qid string | query string | subset string | answer_count int64 |
|---|---|---|---|
1 | I'm looking for businesses within 9 km northwest of 39.876110, -75.111982 that are categorized under Hair Salons and Tanning, offer takeout, and are highly rated for deep tissue massage. | Geo_Text | 1 |
2 | Are there any bars or restaurants within 3 km of 39.906118,-86.050079 that offer delivery and are known for friendly bartenders and caring, customer-focused management? | Geo_Text | 1 |
3 | Can you find places in Indiana, within 9 km northwest of Singtee, that are bakeries or cupcake shops as well as ice cream shops, and that offer banana ice cream with cheesecake mix-ins? | Geo_Text | 1 |
4 | What new Canadian nightlife spots with live music are closest to Alberta Furnace Cleaning at 53.561941, -113.566625? | Geo_Text | 1 |
5 | I'm trying to find businesses within 10 km of the US Post Office at 43.592537,-116.313423 that provide physical therapy and affordable monthly unlimited chiropractic adjustments, are currently open, accept walk-ins, have short waits, and offer effective pain relief. | Geo_Text | 1 |
6 | Which businesses in St. Petersburg, Florida, within 6.0 km of China King (27.858162, -82.832337), listed under Hotels & Travel and Vacation Rental Agents, stand out as top real estate agents for relocation guidance and seamless home-buying support? | Geo_Text | 1 |
7 | Can you point me to coffee and tea shops in LA within 7 km of 30.056938,-90.201198 that are known for friendly service, delicious food, and affordable prices? | Geo_Text | 6 |
8 | Which fast-food restaurants with free Wi-Fi within 8 km of Banana Republic Factory Store (36.203507, -86.694799) offer loyalty programs with Tuesday double points and free meal rewards? | Geo_Text | 1 |
9 | Which wheelchair-accessible nightlife spots closest to 29.955784, -90.075562 are small, cozy lounges with super friendly staff and a welcoming, casual-classy vibe? | Geo_Text | 1 |
10 | What businesses in Goleta, categorized under Food and Seafood and closest to 34.396715,-119.765035, are known for great views, consistently good food, and clean interiors? | Geo_Text | 1 |
11 | I'm looking for Vietnamese bubble tea shops and pho restaurants in California within 3 km of 34.410316,-119.899123 that offer fast, attentive service, quick seating, consistent menu availability, and fair portions. | Geo_Text | 1 |
12 | Which Fitness & Instruction or Health & Medical businesses closest to Richard D Snitzer, DMD (38.587597, -90.406010) have at least 4.0 stars and staff who take their time, adjust pressure, ease into stretches, and work well for first-timers or very flexible clients? | Geo_Text | 1 |
13 | Can you find shopping or home & garden businesses south of Sweet Things Cupcake Shoppe (32.342346,-111.014010) within 7.0 km, rated at least 3.5 stars, that are HVAC companies offering rapid emergency AC repair with Sunday availability and quick response during heatwaves? | Geo_Text | 1 |
14 | What accessories and shoe stores within 2 km of The Lego Store, rated at least 4.0 stars, offer a wide selection of stylish, comfortable, non-synthetic leather stilettos for around $55? | Geo_Text | 1 |
15 | Which open Japanese restaurants are closest to Lam Lua Massage & Foot Spa at 38.586179, -89.983679? | Geo_Text | 1 |
16 | I'm looking for coffee shops within 9 km of The Westin Tampa Bay that are in the Home & Garden and Interior Design categories, offer takeout, have skilled baristas, and serve standout signature hot coffee. | Geo_Text | 1 |
17 | Are there any coffee, tea, and smoothie shops within 9.0 km of 38.696241, -90.344142 with at least 3.5 stars, friendly staff, flavorful smoothies, and a no-hassle remake policy if a drink turns out bad? | Geo_Text | 1 |
18 | What businesses south of 43.629844, -116.257813 within 8 km offer pet sitting services and have a price range of 2 or less? | Geo_Text | 1 |
19 | Which halal businesses within 9 km of Artists' House Gallery in Philadelphia (39.951508, -75.143344) serve authentic kebabs, are open now and late, and are known for exceptional flavor and warm, friendly service? | Geo_Text | 5 |
20 | Can you find open Automotive or Local Services businesses east of Todays Nails within 9 km that are print shops known for amazing service and precise order accuracy on banners, signs, and general print jobs? | Geo_Text | 1 |
21 | Which Food and Nightlife businesses southeast of 27.868602, -82.786888 within 10 km are Italian restaurants with at least 4.0 stars, flavorful pasta, and prompt, reliable service? | Geo_Text | 1 |
22 | What beer bars with on-site breweries in Alberta, within 10 km of Alberta Furnace Cleaning, offer beer tours and brew refreshing summer beers similar to Alley Kat Aprikat? | Geo_Text | 1 |
23 | Which Food and Restaurants businesses in Palm Harbor, west of 28.081536,-82.614139 within 9 km, have great bang bang-style shrimp, moist crab hush puppies, and crispy Brussels sprouts with goat cheese and balsamic? | Geo_Text | 1 |
24 | Which open smokehouse and barbecue restaurants within 8.0 km of Healthy Soul Indy are known for turkey ribs, tender brisket, and tasty mac and green beans? | Geo_Text | 1 |
25 | I'm looking for wheelchair-accessible caterers in downtown Indianapolis within 9 km of 39.820213,-86.098174 that offer budget-friendly family-style meals, flexible booking, and large-group party accommodations. | Geo_Text | 1 |
26 | What Asian Fusion restaurants with at least 4.0 stars can I find within 8 km west of 40.008528, -75.215654 that are known for high-quality food, friendly, excellent service, and great value? | Geo_Text | 5 |
27 | Which tea shops in the Coffee & Tea category within 9 km of 38.696241,-90.344142 offer fast to-go service and clear ordering lines so you can avoid long waits? | Geo_Text | 1 |
28 | Can you find Auto Parts & Supplies businesses in Franklin within 6 km southwest of 35.926240,-86.856769 that are known for outstanding customer service and knowledgeable staff who go above and beyond? | Geo_Text | 2 |
29 | Which Health & Medical veterinarians or pet groomers that accept credit cards are within 9 km southeast of Olde Indian Valley Inn and known for gentle, stress-free care for senior dogs? | Geo_Text | 1 |
30 | I'm looking for businesses in Reno, southeast of The Biggest Little Cake Shoppe within 9 km, that offer toddler art classes with patient instructors, age-based groups, a strong sick policy, and a focus on socialization and coordination. | Geo_Text | 1 |
31 | What businesses in Brentwood, categorized under Shopping and Jewelry, with helpful, knowledgeable, and pleasant service professionals, are closest to 36.011932,-86.755109? | Geo_Text | 1 |
32 | Which cafes or popcorn shops in Indianapolis within 6 km of 39.899368,-86.174400 are good lunch spots with beautiful decor, friendly service, refreshing drinks, delicious food, and patio seating? | Geo_Text | 1 |
33 | What businesses in Illinois offer walking tours with accurate, engaging guides who follow Troy's books, ideally led by Luke, and are closest to 38.835702, -90.151248? | Geo_Text | 1 |
34 | Which businesses categorized as Sushi Bars and Restaurants, with good sushi and good service, are closest to Sumner Skate Zone (36.345569, -86.530520)? | Geo_Text | 1 |
35 | What Missouri businesses in the Nightlife and American (New) categories serve freshly breaded chicken tenders with very spicy sauce and are closest to 38.748740,-90.233364? | Geo_Text | 1 |
36 | Can you find Greek restaurants in Santa Barbara within 5 km of Today's Nails that are known for fresh Greek salad, excellent chicken kabob, and great service for dinner? | Geo_Text | 1 |
37 | Which businesses in Penn Valley that provide chiropractic and massage therapy are closest to Dental Arts of Drexel Hill at 39.953007,-75.322952? | Geo_Text | 1 |
38 | What Local Services or Laundry Services businesses, specifically laundromats with at least 4 stars, offer quick machines and about a 1-hour turnaround nearest to 38.786131,-90.389763? | Geo_Text | 1 |
39 | Which businesses in the Shopping and Cosmetics & Beauty Supply categories allow outdoor smoking and are closest to 32.246918, -110.860133? | Geo_Text | 1 |
40 | Can you find kid-friendly food courts with food trucks within 10 km of Ambrosia Ristorante BYOB that are known for great pork katsu and short wait times? | Geo_Text | 1 |
41 | What Local Flavor businesses in California within 1.0 km of Today's Nails (34.440693, -119.731681) offer toddler music classes with an engaging teacher, songs kids sing at home, and late-morning sessions that help with naps? | Geo_Text | 1 |
42 | Which Arizona contractors specializing in quartz countertop fabrication are northeast of 32.283827,-111.074375 within 9 km and known for professional service plus about a 4-day turnaround from measurement to installation? | Geo_Text | 1 |
43 | Can you find Nevada businesses in the Antiques and Shopping categories northeast of The Biggest Little Cake Shoppe within 6 km that support homeless causes, are honest, do not upcharge clothing brands, and always have new items to discover? | Geo_Text | 1 |
44 | Which open chicken shops closest to 39.952186,-75.261941 are known for consistently very good experiences that keep guests coming back? | Geo_Text | 1 |
45 | What salad places that accept reservations are closest to 28.097725,-82.67355? | Geo_Text | 1 |
46 | Which businesses in Old City are Italian restaurants and wine bars with at least 3.5 stars, excellent wine flights, especially rose flights, and are closest to Artists' House Gallery? | Geo_Text | 1 |
47 | Are there any diners within 9 km of lat 38.803976, lng -90.307201 that accept reservations and accommodate off-menu requests, including gyro omelets made with egg whites and feta? | Geo_Text | 1 |
48 | Which American (Traditional) restaurants with at least 4.5 stars are within 6.0 km east of Silo Coffee + Goods (38.649977, -90.260194) and offer lunch with large, fresh chef salads, homemade sides like garlic bread, low prices, and fast call-ahead pickup? | Geo_Text | 1 |
49 | What open home window tinting providers closest to 39.634122, -86.104987 are known for professional, friendly staff, quick turnaround, and a strong warranty history? | Geo_Text | 1 |
50 | Which Japanese sushi bars with at least 4.5 stars closest to Artists' House Gallery (39.951508, -75.143344) offer vegan cucumber-for-rice rolls, good spicy vegan rolls and avocado rolls, and tasty vegetarian buns? | Geo_Text | 1 |
51 | Can you find businesses in Shopping and Juice Bars & Smoothies within 8 km of 27.873766,-82.577883, rated at least 4 stars, with knowledgeable staff and a wide selection of zero-carb, zero-sugar, zero-fat protein powders? | Geo_Text | 1 |
52 | Which traditional Mexican restaurants in Indiana, within 9 km west of the Subway at 39.609239,-86.158007, have terrific salsa and unique veggie enchiladas? | Geo_Text | 1 |
53 | What businesses in the Salad and Delis category northeast of Hampton's Market within 9 km accept reservations and offer fresh made-to-order sandwiches, customizable sides, soups, salads, and baked potatoes with friendly service? | Geo_Text | 1 |
54 | Which American (Traditional) restaurants east of Silo Coffee + Goods (38.649977, -90.260194) within 6 km, rated at least 4.5 stars, are known for BLT sandwiches with lots of bacon? | Geo_Text | 1 |
55 | Are there any pet stores or pet groomers with at least 3.5 stars within 7 km of Richard D Snitzer, DMD that offer one-on-one dog grooming with no cages, finished in about an hour, and friendly service? | Geo_Text | 1 |
56 | Can you find businesses in Indiana within 4 km of 39.826852,-86.012616, in the Arts & Entertainment or Amateur Sports Teams categories, that have a Pump It Up Exceed machine and 50-cent games? | Geo_Text | 1 |
57 | I'm looking for businesses within 9 km of Asian Chao (28.190847, -82.390642) that are open now, offer home window tinting and auto customization, and whose current listing is at 1642 Land O Lakes Blvd, Lutz, FL after relocating from Holiday. | Geo_Text | 1 |
58 | What businesses closest to Windsor (39.909046, -86.066540) are open American (Traditional) nightlife venues and casual chain restaurants like Applebee's, with diverse crowds, mozzarella sticks, cold beers, and TVs for watching games? | Geo_Text | 1 |
59 | Which BBQ caterers within 9.0 km of 39.773796,-86.179609 offer delivery and are known for tasty beef and pork, beans that don’t taste canned, and sweet potato pie that isn’t heavy on nutmeg? | Geo_Text | 1 |
60 | What dentists or general dentistry practices with at least 3.5 stars are within 6 km east of Walgreens at 39.911207,-86.221630? | Geo_Text | 5 |
61 | Can you find Specialty Food businesses in Idaho, within 9 km west of Massage Thyme, that offer delicious keto-friendly donuts, cookies, and bowls? | Geo_Text | 1 |
62 | Which open pizza restaurants within 9 km of 38.525808,-90.344534 are known for generous sauce, balanced seasoning, a moist crust, and garlic that doesn’t overpower everything? | Geo_Text | 2 |
63 | I'm looking for open businesses in the Coffee & Tea and Restaurants categories that are small coffee shops in St. Pete, within 10 km east of 27.724554,-82.738862, with outdoor seating and friendly, knowledgeable staff. | Geo_Text | 1 |
64 | Which Italian businesses with at least 3.5 stars are closest to Artists' House Gallery (39.951508, -75.143344) and offer extensive wines on draft, a skilled sommelier, special half-price wine events, and a romantic vibe? | Geo_Text | 1 |
65 | What open businesses categorized under both Fashion and Accessories can I find within 5 km of 36.174445, -86.712050 near Green Hills Mall that offer at least 30% off new collection items? | Geo_Text | 1 |
66 | Can you find emergency plumbers in Philadelphia within 3 km of 39.965470,-75.166794 that respond quickly, communicate clearly, handle full-service sewer line repair including permits and excavation, and also offer both Excavation Services and Lighting Fixtures & Equipment? | Geo_Text | 1 |
67 | What Thai restaurants in Pennsylvania, located northeast of Dental Arts of Drexel Hill within 7 km, offer takeout along with friendly, thoughtful service and consistent quality? | Geo_Text | 2 |
68 | Which Arizona businesses northeast of 32.283827,-111.074375 within 9 km are in Home Services and Contractors and offer granite countertop and backsplash installation with timely, professional service and helpful guidance for first-time customers? | Geo_Text | 1 |
69 | Which Local Services businesses with a price range of 2 or less are closest to 39.928981,-74.971977 and provide trusted tailoring for quality hemming and alterations on lined suit pants, with fast turnaround and fair prices? | Geo_Text | 1 |
70 | What cosmetology or specialty schools with at least 4.5 stars are closest to Olde City Taxi (40.027226, -75.041447) and offer affordable beauty school salon services with instructor supervision and friendly staff? | Geo_Text | 1 |
71 | Which breakfast and brunch restaurants within 6 km of Duke's Boxing and Fitness offer free Wi-Fi and are known for warm, welcoming staff who remember regulars and provide consistently attentive service? | Geo_Text | 1 |
72 | What open businesses in the department store and jewelry categories are closest to 27.796501, -82.736012? | Geo_Text | 1 |
73 | Which pool halls with free Wi-Fi are closest to the White Castle at 38.683125, -90.013400? | Geo_Text | 1 |
74 | Which Beauty & Spas tattoo shops with at least 3.5 stars are located southeast of Twin Peaks (30.002008, -90.182778) within 10 km and known for super clean studios, a great vibe, and artists who consistently deliver high-quality pieces? | Geo_Text | 1 |
75 | Can you find nightlife venues within 9 km of 39.777710,-75.731726 that serve beer and wine, are lively and family-friendly, have fun activities and good beer, and consistently serve good food? | Geo_Text | 1 |
76 | What Asian Fusion or American (New) restaurants with at least 4.5 stars can I find within 8 km southeast of 34.455889, -119.747217 that are family-friendly and known for outstanding food? | Geo_Text | 1 |
77 | Which businesses closest to 39.952186,-75.261941 are open chicken shops and BYOB Korean all-you-can-eat BBQ spots with great meat variety, good sides, and friendly service? | Geo_Text | 1 |
78 | What businesses in Gift Shops or Flowers & Gifts, with a price range of 2 or less, are closest to Bob's Bug Barn (32.163451, -110.896930)? | Geo_Text | 1 |
79 | Which hole-in-the-wall Chinese restaurants within 9 km of 38.530558,-90.301866 have at least 3.5 stars, great hot braised chicken sauce on the side, and good chicken fried rice? | Geo_Text | 1 |
80 | Which Juice Bars & Smoothies businesses with at least 3.5 stars are within 9 km of 43.628128,-116.336563 and offer great boba drinks, including chai or blended options, at good prices? | Geo_Text | 1 |
81 | Can you find wheelchair-accessible Home Services businesses within 8 km of 39.946757,-75.133065 that offer water heater installation or repair, with fast service and minimal waiting time, ideally in and out within 15 minutes? | Geo_Text | 1 |
82 | Which hair salons with at least 4.0 stars are within 6 km east of World of Beer (27.920991, -82.327810) and have stylists skilled at precise cuts for very picky clients? | Geo_Text | 5 |
83 | What kid-friendly Home & Garden furniture stores within 9 km southeast of Walgreens at 39.911207,-86.221630 offer unique, clever, artful, non-mainstream gifts? | Geo_Text | 1 |
84 | Can you find Illinois businesses in the Bars or Shopping categories, within 4.0 km southwest of Shogun Japanese Steakhouse, that are retailers with patient, informative staff who take time to answer questions before a purchase? | Geo_Text | 1 |
85 | What aromatherapy shops without Wi-Fi are closest to 36.148912,-86.684481 and have helpful, nonjudgmental staff who are welcoming to beginners? | Geo_Text | 1 |
86 | Which dentists that are currently open are closest to 39.885186,-75.328507 and have very professional staff skilled at treating tooth decay and restoring confident smiles? | Geo_Text | 1 |
87 | What 4.5+ star auto glass shops east of Thulasi within 10 km respond quickly and offer affordable quotes for side window repair? | Geo_Text | 1 |
88 | Which breakfast and brunch restaurants in Santa Barbara, within 6 km of 34.417955,-119.889870, are rated at least 3.5 stars and known for great service and generous portions? | Geo_Text | 5 |
89 | What vegan Mediterranean restaurants in the Wraps category are within 4 km east of 27.945675, -82.302651 and offer fresh made-to-order dishes plus plenty of vegetarian and gluten-free options? | Geo_Text | 1 |
90 | Which tire or auto repair shops with at least 3.5 stars are within 4.0 km south of Jimmy John's (38.625102,-90.515444), are honest and affordable, and quickly fix minor issues without upselling? | Geo_Text | 1 |
91 | What adorable coffee shops in St. Pete, in both the Local Flavor and Coffee & Tea categories, with no Wi-Fi, are closest to Taps & Tequila (27.771333, -82.651440) and known for delicious coffee? | Geo_Text | 1 |
92 | Which coffee shops in the Food category in Saint Petersburg, near downtown St. Pete and within 9.0 km of 27.714265,-82.668166, are known for excellent frappes with fresh espresso shots and great whipped cream? | Geo_Text | 1 |
93 | Can you find specialty food butcher shops within 9 km southwest of 39.789639,-86.084323 that serve beer and wine, offer warm, friendly service, and have staff who confidently recommend their favorite menu items? | Geo_Text | 2 |
94 | What psychics and tarot readers in Arizona, within 9 km south of the Viva La Local Food Festival (32.289929, -110.956364), offer supernatural readings and are known for accurate, insightful sessions that tell you what you need to hear? | Geo_Text | 1 |
95 | Which restaurants within 10 km of Richard D Snitzer, DMD have a DJ, offer great pineapple hookahs, and have helpful staff who can advise on flavors? | Geo_Text | 1 |
96 | What businesses in the Fitness & Instruction and Beauty & Spas categories, with a price range of 2 or less, are within 7 km of 27.986925, -82.647839? | Geo_Text | 1 |
97 | Can you find businesses in New Jersey within 9.0 km of 39.859056,-75.028239 that are oil change stations or auto parts and supplies? | Geo_Text | 10 |
98 | What open bubble tea places in the Food category within 10 km of 27.952212,-82.550565 offer real, non-powdery taro milk tea, soft boba, fast service, and customizable sugar and ice levels? | Geo_Text | 1 |
99 | What businesses that are open and categorized under Event Planning & Services and Caterers are within 9 km southwest of 39.836140,-86.130983? | Geo_Text | 8 |
100 | Which Cajun/Creole and seafood restaurants with at least 4 stars are closest to 29.927566,-90.063130 and are dog-friendly neighborhood spots with exceptionally accommodating staff and great poboys? | Geo_Text | 1 |
End of preview. Expand in Data Studio
HeterQA
HeterQA is an 857-question benchmark for record-level retrieval over multiple heterogeneous sources. In this Yelp instantiation, target records are businesses and queries combine record fields with review text, photos, spatial constraints, and graph-derived evidence.
This hosted release contains HeterQA annotations and benchmark metadata only. It does not redistribute original Yelp reviews, photos, full business records, or other Yelp source content. Users who need to reconstruct full retrieval indexes must obtain the Yelp Open Dataset separately and comply with its terms.
Files
data/queries.jsonl: released questions and subset labels.data/answers.jsonl: certified answer sets using Yelpbusiness_id. Query IDs are stable natural identifiers from1to857; internal generated IDs, timestamps, and run suffixes are not released.data/qrels/test.tsv: BEIR-style relevance judgments.data/evidence.jsonl: structured answer-level evidence summaries. Review text evidence uses Yelpreview_idlocators when recoverable, not raw review content.data/source_manifest.json: provenance and release scope.metadata/croissant.json: Croissant metadata.schemas/*.schema.json: JSON Schemas for the JSONL files.METHOD.md: extraction, evidence, and redaction protocol.
Relationship to Yelp
HeterQA is an annotation layer over the Yelp Open Dataset. This repository keeps
Yelp business_id values as answer identifiers so users can reconstruct the
retrieval corpus after obtaining the Yelp source data separately.
To use HeterQA with Yelp records:
- Download the Yelp Open Dataset from Yelp and follow Yelp's terms of use.
- Load
yelp_academic_dataset_business.jsonand join bybusiness_id. - Load
yelp_academic_dataset_review.jsonif your experiment needs review text. Review-text evidence locators join through Yelpreview_idandbusiness_id. - Load
photos.jsonand photo files named byphoto_idif your experiment needs image evidence.
This repository does not include Yelp reviews, photos, full business profiles, addresses, user data, or local source paths.
Intended Use
The dataset is intended for evaluating record-level retrieval systems that must return certified target records from heterogeneous evidence. It is not intended for production recommendation, business-quality claims, user profiling, or redistribution of Yelp source content.
License Scope
CC-BY-4.0 applies only to HeterQA annotations and metadata created by the authors. It does not apply to the original Yelp Open Dataset or any Yelp source content.
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