEM00 JSC24C8EAM00 JSC24C8EAM01 JSC24C8EAM02 MSB26C6MDE00 MSB26C6MDE02 MSB26C6MDH00 MSB26C6MDH02 MSB26C6MDM00 MSB26C6MDM02 MSC21C6MDM00 MSC21C6MDM02 MSC21C6MEZ00 MSC21C6MFZ00 MSS25C4MGB00 MSS25C4MGW00 MSS25C4MGZ00 MSS26C6MEZ00 MSS26C6MFB00 MSS26C6MFB01 MSS26C6MFW00 MSS26C6 Compatible with Whirlpool Maytag KitchenAid Jenn-Air Amana Magic Chef Admiral Norge Roper and others
Description: ForeverPRO Refrigerator Motor Part Number W10225313 replaces 2323603 2310576 PS3652997Fits Whirlpool Refrigerator. Compatible with Whirlpool Maytag KitchenAid Jenn-Air Amana Magic Chef Admiral Norge Roper and others This is not a Whirlpool OEM product. Use of the Manufacturers trade names and logos are the registered trademarks of their respective owners. Any use of the Manufacturers brand name, part numbers or model designation for this product is made solely for purposes of demonstrating and for identification compatibility and are displayed for descriptive purposes only. Use of them does not associated with, imply any affiliation or endorsement by any manufacturer.Compatible with JSC23C9EEM00 JSC24C8EAM00 JSC24C8EAM01 JSC24C8EAM02 MSB26C6MDE00 MSB26C6MDE02 MSB26C6MDH00 MSB26C6MDH02 MSB26C6MDM00 MSB26C6MDM02 MSC21C6MDM00 MSC21C6MDM02 MSC21C6MEZ00 MSC21C6MFZ00 MSS25C4MGB00 MSS25C4MGW00 MSS25C4MGZ00 MSS26C6MEZ00 MSS26C6MFB00 MSS26C6MFB01 MSS26C6MFW00 MSS26C6MFW01 MSS26C6MFZ00 MSS26C6MFZ01 7KRSF77EST00 7KSC24C8EY00 7KSF26C6YY00 GSC25C6EYY03 KRSC500ESS00 KRSC500ESS01 KRSC503EBS00 KRSC503EBS01 KRSC503ESS00 KRSC503ESS01 KRSF505EBL00 KRSF505EBL01 KRSF505ESS00 KRSF505ESS01 KRSF505EWH00 KRSF505EWH01 KSC23C8EYB02 KSC23C8EYW02 KSC23C8EYY02 KSC23C8EYY03 KSC24C8EYB02 KSC24C8EYP03 KSC24C8EYP04 KSC24C8EYW02 KSC24C8EYY02 KSC24C8EYY03 KSC24C8EYY04 KSF26C4XYY04 KSF26C6XYY05 WRS526SIAE00 WRS526SIAH00 WRS537SIAB00 WRS537SIAF00 WRS537SIAM00 WRS537SIAM01 WRS537SIAW00 WRS555SIHB00 WRS555SIHV00 WRS555SIHW00 WRS555SIHZ00 WRS571CIDB00 WRS571CIDB01 WRS571CIDB02 WRS571CIDM00 WRS571CIDM01 WRS571CIDM02 WRS571CIDW00 WRS571CIDW01 WRS571CIHB00 WRS571CIHB01 WRS571CIHV00 WRS571CIHV01 WRS571CIHW00
Details: {"Best Sellers Rank": {"Refrigerator Replacement Motors": 1499, "Tools & Home Improvement": 919929}, "Date First Available": "November 24, 2019", "Manufacturer": "ForeverPRO", "Part Number": "FP-W10225313"}
Store: ForeverPRO
Average rating: 4.0
Rating count: 10
Price: 144.11

Non-match — B0821KCBWT

• negative_instruction: represent the input
• negative_image: https://m.media-amazon.com/images/I/614IRZwCtML._AC_SL1000_.jpg
• negative_text:

Title: ForeverPRO W10271507 Dispenser Motor for Whirlpool Refrigerator 2315546 1550093 2315544 AH2367267
Categories: Appliances; Parts & Accessories
Features: ✅ Easy to Install - Made Exactly to Fit For Most Top Brand Refrigerators; ✅ No Questions Asked Money Back Guarantee. Proud USA Based Company. Comes with 1 Year Warranty or 90 Day Returns; ✅ PRO Grade Premium Dispenser Motor - Meets or Exceeds OEM Specifications Quality. Comes Brand New in Original Retail Packaging; ✅ ForeverPRO Refrigerator Dispenser Motor Part Number W10271507 replaces 2315546 1550093 2315544 AH2367267 EA2367267 PS2367267; ✅ Check Description for Model Compatibility. Compatible With Most Whirlpool Refrigerators including JS42CXDBDB00 JS42CXDUDB00 JS42PPDUDB00 JS42PPDUDB01 JS42PPDUDB02 JS42SEDUDB00 JS42SEDUDB01 JS42SEDUDW00 JS48CXDBDB00 JS48CXDBDB01 JS48CXDUDB00 JS48PPDUDB00 JS48PPDUDB01 JS48SEDUDB00 JS48SEDUDB01 JS48SEDUDW00 MSD2550VEB00 MSD2550VEB01 MSD2550VES00 MSD2550VES01 MSD2550VES02 MSD2550 Compatible with Whirlpool Maytag KitchenAid Jenn-Air Amana Magic Chef Admiral Norge Roper and others
Description: ForeverPRO Refrigerator Dispenser Motor Part Number W10271507 replaces 2315546 1550093 2315544 AH2367267 EA2367267 PS2367267Fits Whirlpool Refrigerator. Compatible with Whirlpool Maytag KitchenAid Jenn-Air Amana Magic Chef Admiral Norge Roper and others This is not a Whirlpool OEM product. Use of the Manufacturers trade names and logos are the registered trademarks of their respective owners. Any use of the Manufacturers brand name, part numbers or model designation for this product is made solely for purposes of demonstrating and for identification compatibility and are displayed for descriptive purposes only. Use of them does not associated with, imply any affiliation or endorsement by any manufacturer.Compatible with JS42CXDBDB00 JS42CXDUDB00 JS42PPDUDB00 JS42PPDUDB01 JS42PPDUDB02 JS42SEDUDB00 JS42SEDUDB01 JS42SEDUDW00 JS48CXDBDB00 JS48CXDBDB01 JS48CXDUDB00 JS48PPDUDB00 JS48PPDUDB01 JS48SEDUDB00 JS48SEDUDB01 JS48SEDUDW00 MSD2550VEB00 MSD2550VEB01 MSD2550VES00 MSD2550VES01 MSD2550VES02 MSD2550VES03 MSD2550VEU00 MSD2550VEU01 MSD2550VEW00 MSD2550VEW01 MSF22C2EXB00 MSF22C2EXM00 MSF22C2EXM01 MSF22C2EXS00 MSF22C2EXW00 MSF25C2EXB00 MSF25C2EXM00 MSF25C2EXS00 MSF25C2EXW00 ED2FHAXSB01 ED2FHAXSB03 ED2FHAXSB04 ED2FHAXSB05 ED2FHAXSL01 ED2FHAXSL03 ED2FHAXSL04 ED2FHAXSL05 ED2FHAXSQ01 ED2FHAXSQ03 ED2FHAXSQ04 ED2FHAXSQ05 ED2FHAXST01 ED2FHAXST03 ED2FHAXST04 ED2FHAXST05 ED5FHAXSB01 ED5FHAXSB02 ED5FHAXSB03 ED5FHAXSL01 ED5FHAXSL02 ED5FHAXSL03 ED5FHAXSQ01 ED5FHAXSQ02 ED5FHAXSQ03 ED5FHAXSS01 ED5FHAXSS02 ED5FHAXSS03 ED5FHAXST01 ED5FHAXST02 ED5FHAXST03 ED5FVAXWL00 ED5FVAXWL01 ED5HHAXVB00 ED5HHAXVB01 ED5HHAXVB02 ED5HHAXVB03 ED5HHAXVL00 ED5HHAXVL01 ED5HHAXVL02 ED5HHAXVL03 ED5HHAXVQ00 ED5HHAXVQ01 ED5HHAXVQ02 ED5HHAXVQ03 ED5HV
Details: {"Best Sellers Rank": {"Parts & Accessories": 199094, "Tools & Home Improvement": 1383074}, "Date First Available": "November 26, 2019", "Manufacturer": "ForeverPRO", "Part Number": "FP-W10271507"}
Store: ForeverPRO
Average rating: 3.3
Rating count: 2
Price: 218.82

Known limitations

41.8% of the searches (2091 of 5000) are answerable without seeing the query product. They name something only the match has, with no back-reference such as "this" or "instead". Rows like that can be satisfied by lexical matching alone, so they exercise a retrieval model's instruction-conditioning far less than the rest, and the number is measured on this exact file rather than estimated.

The measure counts a search as answerable alone when it uses a word the match's record has and the query's does not, and contains no back-reference from the set this, these, it, that, same, my, mine, matching, cheaper, instead, version, than, but, another, similar, compatible, fits. A stricter variant, dropping the last eight of those, is quoted below where marked.

Two things this is not caused by, both measured at n=5,000 rather than guessed.

Keyword quality. Splitting rows by whether the triplet's keywords name a real product attribute or seller boilerplate: 32% versus 33%. No effect.

The demonstrations' product domain. An earlier run over these same triplets, differing only in using Amazon Office Products demonstrations, scored 28.6% against this pool's 41.8% on the measure above, or 32.1% against 54.1% on the strict variant. Either way the FashionIQ pool is worse, and the difference tracks whether the demonstration searches contain a back-reference at all rather than what they are about: the Office pool included "tape for this" and "pouches for this", while FashionIQ relative captions never say "this" because the reference image is implicit in that interface.

Many of the keywords the heuristic matched on are seller boilerplate rather than product attributes, for example genuine replacement part or 1 year warranty. Those triplets encode no real relation between query and match. The raw file under raw/ carries the keywords field if you want to filter on it.