Datasets:

MilaWang
/

SpatialEval

id stringlengths 15 28	text stringlengths 619 4.58k	oracle_answer stringclasses 308 values	oracle_option stringclasses 4 values	oracle_full_answer stringclasses 550 values
spatialmap.tqa.2000.0	Consider a map with multiple objects: Police Supply Store is in the map. Narwhal's Novelties is to the Northwest of Police Supply Store. Coral Crafts is to the Northwest of Narwhal's Novelties. Coral Crafts is to the Northwest of Police Supply Store. Planetarium Prints is to the Southeast of Coral Crafts. Planetari...	Northeast	A	A. Northeast
spatialmap.tqa.2001.0	Consider a map with multiple objects: Tremor Toys is in the map. Fresh Foods is to the Northeast of Tremor Toys. Salmon Sushi is to the Northeast of Fresh Foods. Salmon Sushi is to the Northeast of Tremor Toys. Recycle Center is to the Northeast of Fresh Foods. Recycle Center is to the Southeast of Salmon Sushi. W...	Southeast	C	C. Southeast
spatialmap.tqa.2002.0	Consider a map with multiple objects: Iris's Ice Skates is in the map. Dolphin's Dresses is to the Southwest of Iris's Ice Skates. Mordor Supplies is to the Northwest of Iris's Ice Skates. Mordor Supplies is to the Northeast of Dolphin's Dresses. Art Supplies is to the Southwest of Iris's Ice Skates. Art Supplies i...	Northeast	B	B. Northeast
spatialmap.tqa.2003.0	Consider a map with multiple objects: Recycle Center is in the map. Sally's Salon is to the Southeast of Recycle Center. Andy's Autos is to the Northwest of Sally's Salon. Andy's Autos is to the Southeast of Recycle Center. Unicorn Umbrellas is to the Northwest of Sally's Salon. Unicorn Umbrellas is to the Southwes...	Northeast	C	C. Northeast
spatialmap.tqa.2004.0	Consider a map with multiple objects: Mantis Maternity is in the map. Zodiac Zumba is to the Northeast of Mantis Maternity. Raven's Records is to the Northwest of Mantis Maternity. Raven's Records is to the Northwest of Zodiac Zumba. Prairie Provisions is to the Southeast of Raven's Records. Prairie Provisions is t...	Northwest	C	C. Northwest
spatialmap.tqa.2005.0	Consider a map with multiple objects: Zephyr Zucchini is in the map. Factory Finds is to the Northeast of Zephyr Zucchini. Mantis's Maps is to the Northwest of Factory Finds. Mantis's Maps is to the Northeast of Zephyr Zucchini. Hogwarts Magic Supplies is to the Southwest of Factory Finds. Hogwarts Magic Supplies i...	Northwest	C	C. Northwest
spatialmap.tqa.2006.0	Consider a map with multiple objects: Fresh Foods is in the map. Factory Finds is to the Northeast of Fresh Foods. Wonders Candle Shop is to the Southeast of Factory Finds. Wonders Candle Shop is to the Northeast of Fresh Foods. Lumber's Marketplace is to the Northwest of Fresh Foods. Lumber's Marketplace is to the...	Southeast	D	D. Southeast
spatialmap.tqa.2007.0	Consider a map with multiple objects: Arctic Apparel is in the map. Hummingbird Hats is to the Northwest of Arctic Apparel. Umbrella Universe is to the Southwest of Hummingbird Hats. Umbrella Universe is to the Southwest of Arctic Apparel. Xenopus's Xylophones is to the Northeast of Umbrella Universe. Xenopus's Xyl...	Northwest	D	D. Northwest
spatialmap.tqa.2008.0	Consider a map with multiple objects: Wonderland Gifts is in the map. Umbrella Universe is to the Southwest of Wonderland Gifts. Planetarium Prints is to the Southeast of Wonderland Gifts. Planetarium Prints is to the Northeast of Umbrella Universe. Cheetah's Chocolates is to the Southwest of Planetarium Prints. Ch...	Southwest	A	A. Southwest
spatialmap.tqa.2009.0	Consider a map with multiple objects: Safari Supplies is in the map. Bolt Books is to the Southwest of Safari Supplies. Tiger's Tapestries is to the Southwest of Safari Supplies. Tiger's Tapestries is to the Southeast of Bolt Books. Quail's Quilts is to the Northwest of Safari Supplies. Quail's Quilts is to the Nor...	Southwest	A	A. Southwest
spatialmap.tqa.2010.0	Consider a map with multiple objects: Dolphin's Dresses is in the map. Jasmine's Jewellery is to the Northeast of Dolphin's Dresses. Lynx's Luxury Linens is to the Northeast of Dolphin's Dresses. Lynx's Luxury Linens is to the Southwest of Jasmine's Jewellery. Cavern Curiosities is to the Southeast of Jasmine's Jew...	Northwest	A	A. Northwest
spatialmap.tqa.2011.0	Consider a map with multiple objects: Iguana Ice Skates is in the map. Peet's Coffee is to the Northwest of Iguana Ice Skates. Salmon Sushi is to the Southeast of Peet's Coffee. Salmon Sushi is to the Southeast of Iguana Ice Skates. Coral Crafts is to the Southwest of Salmon Sushi. Coral Crafts is to the Southeast ...	Northeast	C	C. Northeast
spatialmap.tqa.2012.0	Consider a map with multiple objects: Hippopotamus's Hats is in the map. Yacht Club is to the Southeast of Hippopotamus's Hats. Warrior's Memorial is to the Southeast of Hippopotamus's Hats. Warrior's Memorial is to the Northeast of Yacht Club. Koala's Kitchenware is to the Southeast of Hippopotamus's Hats. Koala's...	Northwest	D	D. Northwest
spatialmap.tqa.2013.0	Consider a map with multiple objects: AquaWorld Aquarium is in the map. Ocelot's Office Ornaments is to the Northwest of AquaWorld Aquarium. Frost Funhouse is to the Northeast of Ocelot's Office Ornaments. Frost Funhouse is to the Northwest of AquaWorld Aquarium. Quail's Quilts is to the Southwest of Frost Funhouse...	Southwest	D	D. Southwest
spatialmap.tqa.2014.0	Consider a map with multiple objects: Eagle's Eclectic Emporium is in the map. Tundra Treasures is to the Northwest of Eagle's Eclectic Emporium. Beaver's Bakery is to the Northeast of Tundra Treasures. Beaver's Bakery is to the Northeast of Eagle's Eclectic Emporium. Solarium Sweets is to the Northeast of Eagle's ...	Northeast	B	B. Northeast
spatialmap.tqa.2015.0	Consider a map with multiple objects: Aardvark's Apparel is in the map. Koala's Kitchenware is to the Southeast of Aardvark's Apparel. Asgard Armory is to the Northeast of Aardvark's Apparel. Asgard Armory is to the Northwest of Koala's Kitchenware. Taylor's Tailor is to the Northeast of Aardvark's Apparel. Taylor'...	Northeast	C	C. Northeast
spatialmap.tqa.2016.0	Consider a map with multiple objects: Quokka's Quilts is in the map. Tiger's Tapestries is to the Northeast of Quokka's Quilts. Leopard's Liquor is to the Southeast of Tiger's Tapestries. Leopard's Liquor is to the Southeast of Quokka's Quilts. Pawn Stars is to the Northeast of Tiger's Tapestries. Pawn Stars is to ...	Northeast	A	A. Northeast
spatialmap.tqa.2017.0	Consider a map with multiple objects: Leopard's Liquor is in the map. Dingo's Drones is to the Northwest of Leopard's Liquor. Unicorn's Utensils is to the Northwest of Leopard's Liquor. Unicorn's Utensils is to the Northeast of Dingo's Drones. Swamp Supplies is to the Southwest of Unicorn's Utensils. Swamp Supplies...	Northwest	D	D. Northwest
spatialmap.tqa.2018.0	Consider a map with multiple objects: Campsite Comforts is in the map. Shire Wines is to the Northwest of Campsite Comforts. Leopard's Liquor is to the Northwest of Campsite Comforts. Leopard's Liquor is to the Northeast of Shire Wines. Ursa Uniforms is to the Southwest of Leopard's Liquor. Ursa Uniforms is to the ...	Northeast	B	B. Northeast
spatialmap.tqa.2019.0	Consider a map with multiple objects: Bookmark Bookstore is in the map. Safari Supplies is to the Northwest of Bookmark Bookstore. Gotham City Games is to the Southeast of Safari Supplies. Gotham City Games is to the Southeast of Bookmark Bookstore. Titan Tailoring is to the Southeast of Bookmark Bookstore. Titan T...	Northwest	B	B. Northwest
spatialmap.tqa.2020.0	Consider a map with multiple objects: Penguin's Paintings is in the map. Mantis Maternity is to the Northeast of Penguin's Paintings. Nightingale Novelties is to the Northeast of Penguin's Paintings. Nightingale Novelties is to the Southeast of Mantis Maternity. Flamingo's Films is to the Southeast of Mantis Matern...	Northeast	C	C. Northeast
spatialmap.tqa.2021.0	Consider a map with multiple objects: Buffalo's Books is in the map. Silo Surprises is to the Southeast of Buffalo's Books. Hummingbird Hats is to the Northwest of Buffalo's Books. Hummingbird Hats is to the Northwest of Silo Surprises. Marina Market is to the Southwest of Buffalo's Books. Marina Market is to the S...	Southeast	C	C. Southeast
spatialmap.tqa.2022.0	Consider a map with multiple objects: Flamingo's Films is in the map. Shire Wines is to the Northwest of Flamingo's Films. Dragon Dancewear is to the Northwest of Flamingo's Films. Dragon Dancewear is to the Northeast of Shire Wines. Hummingbird Hats is to the Southwest of Shire Wines. Hummingbird Hats is to the So...	Southwest	C	C. Southwest
spatialmap.tqa.2023.0	Consider a map with multiple objects: Skating Rink Resale is in the map. Camelot Antiques is to the Northwest of Skating Rink Resale. Food Court Frenzy is to the Southwest of Skating Rink Resale. Food Court Frenzy is to the Southeast of Camelot Antiques. Solarium Sweets is to the Southeast of Camelot Antiques. Sola...	Southwest	A	A. Southwest
spatialmap.tqa.2024.0	Consider a map with multiple objects: Wonders Candle Shop is in the map. Fred's Fishing Supplies is to the Southwest of Wonders Candle Shop. Safari Supplies is to the Northeast of Fred's Fishing Supplies. Safari Supplies is to the Southeast of Wonders Candle Shop. Yak's Yarns is to the Northeast of Fred's Fishing S...	Northeast	D	D. Northeast
spatialmap.tqa.2025.0	Consider a map with multiple objects: Yak Yarns is in the map. Xenon Xylophones is to the Southeast of Yak Yarns. Karl's Kites is to the Northwest of Yak Yarns. Karl's Kites is to the Northwest of Xenon Xylophones. Jaguar's Jewellery is to the Northwest of Yak Yarns. Jaguar's Jewellery is to the Southeast of Karl's...	Northeast	C	C. Northeast
spatialmap.tqa.2026.0	Consider a map with multiple objects: Vulture's Vinyl Records is in the map. Pool Hall Provisions is to the Northeast of Vulture's Vinyl Records. Star Tech Store is to the Southwest of Pool Hall Provisions. Star Tech Store is to the Northeast of Vulture's Vinyl Records. Sea Breeze Seafood is to the Northeast of Sta...	Southwest	D	D. Southwest
spatialmap.tqa.2027.0	Consider a map with multiple objects: Ursa Uniforms is in the map. Miniature Golf Mart is to the Northeast of Ursa Uniforms. Bountiful Brunch Spot is to the Southeast of Ursa Uniforms. Bountiful Brunch Spot is to the Southwest of Miniature Golf Mart. Greg's Gardening Goods is to the Southwest of Miniature Golf Mart...	Northwest	B	B. Northwest
spatialmap.tqa.2028.0	Consider a map with multiple objects: Quasar Quilts is in the map. Swamp Supplies is to the Northeast of Quasar Quilts. Marshland Mart is to the Southeast of Swamp Supplies. Marshland Mart is to the Southeast of Quasar Quilts. Vulture's Vinyl Records is to the Northeast of Quasar Quilts. Vulture's Vinyl Records is ...	Southeast	B	B. Southeast
spatialmap.tqa.2029.0	Consider a map with multiple objects: Xerus's X-mas Decorations is in the map. Falcon's Florist is to the Northwest of Xerus's X-mas Decorations. Starry Skies Observatory is to the Southwest of Falcon's Florist. Starry Skies Observatory is to the Southwest of Xerus's X-mas Decorations. Oil Rig Outpost is to the Nor...	Southeast	C	C. Southeast
spatialmap.tqa.2030.0	Consider a map with multiple objects: Cobra's Cameras is in the map. Swamp Supplies is to the Northeast of Cobra's Cameras. Hummingbird Hats is to the Southeast of Cobra's Cameras. Hummingbird Hats is to the Southeast of Swamp Supplies. Violet's Vinyls is to the Southwest of Swamp Supplies. Violet's Vinyls is to th...	Southeast	B	B. Southeast
spatialmap.tqa.2031.0	Consider a map with multiple objects: Water Park Wares is in the map. Molly's Music Store is to the Northwest of Water Park Wares. Carolina Carpets is to the Southeast of Molly's Music Store. Carolina Carpets is to the Northeast of Water Park Wares. Timeless Treasures is to the Southeast of Carolina Carpets. Timele...	Southwest	B	B. Southwest
spatialmap.tqa.2032.0	Consider a map with multiple objects: Tremor Toys is in the map. Bridal Bliss is to the Southeast of Tremor Toys. X-U Souvenirs is to the Southwest of Tremor Toys. X-U Souvenirs is to the Northwest of Bridal Bliss. Grand Central Stationery is to the Northeast of Tremor Toys. Grand Central Stationery is to the North...	Northwest	D	D. Northwest
spatialmap.tqa.2033.0	Consider a map with multiple objects: Stargazer Observatory is in the map. Warrior's Memorial is to the Northeast of Stargazer Observatory. Factory Finds is to the Northeast of Stargazer Observatory. Factory Finds is to the Southeast of Warrior's Memorial. Old Town Artisanal Bakery is to the Northeast of Warrior's ...	Northeast	A	A. Northeast
spatialmap.tqa.2034.0	Consider a map with multiple objects: Children's Choice Toys is in the map. Star Tech Store is to the Northeast of Children's Choice Toys. City Furnishings is to the Southwest of Star Tech Store. City Furnishings is to the Southwest of Children's Choice Toys. Campsite Comforts is to the Southwest of Children's Choi...	Northeast	B	B. Northeast
spatialmap.tqa.2035.0	Consider a map with multiple objects: Picnic Pantry is in the map. Art Supplies is to the Southeast of Picnic Pantry. Cavern Curiosities is to the Northeast of Picnic Pantry. Cavern Curiosities is to the Northwest of Art Supplies. Miner's Market is to the Southeast of Cavern Curiosities. Miner's Market is to the No...	Northwest	D	D. Northwest
spatialmap.tqa.2036.0	Consider a map with multiple objects: Candy Land Confections is in the map. Baker Street Bookstore is to the Northwest of Candy Land Confections. City Furnishings is to the Northwest of Candy Land Confections. City Furnishings is to the Northeast of Baker Street Bookstore. Yak Yarns is to the Northwest of City Furn...	Southwest	A	A. Southwest
spatialmap.tqa.2037.0	Consider a map with multiple objects: Bowling Alley Boutique is in the map. Safari Supplies is to the Northeast of Bowling Alley Boutique. Unicorn's Umbrellas is to the Southwest of Safari Supplies. Unicorn's Umbrellas is to the Northwest of Bowling Alley Boutique. Hundred Acre Woodworks is to the Northeast of Unic...	Southeast	C	C. Southeast
spatialmap.tqa.2038.0	Consider a map with multiple objects: Aardvark's Apparel is in the map. Trail Hiking Gear is to the Southwest of Aardvark's Apparel. Granary Goods is to the Northeast of Trail Hiking Gear. Granary Goods is to the Northwest of Aardvark's Apparel. Arcade Amusements is to the Northeast of Trail Hiking Gear. Arcade Amu...	Southeast	C	C. Southeast
spatialmap.tqa.2039.0	Consider a map with multiple objects: History Buff Bookstore is in the map. Penguin's Paintings is to the Southwest of History Buff Bookstore. Junkyard Jewels is to the Southeast of History Buff Bookstore. Junkyard Jewels is to the Southeast of Penguin's Paintings. Violet's Vinyls is to the Northeast of Penguin's P...	Southeast	A	A. Southeast
spatialmap.tqa.2040.0	Consider a map with multiple objects: Basil's Bakery is in the map. Gazelle's Gadgets is to the Southwest of Basil's Bakery. Olive's Oils is to the Northeast of Gazelle's Gadgets. Olive's Oils is to the Northwest of Basil's Bakery. Pegasus Pet Supplies is to the Southwest of Olive's Oils. Pegasus Pet Supplies is to...	Southeast	A	A. Southeast
spatialmap.tqa.2041.0	Consider a map with multiple objects: Gotham City Games is in the map. Bridal Bliss is to the Southeast of Gotham City Games. Landfill Loot is to the Northeast of Bridal Bliss. Landfill Loot is to the Northeast of Gotham City Games. The Shire Grocery is to the Southwest of Gotham City Games. The Shire Grocery is to...	Northeast	B	B. Northeast
spatialmap.tqa.2042.0	Consider a map with multiple objects: Factory Finds is in the map. Fresh Foods is to the Northeast of Factory Finds. Recycle Center is to the Northwest of Fresh Foods. Recycle Center is to the Northwest of Factory Finds. Fox's Florist is to the Southeast of Factory Finds. Fox's Florist is to the Southeast of Recycl...	Northwest	D	D. Northwest
spatialmap.tqa.2043.0	Consider a map with multiple objects: Dragon Dancewear is in the map. Walrus Watches is to the Northeast of Dragon Dancewear. Nightingale Novelties is to the Northwest of Walrus Watches. Nightingale Novelties is to the Northwest of Dragon Dancewear. The Secret Speakeasy is to the Southwest of Walrus Watches. The Se...	Northeast	C	C. Northeast
spatialmap.tqa.2044.0	Consider a map with multiple objects: Beaver's Bakery is in the map. Xenon Xylophones is to the Northeast of Beaver's Bakery. Botanical Garden Gifts is to the Northeast of Xenon Xylophones. Botanical Garden Gifts is to the Northeast of Beaver's Bakery. Pawn Stars is to the Northwest of Xenon Xylophones. Pawn Stars ...	Southwest	C	C. Southwest
spatialmap.tqa.2045.0	Consider a map with multiple objects: Hawk's Hardware is in the map. Salmon Sushi is to the Northeast of Hawk's Hardware. Umbrella Universe is to the Southwest of Hawk's Hardware. Umbrella Universe is to the Southwest of Salmon Sushi. Trail Hiking Gear is to the Northeast of Umbrella Universe. Trail Hiking Gear is ...	Northeast	C	C. Northeast
spatialmap.tqa.2046.0	Consider a map with multiple objects: Raven's Rations is in the map. Lemur's Lamps is to the Southeast of Raven's Rations. Hundred Acre Woodworks is to the Southeast of Lemur's Lamps. Hundred Acre Woodworks is to the Southeast of Raven's Rations. Unicorn Umbrellas is to the Southeast of Raven's Rations. Unicorn Umb...	Northwest	C	C. Northwest
spatialmap.tqa.2047.0	Consider a map with multiple objects: Hummingbird Hats is in the map. Jane's Jazz Club is to the Northwest of Hummingbird Hats. Giraffe's Guitars is to the Northwest of Hummingbird Hats. Giraffe's Guitars is to the Southwest of Jane's Jazz Club. Water Park Wares is to the Southwest of Jane's Jazz Club. Water Park W...	Southwest	D	D. Southwest
spatialmap.tqa.2048.0	Consider a map with multiple objects: Andy's Autos is in the map. Ursa Uniforms is to the Northeast of Andy's Autos. Ibex Instruments is to the Northwest of Andy's Autos. Ibex Instruments is to the Northwest of Ursa Uniforms. Delilah's Deli is to the Northwest of Ursa Uniforms. Delilah's Deli is to the Northeast of...	Southwest	B	B. Southwest
spatialmap.tqa.2049.0	Consider a map with multiple objects: Factory Finds is in the map. Baker Street Bookstore is to the Northwest of Factory Finds. Walrus Watches is to the Southeast of Baker Street Bookstore. Walrus Watches is to the Northeast of Factory Finds. Old Town Artisanal Bakery is to the Northwest of Walrus Watches. Old Town...	Southeast	A	A. Southeast
spatialmap.tqa.2050.0	Consider a map with multiple objects: Excalibur Exercise is in the map. Xerus's X-mas Decorations is to the Southeast of Excalibur Exercise. Cheetah's Chocolates is to the Southeast of Excalibur Exercise. Cheetah's Chocolates is to the Southwest of Xerus's X-mas Decorations. TV Timeout Station is to the Southwest o...	Northeast	D	D. Northeast
spatialmap.tqa.2051.0	Consider a map with multiple objects: Star Tech Store is in the map. Yeti Yogurt is to the Southwest of Star Tech Store. Yacht Club is to the Southeast of Star Tech Store. Yacht Club is to the Southeast of Yeti Yogurt. Jasmine's Jewellery is to the Southeast of Yeti Yogurt. Jasmine's Jewellery is to the Southeast o...	Northwest	D	D. Northwest
spatialmap.tqa.2052.0	Consider a map with multiple objects: Butcher's Block is in the map. Ian's Ice Cream Shop is to the Northwest of Butcher's Block. Dam Delights is to the Northeast of Ian's Ice Cream Shop. Dam Delights is to the Northeast of Butcher's Block. Iguana Ice Skates is to the Northeast of Ian's Ice Cream Shop. Iguana Ice S...	Southwest	B	B. Southwest
spatialmap.tqa.2053.0	Consider a map with multiple objects: Bongo's Books is in the map. Star Tech Store is to the Northwest of Bongo's Books. Delilah's Deli is to the Southwest of Star Tech Store. Delilah's Deli is to the Northwest of Bongo's Books. Junkyard Jewels is to the Southwest of Star Tech Store. Junkyard Jewels is to the North...	Northwest	D	D. Northwest
spatialmap.tqa.2054.0	Consider a map with multiple objects: Peterson's Pizzeria is in the map. Hummingbird Hats is to the Southeast of Peterson's Pizzeria. Bongo's Books is to the Southeast of Hummingbird Hats. Bongo's Books is to the Southeast of Peterson's Pizzeria. John's Fine Jewellery is to the Southwest of Bongo's Books. John's Fi...	Southeast	D	D. Southeast
spatialmap.tqa.2055.0	Consider a map with multiple objects: Pawn Stars is in the map. Sally's Spa is to the Northeast of Pawn Stars. Pegasus Pet Supplies is to the Southeast of Pawn Stars. Pegasus Pet Supplies is to the Southwest of Sally's Spa. Swamp Supplies is to the Southwest of Pawn Stars. Swamp Supplies is to the Southwest of Sall...	Northeast	B	B. Northeast
spatialmap.tqa.2056.0	Consider a map with multiple objects: Camelot Antiques is in the map. Grizzly Guitars is to the Southeast of Camelot Antiques. Olive's Oils is to the Northwest of Grizzly Guitars. Olive's Oils is to the Northeast of Camelot Antiques. Candy Land Confections is to the Southwest of Olive's Oils. Candy Land Confections...	Northwest	D	D. Northwest
spatialmap.tqa.2057.0	Consider a map with multiple objects: Ursa Uniforms is in the map. Tiger's Tapestries is to the Northeast of Ursa Uniforms. Wild Water Park is to the Southeast of Ursa Uniforms. Wild Water Park is to the Southeast of Tiger's Tapestries. Dam Delights is to the Southwest of Tiger's Tapestries. Dam Delights is to the ...	Northeast	A	A. Northeast
spatialmap.tqa.2058.0	Consider a map with multiple objects: Umbrella Universe is in the map. Narnia Book Nook is to the Southwest of Umbrella Universe. Heron's Handicrafts is to the Northwest of Narnia Book Nook. Heron's Handicrafts is to the Southwest of Umbrella Universe. Bolt Books is to the Northwest of Umbrella Universe. Bolt Books...	Southwest	B	B. Southwest
spatialmap.tqa.2059.0	Consider a map with multiple objects: Arcade Amusements is in the map. Music Maestro Studio is to the Northeast of Arcade Amusements. Bridal Bliss is to the Northwest of Music Maestro Studio. Bridal Bliss is to the Northeast of Arcade Amusements. Jaguar Juice Bar is to the Northeast of Arcade Amusements. Jaguar Jui...	Northeast	B	B. Northeast
spatialmap.tqa.2060.0	Consider a map with multiple objects: Junkyard Jewels is in the map. Basil's Bakery is to the Southeast of Junkyard Jewels. Fishing Frenzy is to the Southwest of Basil's Bakery. Fishing Frenzy is to the Southwest of Junkyard Jewels. Iguana Ice Skates is to the Southeast of Junkyard Jewels. Iguana Ice Skates is to t...	Southeast	A	A. Southeast
spatialmap.tqa.2061.0	Consider a map with multiple objects: Violet's Vinyls is in the map. Old Town Artisanal Bakery is to the Northeast of Violet's Vinyls. Library Luxuries is to the Southeast of Violet's Vinyls. Library Luxuries is to the Southeast of Old Town Artisanal Bakery. History Buff Bookstore is to the Southwest of Old Town Ar...	Northeast	A	A. Northeast
spatialmap.tqa.2062.0	Consider a map with multiple objects: Penguin's Paintings is in the map. Yacht Club is to the Southwest of Penguin's Paintings. Basil's Bakery is to the Southeast of Penguin's Paintings. Basil's Bakery is to the Northeast of Yacht Club. Batcave Memorabilia is to the Northwest of Yacht Club. Batcave Memorabilia is t...	Southeast	B	B. Southeast
spatialmap.tqa.2063.0	Consider a map with multiple objects: Panda's Pottery is in the map. Raccoon's Records is to the Northwest of Panda's Pottery. Lion's Lamps is to the Southwest of Panda's Pottery. Lion's Lamps is to the Southeast of Raccoon's Records. Dance Studio Depot is to the Northwest of Panda's Pottery. Dance Studio Depot is ...	Northwest	B	B. Northwest
spatialmap.tqa.2064.0	Consider a map with multiple objects: Salmon Sushi is in the map. Planetarium Gifts is to the Northeast of Salmon Sushi. History Buff Bookstore is to the Southwest of Planetarium Gifts. History Buff Bookstore is to the Southwest of Salmon Sushi. Pandora Jewelry is to the Southeast of Planetarium Gifts. Pandora Jewe...	Northeast	D	D. Northeast
spatialmap.tqa.2065.0	Consider a map with multiple objects: Meerkat's Music is in the map. Molly's Music Store is to the Northwest of Meerkat's Music. Quokka's Quill Pens is to the Northeast of Meerkat's Music. Quokka's Quill Pens is to the Northeast of Molly's Music Store. Albatross's Astronomy Accessories is to the Northwest of Molly'...	Northwest	A	A. Northwest
spatialmap.tqa.2066.0	Consider a map with multiple objects: Dragon Dancewear is in the map. The Roaring Roastery is to the Southeast of Dragon Dancewear. Buffalo's Books is to the Northwest of The Roaring Roastery. Buffalo's Books is to the Northwest of Dragon Dancewear. Xerus's X-mas Decorations is to the Northwest of The Roaring Roast...	Southwest	D	D. Southwest
spatialmap.tqa.2067.0	Consider a map with multiple objects: Impressions Art Studio is in the map. Daisy's Dresses is to the Southeast of Impressions Art Studio. Yak's Yarns is to the Northwest of Daisy's Dresses. Yak's Yarns is to the Southeast of Impressions Art Studio. Narwhal's Novels is to the Northwest of Yak's Yarns. Narwhal's Nov...	Northwest	D	D. Northwest
spatialmap.tqa.2068.0	Consider a map with multiple objects: Eagle's Electronics is in the map. Snake's Spices is to the Southeast of Eagle's Electronics. Wolf's Wardrobe is to the Southeast of Eagle's Electronics. Wolf's Wardrobe is to the Southwest of Snake's Spices. The Shire Grocery is to the Southeast of Eagle's Electronics. The Shi...	Northeast	A	A. Northeast
spatialmap.tqa.2069.0	Consider a map with multiple objects: Coral Crafts is in the map. Excalibur Exercise is to the Southeast of Coral Crafts. Viper Video Games is to the Southeast of Coral Crafts. Viper Video Games is to the Southeast of Excalibur Exercise. Arcade Amusements is to the Southeast of Excalibur Exercise. Arcade Amusements...	Southeast	A	A. Southeast
spatialmap.tqa.2070.0	Consider a map with multiple objects: Charlie's Chocolate Factory is in the map. Landfill Loot is to the Southeast of Charlie's Chocolate Factory. AquaWorld Aquarium is to the Northwest of Landfill Loot. AquaWorld Aquarium is to the Northwest of Charlie's Chocolate Factory. Bountiful Brunch Spot is to the Northeast...	Northeast	C	C. Northeast
spatialmap.tqa.2071.0	Consider a map with multiple objects: Candlemaker's Cove is in the map. Oscar's Office Supplies is to the Southwest of Candlemaker's Cove. Dam Delights is to the Southeast of Oscar's Office Supplies. Dam Delights is to the Southeast of Candlemaker's Cove. Yak's Yarns is to the Northwest of Dam Delights. Yak's Yarns...	Northeast	A	A. Northeast
spatialmap.tqa.2072.0	Consider a map with multiple objects: Charlie's Chocolate Factory is in the map. Public Pool Supplies is to the Northwest of Charlie's Chocolate Factory. Yeti Yogurt is to the Southwest of Charlie's Chocolate Factory. Yeti Yogurt is to the Southeast of Public Pool Supplies. Dolphin's Dresses is to the Southeast of ...	Southeast	B	B. Southeast
spatialmap.tqa.2073.0	Consider a map with multiple objects: Andy's Autos is in the map. Nightingale Novelties is to the Southeast of Andy's Autos. Squirrel's Sushi is to the Southeast of Andy's Autos. Squirrel's Sushi is to the Southwest of Nightingale Novelties. Hundred Acre Woodworks is to the Northeast of Squirrel's Sushi. Hundred Ac...	Southeast	C	C. Southeast
spatialmap.tqa.2074.0	Consider a map with multiple objects: Children's Choice Toys is in the map. Yak's Yoga Mats is to the Northeast of Children's Choice Toys. Olive's Oils is to the Northeast of Children's Choice Toys. Olive's Oils is to the Northwest of Yak's Yoga Mats. Botanical Garden Gifts is to the Southwest of Yak's Yoga Mats. B...	Southwest	A	A. Southwest
spatialmap.tqa.2075.0	Consider a map with multiple objects: AquaWorld Aquarium is in the map. Silo Surprises is to the Northeast of AquaWorld Aquarium. Jaguar Juice Bar is to the Northeast of Silo Surprises. Jaguar Juice Bar is to the Northeast of AquaWorld Aquarium. Quail's Quilts is to the Northeast of Silo Surprises. Quail's Quilts i...	Southeast	B	B. Southeast
spatialmap.tqa.2076.0	Consider a map with multiple objects: Lighthouse Luminary is in the map. Wildlife Wonders is to the Northeast of Lighthouse Luminary. Arcade Amusements is to the Southeast of Wildlife Wonders. Arcade Amusements is to the Southeast of Lighthouse Luminary. Xenon Xylophones is to the Northeast of Lighthouse Luminary. ...	Northwest	D	D. Northwest
spatialmap.tqa.2077.0	Consider a map with multiple objects: Star Tech Store is in the map. Fox's Florist is to the Northeast of Star Tech Store. Camelot Antiques is to the Northeast of Star Tech Store. Camelot Antiques is to the Southeast of Fox's Florist. Riverbank Relaxation is to the Northeast of Star Tech Store. Riverbank Relaxation...	Southeast	D	D. Southeast
spatialmap.tqa.2078.0	Consider a map with multiple objects: Recycle Center is in the map. Yacht Club is to the Northeast of Recycle Center. Bolt Books is to the Northeast of Recycle Center. Bolt Books is to the Northeast of Yacht Club. Raccoon's Records is to the Southwest of Bolt Books. Raccoon's Records is to the Southwest of Yacht Cl...	Southwest	A	A. Southwest
spatialmap.tqa.2079.0	Consider a map with multiple objects: Power Plant Parts is in the map. Olive's Oils is to the Southeast of Power Plant Parts. Public Pool Supplies is to the Southeast of Olive's Oils. Public Pool Supplies is to the Southeast of Power Plant Parts. Baker Street Bookstore is to the Southeast of Public Pool Supplies. B...	Southeast	C	C. Southeast
spatialmap.tqa.2080.0	Consider a map with multiple objects: Umbrella Universe is in the map. Vulture's Vinyls is to the Northeast of Umbrella Universe. Music Maestro Studio is to the Northeast of Umbrella Universe. Music Maestro Studio is to the Northwest of Vulture's Vinyls. Gazelle's Gadgets is to the Southeast of Music Maestro Studio...	Northwest	B	B. Northwest
spatialmap.tqa.2081.0	Consider a map with multiple objects: Craft Creation Station is in the map. Yeti Yogurt is to the Southeast of Craft Creation Station. Warrior's Memorial is to the Northwest of Yeti Yogurt. Warrior's Memorial is to the Southeast of Craft Creation Station. Grizzly Guitars is to the Northwest of Yeti Yogurt. Grizzly ...	Northwest	B	B. Northwest
spatialmap.tqa.2082.0	Consider a map with multiple objects: Lynx's Luxury Linens is in the map. Wildlife Wonders is to the Northeast of Lynx's Luxury Linens. Arboreal Artistry is to the Southwest of Wildlife Wonders. Arboreal Artistry is to the Southeast of Lynx's Luxury Linens. Mama Rosa's Pizzeria is to the Northwest of Arboreal Artis...	Southeast	A	A. Southeast
spatialmap.tqa.2083.0	Consider a map with multiple objects: Yak's Yarns is in the map. Arctic Apparel is to the Southeast of Yak's Yarns. Harriet's Hiking Gear is to the Northwest of Arctic Apparel. Harriet's Hiking Gear is to the Northeast of Yak's Yarns. Wolf's Wardrobe is to the Southeast of Yak's Yarns. Wolf's Wardrobe is to the Nor...	Northwest	D	D. Northwest
spatialmap.tqa.2084.0	Consider a map with multiple objects: Hundred Acre Woodworks is in the map. Warrior's Memorial is to the Northwest of Hundred Acre Woodworks. Lynx's Luxury Linens is to the Southeast of Warrior's Memorial. Lynx's Luxury Linens is to the Southwest of Hundred Acre Woodworks. Himalayan Hot Springs is to the Southeast ...	Southwest	C	C. Southwest
spatialmap.tqa.2085.0	Consider a map with multiple objects: Vulture's Vinyl Records is in the map. Mango Music is to the Southwest of Vulture's Vinyl Records. Hawk's Hardware is to the Southeast of Mango Music. Hawk's Hardware is to the Southeast of Vulture's Vinyl Records. Arcade Amusements is to the Northeast of Hawk's Hardware. Arcad...	Northeast	C	C. Northeast
spatialmap.tqa.2086.0	Consider a map with multiple objects: Yak's Yarns is in the map. Zephyr Zucchini is to the Southeast of Yak's Yarns. Rose Garden Florist is to the Southeast of Yak's Yarns. Rose Garden Florist is to the Southwest of Zephyr Zucchini. Whale's Watches is to the Northeast of Rose Garden Florist. Whale's Watches is to t...	Northwest	C	C. Northwest
spatialmap.tqa.2087.0	Consider a map with multiple objects: Miner's Market is in the map. Snake's Spices is to the Northeast of Miner's Market. Cavern Curiosities is to the Southeast of Snake's Spices. Cavern Curiosities is to the Northeast of Miner's Market. X-U Souvenirs is to the Northwest of Cavern Curiosities. X-U Souvenirs is to t...	Northwest	B	B. Northwest
spatialmap.tqa.2088.0	Consider a map with multiple objects: Junkyard Jewels is in the map. Power Plant Parts is to the Northeast of Junkyard Jewels. Jaguar Juice Bar is to the Northwest of Junkyard Jewels. Jaguar Juice Bar is to the Southwest of Power Plant Parts. Parrot's Pottery is to the Southeast of Jaguar Juice Bar. Parrot's Potter...	Northwest	B	B. Northwest
spatialmap.tqa.2089.0	Consider a map with multiple objects: Hummingbird Hats is in the map. Kodiak Knits is to the Southeast of Hummingbird Hats. Baker Street Bookstore is to the Northwest of Kodiak Knits. Baker Street Bookstore is to the Southwest of Hummingbird Hats. Yak's Yarns is to the Northwest of Kodiak Knits. Yak's Yarns is to t...	Southwest	B	B. Southwest
spatialmap.tqa.2090.0	Consider a map with multiple objects: Tiger's Tapestries is in the map. Umbrella Universe is to the Southwest of Tiger's Tapestries. Ibex Instruments is to the Northwest of Tiger's Tapestries. Ibex Instruments is to the Northeast of Umbrella Universe. Arctic Apparel is to the Southwest of Ibex Instruments. Arctic A...	Southwest	D	D. Southwest
spatialmap.tqa.2091.0	Consider a map with multiple objects: Yeti Yogurt is in the map. Rose Garden Florist is to the Southeast of Yeti Yogurt. Food Court Frenzy is to the Northwest of Rose Garden Florist. Food Court Frenzy is to the Southwest of Yeti Yogurt. Junkyard Jewels is to the Southwest of Food Court Frenzy. Junkyard Jewels is to...	Northeast	A	A. Northeast
spatialmap.tqa.2092.0	Consider a map with multiple objects: Kangaroo Kitchenware is in the map. Narwhal's Novelties is to the Northeast of Kangaroo Kitchenware. Marshland Mart is to the Northeast of Kangaroo Kitchenware. Marshland Mart is to the Southeast of Narwhal's Novelties. Windmill Wonders is to the Southwest of Marshland Mart. Wi...	Northwest	B	B. Northwest
spatialmap.tqa.2093.0	Consider a map with multiple objects: Umbrella Universe is in the map. Peet's Coffee is to the Southeast of Umbrella Universe. Xenon Xylophones is to the Southeast of Umbrella Universe. Xenon Xylophones is to the Southeast of Peet's Coffee. TV Timeout Station is to the Northeast of Xenon Xylophones. TV Timeout Stat...	Northeast	C	C. Northeast
spatialmap.tqa.2094.0	Consider a map with multiple objects: Lemur's Lamps is in the map. Marshland Mart is to the Northwest of Lemur's Lamps. Flamingo's Films is to the Southeast of Lemur's Lamps. Flamingo's Films is to the Southeast of Marshland Mart. Photogenic Studio is to the Northwest of Flamingo's Films. Photogenic Studio is to th...	Northwest	D	D. Northwest
spatialmap.tqa.2095.0	Consider a map with multiple objects: Charlie's Chocolate Factory is in the map. Dingo's Drones is to the Northwest of Charlie's Chocolate Factory. Greg's Gardening Goods is to the Southwest of Charlie's Chocolate Factory. Greg's Gardening Goods is to the Southeast of Dingo's Drones. Children's Choice Toys is to th...	Northwest	A	A. Northwest
spatialmap.tqa.2096.0	Consider a map with multiple objects: Sally's Salon is in the map. City Furnishings is to the Southwest of Sally's Salon. AquaWorld Aquarium is to the Southeast of Sally's Salon. AquaWorld Aquarium is to the Southeast of City Furnishings. Giraffe's Guitars is to the Northwest of AquaWorld Aquarium. Giraffe's Guitar...	Northwest	B	B. Northwest
spatialmap.tqa.2097.0	Consider a map with multiple objects: Tiger's Tapestries is in the map. Vixen Vintage is to the Northeast of Tiger's Tapestries. Grand Central Stationery is to the Southeast of Tiger's Tapestries. Grand Central Stationery is to the Southeast of Vixen Vintage. Heron's Handicrafts is to the Northwest of Grand Central...	Northwest	B	B. Northwest
spatialmap.tqa.2098.0	Consider a map with multiple objects: Pegasus Pet Supplies is in the map. Baker Street Bookstore is to the Northwest of Pegasus Pet Supplies. Yeti Yogurt is to the Southwest of Baker Street Bookstore. Yeti Yogurt is to the Northwest of Pegasus Pet Supplies. Flamingo's Films is to the Northwest of Pegasus Pet Suppli...	Northeast	C	C. Northeast
spatialmap.tqa.2099.0	Consider a map with multiple objects: Andy's Autos is in the map. Quake Quills is to the Southwest of Andy's Autos. History Buff Bookstore is to the Northeast of Quake Quills. History Buff Bookstore is to the Southeast of Andy's Autos. Mama Rosa's Pizzeria is to the Northeast of Quake Quills. Mama Rosa's Pizzeria i...	Northeast	C	C. Northeast

End of preview. Expand in Data Studio

🤔 About SpatialEval

SpatialEval is a comprehensive benchmark for evaluating spatial intelligence in LLMs and VLMs across four key dimensions:

Spatial relationships
Positional understanding
Object counting
Navigation

Benchmark Tasks

Spatial-Map: Understanding spatial relationships between objects in map-based scenarios
Maze-Nav: Testing navigation through complex environments
Spatial-Grid: Evaluating spatial reasoning within structured environments
Spatial-Real: Assessing real-world spatial understanding

Each task supports three input modalities:

Text-only (TQA)
Vision-only (VQA)
Vision-Text (VTQA)

📌 Quick Links

Project Page: https://spatialeval.github.io/

Paper: https://arxiv.org/pdf/2406.14852

Code: https://github.com/jiayuww/SpatialEval

Talk: https://neurips.cc/virtual/2024/poster/94371

🚀 Quick Start

📍 Load Dataset

SpatialEval provides three input modalities—TQA (Text-only), VQA (Vision-only), and VTQA (Vision-text)—across four tasks: Spatial-Map, Maze-Nav, Spatial-Grid, and Spatial-Real. Each modality and task is easily accessible via Hugging Face. Ensure you have installed the packages:

from datasets import load_dataset

tqa = load_dataset("MilaWang/SpatialEval", "tqa", split="test")
vqa = load_dataset("MilaWang/SpatialEval", "vqa", split="test")
vtqa = load_dataset("MilaWang/SpatialEval", "vtqa", split="test")

⭐ Citation

If you find our work helpful, please consider citing our paper 😊

@inproceedings{wang2024spatial,
title={Is A Picture Worth A Thousand Words? Delving Into Spatial Reasoning for Vision Language Models},
author={Wang, Jiayu and Ming, Yifei and Shi, Zhenmei and Vineet, Vibhav and Wang, Xin and Li, Yixuan and Joshi, Neel},
booktitle={The Thirty-Eighth Annual Conference on Neural Information Processing Systems},
year={2024}
}

💬 Questions

Have questions? We're here to help!

Open an issue in the github repository
Contact us through the channels listed on our project page

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Collection including MilaWang/SpatialEval

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Is A Picture Worth A Thousand Words? Delving Into Spatial Reasoning for Vision Language Models: https://arxiv.org/pdf/2406.14852 • 3 items • Updated 26 days ago

Paper for MilaWang/SpatialEval

Is A Picture Worth A Thousand Words? Delving Into Spatial Reasoning for Vision Language Models

Paper • 2406.14852 • Published Jun 21, 2024