MulTaBench
Collection
Benchmarking multimodal tabular learning with text and images (NeurIPS 2026 Spotlight): leaderboard, 80 datasets and cached embeddings. • 84 items • Updated • 1
title string | is_discounted int64 | category string | company_struct string | company_free string | weight string | length string | width string | height string | fabrics string | colors string | materials string | price float64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
Peanut Shell Mila 4 Piece Crib Bedding Set | 1 | Nursery Bedding | Peanut Shell | null | null | 37" | 44" | null | cotton | null | null | 159.99 |
Lambs & Ivy Echo 7 Piece Bedding Set | 1 | Nursery Bedding | Lambs & Ivy | null | null | 52" | 28" | null | cotton / polyester | null | null | 159.99 |
Bella 6 Piece Bed Set | 1 | Nursery Bedding | Peanut Shell | null | null | null | null | null | taffeta | mauve / cream | null | 159.99 |
Nautica Kids Brody 4-Piece Crib Bedding Set | 1 | Nursery Bedding | Nautica Kids | null | null | 28" | 52" | null | plush / cotton | blue | null | 159.99 |
Lambs & Ivy Bow Wow 9-Piece Crib Bedding Set | 1 | Nursery Bedding | Lambs & Ivy | null | null | null | 10.5" | 20" | plush / cotton / polyester | null | null | 159.99 |
Lambs & Ivy Duchess 9 Piece Crib Bedding Set | 1 | Nursery Bedding | Lambs & Ivy | null | null | null | 11" | 20" | cotton / polyester | pink | null | 159.99 |
Koala Baby First Love 4 Piece Crib Bedding Set - Elephant - Navy/Light Blue | 0 | Nursery Bedding | Babies R Us | Babies'R'Us, | null | 45" | 35" | null | cotton / polyester | blue | null | 99.99 |
Disney Baby - Lion King 7 Piece Crib Set | 1 | Nursery Bedding | Disney Baby | null | null | 28" | 52" | null | cotton | orange | null | 159.99 |
Lambs & Ivy Safari Express 9 Piece Bedding Set | 1 | Nursery Bedding | Lambs & Ivy | null | null | 52" | 28" | null | cotton / polyester | null | null | 159.99 |
Carter's - Jungle Collection 7 Piece Crib Set | 1 | Nursery Bedding | Carters | null | null | 45" | 36" | null | cotton / polyester | green / pink | null | 159.99 |
Petit Tresor Nuit 4 Piece Bed Set | 1 | Nursery Bedding | Petit Tresor | null | null | null | null | null | cotton | gray | null | 159.99 |
Disney Baby - Peeking Pooh 7 Piece Crib Set | 1 | Nursery Bedding | Disney Baby Classic Pooh | null | null | 28" | 52" | null | plush / cotton / velboa | null | wood | 159.99 |
NoJo Jungle Babies 9-Piece Crib Bedding Set | 1 | Nursery Bedding | NoJo | null | null | 28" | 52" | null | cotton | tan / green | null | 159.99 |
The Peanut Shell Uptown Giraffe 4 Piece Crib Set | 1 | Nursery Bedding | Farallon Brands | null | null | null | null | null | null | null | null | 159.99 |
Lambs & Ivy Butterfly Bloom 6 Piece bedding set | 1 | Nursery Bedding | Lambs & Ivy | null | null | 44" | 35" | null | cotton / polyester | null | null | 159.99 |
NoJo Beautiful Butterfly 9-Piece Crib Bedding Set | 1 | Nursery Bedding | NoJo | null | null | 28" | 52" | null | cotton / polyester | green / purple | null | 159.99 |
Farallon Petit Tresor Luca 4-Piece Crib Bedding Set | 1 | Nursery Bedding | Petit Tresor | null | null | 80" | 42" | null | cotton | tan | null | 85.98 |
Mamas & Papas Once Upon a Time 4-Piece Crib Bedding Set | 1 | Nursery Bedding | Mamas & Papas | null | null | null | null | null | cotton / polyester | null | null | 149.98 |
High Seas 3 piece Crib Set | 1 | Nursery Bedding | Triboro Quilt Co. | null | null | 45" | 36" | null | cotton | blue | null | 159.99 |
Lambs & Ivy Goodnight Sheep 4 Piece Crib Set | 1 | Nursery Bedding | Lambs & Ivy Signature | null | null | 44" | 35" | null | cotton | gray | null | 159.99 |
Lambs & Ivy S.S. Noah 9-Piece Crib Bedding Set | 1 | Nursery Bedding | Lambs & Ivy | null | null | null | null | null | plush / cotton / polyester | null | null | 159.99 |
Koala Baby B is for Bear 4-Piece Crib Bedding Set - Tan | 0 | Nursery Bedding | Babies R Us | null | null | null | null | null | plush / cotton / polyester | tan / blue | null | 99.99 |
My Baby Sam Olivia Rose 3 Piece Crib Bedding Set - Gray/Pink | 0 | Nursery Bedding | My Baby Sam | My Baby | null | 44" | 36" | null | cotton / polyester | gray / pink | null | 139.99 |
CoCaLo Baby Jacana 9 Piece Crib Bedding Set | 1 | Nursery Bedding | Cocalo | CoCaLo Baby | null | null | null | null | cotton / polyester | orange / pink | null | 149.99 |
Just Born Antique Chic 7-Piece Crib Bedding Set | 1 | Nursery Bedding | Just Born | null | null | 42" | 33" | null | cotton / polyester | gray | null | 159.99 |
Disney Baby - Monsters, Inc. 4 Piece Crib Set | 1 | Nursery Bedding | Disney Baby | null | null | 28" | 52" | null | cotton | green | null | 159.99 |
Disney Baby Lion King 4-Piece Crib Bedding Set | 1 | Nursery Bedding | Disney | null | null | null | null | null | plush / cotton / polyester | green / pink | null | 79.98 |
Just Born Botanica 3-Piece Crib Bedding Set | 1 | Nursery Bedding | Triboro Quilt Co. | null | null | 52" | 28" | null | cotton | null | null | 159.99 |
Sweet Jojo Designs Zig Zag Turquoise and Gray Collection 4-Piece Crib Bedding Set | 0 | Nursery Bedding | Sweet Jojo Designs | null | null | null | null | null | cotton | gray | null | 139.99 |
NoJo Play Ball 9-Piece Crib Bedding Set | 1 | Nursery Bedding | NoJo | null | null | 28" | 52" | null | cotton / polyester | blue | null | 159.99 |
Kids Line Fleur 9 Piece Crib Bedding Set | 1 | Nursery Bedding | Kids Line | Kids Line | null | null | null | null | cotton / polyester / velvet | null | null | 159.99 |
Disney Baby - Nemo's Reef 4pc Crib Set | 1 | Nursery Bedding | Disney | null | null | null | null | null | plush / cotton / polyester | purple | null | 69.98 |
Lambs & Ivy French Lavender 4 Piece Crib Set | 1 | Nursery Bedding | Lambs & Ivy Signature | null | null | 44" | 35" | null | cotton | gray | null | 159.99 |
Lambs & Ivy Elephant Tales 4 Piece Crib Set | 1 | Nursery Bedding | Lambs & Ivy Signature | null | null | 44" | 35" | null | cotton / polyester | tan / blue | null | 159.99 |
Disney Baby Minnie Mouse Polkadots 4 Piece Crib Set | 1 | Nursery Bedding | NoJo | null | null | 52" | 28" | null | cotton | grey / pink | null | 159.99 |
Happy Chic Baby by Jonathan Adler Safari Monkey 4 Piece Crib Bedding Set | 1 | Nursery Bedding | Happy Chic Baby by Jonathan Ad | Jonathan Adler Safari | null | 43" | 32" | null | cotton / polyester / velboa | null | null | 159.99 |
Lambs & Ivy Love Song 4 Piece Crib Set | 1 | Nursery Bedding | Lambs & Ivy | null | null | null | null | null | cotton | null | null | 159.99 |
Truly Scrumptious Little Darling 3-Piece Bedding Set | 0 | Nursery Bedding | Heidi Klum | null | null | null | null | null | cotton | pink | null | 249.99 |
Carter's - Monkey Collection 4pc Crib Set | 1 | Nursery Bedding | Carters | null | null | 28" | 52" | null | cotton | gray | null | 149.98 |
Just Born's Animal Kingdom 3 Piece Crib Bedding Set | 1 | Nursery Bedding | Just Born | Just | null | 52" | 28" | null | cotton | grey | null | 159.99 |
NoJo Love Birds 4-Piece Crib Bedding Set | 1 | Nursery Bedding | NoJo | null | null | 43" | 34" | null | cotton / polyester | green / pink | null | 159.99 |
Dream On Me Naptime friends 2Piece Reversible Full Size crib bedding set | 0 | Nursery Bedding | Dream On Me | null | null | null | null | null | cotton / polyester | null | null | 34.99 |
Dream On Me Pink Butterfly and Flower 2 Piece set Reversible Full Size crib bedding set | 0 | Nursery Bedding | Dream On Me | null | null | null | null | null | cotton / polyester | purple / green / pink | null | 34.99 |
Dream On Me Sea Friends 2Piece Reversible Full Size crib bedding set | 0 | Nursery Bedding | Dream On Me | null | null | null | null | null | cotton / polyester | blue / pink | null | 34.99 |
Dream On Me Animal Kingdom 2 Piece Reversible Full Size Crib Set | 0 | Nursery Bedding | Dream On Me | null | null | null | null | null | cotton / polyester | cream / green | null | 34.99 |
Dream On Me On The Go 2 Piece Reversible Full Size Crib Set | 0 | Nursery Bedding | Dream On Me | null | null | null | null | null | cotton / polyester | null | null | 34.99 |
Disney Baby Mickey Mouse 3-Piece Porta Crib Set | 0 | Nursery Bedding | Disney Baby | null | null | 38" | 24" | null | microfiber / polyester | red / blue | microfiber | 39.99 |
Disney Baby Lion King 3 Piece Porta Crib Set | 0 | Nursery Bedding | Disney Baby | null | null | null | null | null | microfiber / polyester | orange / green | microfiber | 39.99 |
Trend Lab Berry Leopard - 3 Piece Crib Bedding Set | 1 | Nursery Bedding | Trend Lab | null | null | null | null | null | cotton | null | null | 39.99 |
Oliver B's Sea Green Stems 2-Piece Crib Sheet and Skirt Set | 0 | Nursery Bedding | Oliver B | null | null | null | null | null | cotton | green | null | 41.99 |
Oliver B's Scallop Navy Checks 2-Piece Crib Sheet and Skirt Set | 0 | Nursery Bedding | Oliver B | null | null | null | null | null | cotton | null | null | 41.99 |
Oliver B Navy Trellis 2-Piece Crib Bedding Set | 0 | Nursery Bedding | Oliver B | null | null | null | null | null | cotton | null | null | 41.99 |
Dream On Me Sea Friends 4 Piece Toddler Bedding Set | 0 | Nursery Bedding | Dream On Me | null | null | null | null | null | cotton / polyester | blue / pink | null | 44.99 |
Trend Lab Lucy 3 Piece Crib Bedding Set | 1 | Nursery Bedding | Trend Lab | null | null | null | null | null | cotton | gray | null | 49.99 |
Dream On Me Sea Friends 4 Piece Reversible Portable Crib Bedding Set | 0 | Nursery Bedding | Dream On Me | null | null | null | null | null | cotton / polyester | blue / pink | null | 54.99 |
Dream On Me Spring Garden 4 Piece Reversible Portable Crib Bedding Set | 0 | Nursery Bedding | Dream On Me | null | null | null | null | null | microfiber / cotton / polyester | green | microfiber | 54.99 |
Dream On Me Jungle friends 4 Piece Reversible Portable Crib Bedding Set | 0 | Nursery Bedding | Dream On Me | null | null | null | null | null | cotton / polyester | cream / blue / pink | null | 54.99 |
Dream On Me Jungle Babies Reversible 4 Piece Portable Crib Set | 0 | Nursery Bedding | Dream On Me | Dream On Me | null | null | null | null | cotton / polyester | cream | null | 54.99 |
Dream On Me Pink Butterfly and Flower 4 Piece Reversible Crib Set | 0 | Nursery Bedding | Dream On Me | null | null | null | null | null | cotton / polyester | purple / pink | null | 59.99 |
Dream On Me Travel Time 4 Piece Reversible Full Size Crib Set | 0 | Nursery Bedding | Dream On Me | null | null | null | null | null | cotton / polyester | null | null | 59.99 |
Dream On Me Sea Friends 4 Piece Reversible Full Size Crib Bedding Set | 0 | Nursery Bedding | Dream On Me | null | null | null | null | null | cotton / polyester | blue / pink | null | 59.99 |
Dream On Me Safari Animals 4 Piece Reversible Full Size Crib Set | 0 | Nursery Bedding | Dream On Me | null | null | null | null | null | cotton / polyester | null | null | 59.99 |
Dream On Me Spring Time 4 Piece Reversible Full Size Crib Set | 0 | Nursery Bedding | Dream On Me | null | null | null | null | null | cotton / polyester | null | null | 59.99 |
Dream On Me On The Go 4 Piece Reversible Full Size Crib Set | 0 | Nursery Bedding | Dream On Me | null | null | null | null | null | cotton / polyester | null | null | 59.99 |
Dream On Me Naptime Friends 4 Piece Reversible Full Size Crib Bedding Set | 0 | Nursery Bedding | Dream On Me | null | null | null | null | null | cotton / polyester | null | null | 59.99 |
Surina 4-Piece Crib Bedding Set | 1 | Nursery Bedding | Lolli Living | Lolli Living. | null | 37" | 45" | null | cotton | null | null | 69.98 |
Trend Lab Grape Expectations 3 Piece Crib Bedding Set | 1 | Nursery Bedding | Trend Lab | null | null | null | null | null | null | black / purple | null | 73.99 |
Pam Grace Creations Simply 4-Piece Crib Bedding Set- Argyle | 0 | Nursery Bedding | Pam Grace Creations | null | null | null | null | null | null | null | null | 79.99 |
Disney Baby Winnie the Pooh 4-Piece Crib Bedding Set | 1 | Nursery Bedding | Disney | null | null | null | null | null | plush / cotton / polyester | null | null | 79.98 |
Baby's First by Nemcor 4 Piece Crib Set- Plum Owl Meadow | 0 | Nursery Bedding | Baby's First | Nemcor | null | null | null | null | null | null | null | 89.99 |
Trend Lab White Pique 4-Piece Crib Bedding Set | 0 | Nursery Bedding | Trend Lab | null | null | null | null | null | null | null | null | 92.99 |
Bacati Metro Khaki, White & Chocolate 4pc Toddler Bedding Set | 0 | Nursery Bedding | Bacati | null | null | null | null | null | cotton | chocolate | null | 92.99 |
Trend Lab Gray and White Circles 3 Piece Crib Bedding Set | 0 | Nursery Bedding | Trend Lab | null | null | null | null | null | cotton | gray | null | 94.99 |
Trend Lab Ombre Gray 3 Piece Crib Bedding Set | 0 | Nursery Bedding | Trend Lab | Trend Lab | null | null | null | null | cotton | gray | null | 96.99 |
Trend Lab Perfectly Pretty 3 Piece Crib Bedding Set | 0 | Nursery Bedding | Trend Lab | Trend Lab | null | null | null | null | cotton | blue / gray / pink | null | 96.99 |
Trend Lab Cocoa Mint 3 Piece Crib Bedding Set - Taupe/Mint Green | 0 | Nursery Bedding | Trend Lab | Trend Lab | null | null | null | null | null | green / gray | null | 96.99 |
The Peanut Shell Stargazer 4 Piece Crib Set | 1 | Nursery Bedding | The Peanut Shell | null | null | null | null | null | cotton | gold / blue | null | 99.98 |
Tranquil Woods 4-Piece Mini Crib Bedding Set | 0 | Nursery Bedding | Million Dollar Baby | Babyletto's | null | null | null | null | plush / cotton | null | null | 99.99 |
Tulip Garden 4-Piece Mini Crib Bedding Set | 0 | Nursery Bedding | Million Dollar Baby | Babyletto's | null | null | null | null | plush / cotton | null | null | 99.99 |
Fleeting Flora 4-Piece Mini Crib Bedding Set | 0 | Nursery Bedding | Million Dollar Baby | Babyletto's | null | null | null | null | plush / cotton | null | null | 99.99 |
Desert Dreams 4-Piece Mini Crib Bedding Set | 0 | Nursery Bedding | Million Dollar Baby | Babyletto's | null | null | null | null | plush / cotton | null | null | 99.99 |
Sweet Jojo Designs Black and White Chevron Collection 5-Piece Toddler Bedding Set | 0 | Nursery Bedding | Sweet JoJo Designs | null | null | null | null | null | microfiber | black | microfiber | 99.99 |
Sumersault Circus Circus 4 Piece Crib Set | 0 | Nursery Bedding | Sumersault Ltd | null | null | null | null | null | cotton | pink | null | 99.99 |
Skip Hop 4 Piece Bedding Set Elephant Parade | 0 | Nursery Bedding | Skip Hop | null | null | null | null | null | null | null | null | 99.99 |
One Grace Place - Terrific Tie Dye 3-Piece Crib Bedding Set | 1 | Nursery Bedding | One Grace Place | null | null | null | null | null | cotton | blue / purple | null | 99.99 |
One Grace Place - Sophia Lolita's 3 Piece Bedding Set | 0 | Nursery Bedding | One Grace Place | null | null | null | null | null | cotton | orange / black / pink | null | 99.99 |
One Grace Place - Sassy Shaylee's 3 Piece Bedding Set | 0 | Nursery Bedding | One Grace Place | null | null | null | null | null | null | orange / black | null | 99.99 |
One Grace Place - Magical Michayla's 3 Piece Bedding Set | 1 | Nursery Bedding | One Grace Place | null | null | null | null | null | null | orange / black / purple | null | 99.99 |
One Grace Place - Simplicity Hot Pink's 3-Piece Crib Bedding Set | 0 | Nursery Bedding | One Grace Place | null | null | null | null | null | null | pink | null | 99.99 |
Baby Basics Blue 4 Piece Crib Bedding by ZZ Baby | 0 | Nursery Bedding | Babies R Us | ZZ Baby | null | null | null | null | cotton | blue | null | 99.99 |
Paisley Splash 3-Piece Crib Bedding Set - Lime | 1 | Nursery Bedding | My Baby Sam | My Baby Sam! | null | null | null | null | cotton / polyester | green | null | 104.99 |
Trend Lab Lily 3 Piece Crib Bedding Set | 0 | Nursery Bedding | Trend Lab | null | null | null | null | null | null | gray / pink | null | 106.99 |
Trend Lab Hello Sunshine 3 Piece Crib Bedding Set | 0 | Nursery Bedding | Trend Lab | null | null | null | null | null | null | gray | wood | 106.99 |
Trend Lab Lauren 3 Piece Crib Bedding Set | 0 | Nursery Bedding | Trend Lab | null | null | null | null | null | null | null | null | 106.99 |
Violet 4-Piece Crib Bedding Set | 1 | Nursery Bedding | Lolli Living | null | null | 37" | 45" | null | cotton | grey | null | 109.98 |
Summer Infant 4 Piece Bedding Set - Parisian Pink | 1 | Nursery Bedding | Summer Infant | null | null | null | null | null | null | pink | null | 109.98 |
Sumersault Sea Pirate 4 Piece Crib Set | 0 | Nursery Bedding | Sumersault Ltd | null | null | null | null | null | null | blue | null | 109.99 |
Tulip Garden 4-Piece Bedding Set | 0 | Nursery Bedding | Million Dollar Baby | Babyletto's | null | null | null | null | cotton | null | null | 109.99 |
Tranquil Woods 4-Piece Bedding Set | 0 | Nursery Bedding | Million Dollar Baby | Babyletto's | null | null | null | null | cotton | grey | null | 109.99 |
Fleeting Flora 4-Piece Bedding Set | 0 | Nursery Bedding | Million Dollar Baby | Babyletto's | null | null | null | null | cotton | null | null | 109.99 |
End of preview. Expand in Data Studio
REG_TEXT_BABIES_PRICES
Part of MulTaBench, a benchmark for multimodal tabular learning.
Paper: MulTaBench: Benchmarking Multimodal Tabular Learning with Text and Image · Leaderboard: multabench/leaderboard
- Target:
price - Rows: 5085
- Original source: http://pages.cs.wisc.edu/~anhai/data/784_data/baby_products/csv_files/babies_r_us.csv
Load the benchmark splits with multabench.load_split("REG_TEXT_BABIES_PRICES", fold=0).
| Column | Type |
|---|---|
| title | string |
| is_discounted | int |
| category | categorical |
| company_struct | string |
| company_free | string |
| weight | categorical |
| length | categorical |
| width | categorical |
| height | categorical |
| fabrics | categorical |
| colors | string |
| materials | categorical |
| price | float |
Citation
@misc{arazi2026multabenchbenchmarkingmultimodaltabular,
title={MulTaBench: Benchmarking Multimodal Tabular Learning with Text and Image},
author={Alan Arazi and Eilam Shapira and Shoham Grunblat and Mor Ventura and Elad Hoffer and Gioia Blayer and David Holzmüller and Lennart Purucker and Gaël Varoquaux and Frank Hutter and Roi Reichart},
year={2026},
eprint={2605.10616},
archivePrefix={arXiv},
primaryClass={cs.LG},
url={https://arxiv.org/abs/2605.10616},
}
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