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Grottes de Presque, Close-up of some aragonite from the Grottes de Presque
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1015
Kalmthout, Town hall
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1016
St. Peter's Church, Melreux, St. Peter's Church in Melreux
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1019
Effects of Hurricane Katrina in New Orleans, Carnival Cruise Ships Ecstasy and Sensation docked in Port of New Orleans while used for housing purposes for victims.
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1035
Savernake Station, Scar tree at Savernake
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1037
List of lighthouses in Scotland
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1041
Lateral cervical lymph nodes, Deep Lymph NodesSubmentalSubmandibular (Submaxillary) Anterior Cervical Lymph Nodes (Deep)PrelaryngealThyroidPretrachealParatracheal Deep Cervical Lymph NodesLateral jugularAnterior jugularJugulodigastric Inferior Deep Cervical Lymph NodesJuguloomohyoidSupraclavicular (scalene)
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1044
Bonnie Nadzam, Nadzam in 2018
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1045
Homorthodes
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1047
Spare the Air program, Bus wrapped in Spare the Air promotional material
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1051
Wainwright, Alberta, Welcome sign
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1052
Toei 5500 series
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1054
Charles Clifton Brittlebank, Rose-breasted Robin, by CC Brittlebank, 1896, for Nests and eggs of Australian birds by AJ Campbell, printed in 1900
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1056
Kansai Telecasting Corporation
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1058
List of high-speed trains
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106
List of Pittsburgh History and Landmarks Foundation Historic Landmarks
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1062
Theophilus (crater), Oblique view of the central part of Theophilus from Apollo 16 Panoramic Camera
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1066
Pieter van Mol, Young man with a mitre
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1073
Perspective geological correlation, (A) Correlation scheme indicates which layers penetrated at different locations belong to the same body
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1082
Tanglefoot Trail, Bankhead Street in New Albany, near the end of the trail. A plaza and signage denote the terminus.
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1092
T-Bones Stadium
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1096
List of The Amazing Race (American TV series) contestants
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11
Freedom Monument, Bydgoszcz
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1102
Bee
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1105
National Front (Iran), Mohammed Mosaddegh, Founder of National Front
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1109
Potassium nitrate, Potassium Nitrate
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1115
NLC India Limited
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112
2-8-4, BBÖ Class 114 No. 12.10 at the Eisenbahnmuseum Strasshof, 2007
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1129
William Evans (ornithologist), 38 Morningside Park, Edinburgh
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1137
Konrad von Erlichshausen, Konrad von Erlichshausen
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1139
Château de la Rochepot
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1141
Universidad Autónoma de Yucatán
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1150
2014 Swedish government crisis, Minister for Finance Magdalena Andersson (left) on her way to the Riksdag to present the budget on 23 October 2014
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1151
Chain Home, Stanley Baldwin's 1932 comments on future aerial warfare led to a "feeling of defencelessness and dismay." It was the UK's concern about this issue that led to so much support being given to radar development while other countries had a much more lackadaisical approach until the war started.
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1154
Utegenia
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1156
Catalonia
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1159
Danny Welbeck, Welbeck playing for Arsenal in 2014
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116
White-footed dunnart
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1163
Alfred Seale Haslam, Sir Alfred Seale Haslam in 1891
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1166
List of University of North Carolina at Chapel Hill leaders, Rev. David Ker (1794-1796)
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1167
National Register of Historic Places listings in Scott County, Kentucky
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1174
Mount Iwanai, Seen from the North.
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1189
List of museums in East Texas
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1196
Edward Virginius Valentine, Edward Valentine Studio Postcard
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1198
E-segment
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1199
Red-backed mousebird
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1202
History of St. Louis (1804–1865), Central High School, built in 1855 at the northeast corner of Olive and 15th streets, was the first public high school in St. Louis.
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São Fernando, City input
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1209
Ajigasawa Station, Ajigasawa Station in September 2019
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1210
Gelada
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Sascha Traut
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1220
List of organizations with official stances on the SOPA and PIPA, Wikipedia's January 18, 2012 blackout page (as proposed by Wikipedia user Pretzels on 16 January)
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1229
Political status of Taiwan, A ROC Map, printed in 1926, which showed Taiwan as part of Japan.
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1241
Annandale, New South Wales, Aqueduct across Johnstons Creek at Hogan Park
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1251
Summerstock Conservatory, Opening night of 2007's production of Footloose at Olympic Plaza in Downtown Calgary.
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1253
Frank Kowalski, From 1961's Pocket Congressional Directory of the Eighty-Seventh Congress
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1266
List of UK top-ten singles in 2006, Emma Bunton, formerly of Spice Girls, performed the official Children in Need single for 2006, a cover of Petula Clark's "Downtown", peaking at number 3.
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Look Back Library
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9th term Sejm and 10th term Senate of Poland
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1280
Michele Tripisciano
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1283
Emperor Reizei, The tomb of Emperor Reizei, Kyoto (front view)
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Arthur Evans
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Hypsosinga rubens
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1302
Vayakhel, Ezekiel (1510 fresco by Michelangelo at the Sistine Chapel)
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1307
Bell UH-1 Iroquois, A Royal New Zealand Air Force No. 3 Squadron UH-1H Iroquois, November 2009
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1309
Northumbria University, Former Dame Allan's School
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131
Duitse Huis
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1320
List of tallest buildings in Buffalo
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1324
1992 Formula One World Championship, Mansell's teammate Riccardo Patrese finished as runner-up in the Drivers' Championship.
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1325
Brilliance V3
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1332
2019 in LGBT rights, LGBT Free Zone stickers distributed by the Gazeta Polska newspaper in Poland
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1349
Demographics of Ukraine
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1350
List of cities and towns in Romania
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1355
Charles J. Bell (businessman)
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136
List of Viking metal bands, Thyrfing
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1361
Gordeyevsky District, Ruins of the church in the village Veliky Bor (1809)
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1366
Luke Manor, The gardener's house
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1367
Korofina, Mali
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1368
Cold Spring Presbyterian Church
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137
Pia Tajnikar, Pia Tajnikar in 2007
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1383
Kounotori 2, The H-IIB rocket carrying Kounotori 2 lifts off from the Tanegashima space center on 22 January 2011.
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1390
Kenneth Arrow, National Medal of Science award ceremony, 2004
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1394
Lytoceras eudesianum
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1396
Tomoe Gozen
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1399
Jacobs Houses and Store, The 1826 Jacobs Store
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1400
Unification of Germany, Germania, also called the Niederwald Monument, was erected in 1877–83 at Rüdesheim.
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1402
Salzburger Landestheater, State Theater Salzburg, built by Fellner and Helmer
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141
Delphi (software), RAD Studio XE2 World Tour
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1411
Passport stamp
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1414
Boothia Peninsula, Boothia and Melville peninsulas, Nunavut, Canada.
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1415
Index of New Mexico–related articles, Albuquerque, New Mexico
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1416
National Register of Historic Places listings in Pittsburgh, Pennsylvania
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1418
Seleucid Empire, Drachm of the Frataraka ruler Vahbarz (Oborzos), thought to have initiated the independence of Persis from the Seleucid Empire. The coin shows on the reverse an Achaemenid king slaying an armoured, possibly Greek or Macedonian, soldier.[28][29] This possibly refers to the events related by Polyainos (Strat. 7.40), in which Vahbarz (Oborzos) is said to have killed 3000 Seleucid settlers.[30][28][29]
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1423
64DD, The 64DD, unattached
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1434
Nevada-class battleship, USS Nevada after her 1942 reconstruction
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1439
Reginald De Koven, Cover of Rip Van Winkle, 1919
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1443
Galatians 5, A page showing Galatians 1:2–10 on Papyrus 51, c. AD 400.
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1447
Ignác Raab, St. James the Greater by Ignác Viktorin Raab
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1449
Shaheed Suhrawardy Medical College & Hospital
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1450
List of statues of Queen Victoria
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End of preview. Expand in Data Studio

MixBench: A Benchmark for Mixed Modality Retrieval

MixBench is a benchmark for evaluating retrieval across text, images, and multimodal documents. It is designed to test how well retrieval models handle queries and documents that span different modalities, such as pure text, pure images, and combined image+text inputs.

MixBench includes four subsets, each curated from a different data source:

  • MSCOCO
  • Google_WIT
  • VisualNews
  • OVEN

Each subset contains:

  • queries.jsonl: each entry contains a query_id, text, and/or image
  • mixed_corpus.jsonl: each entry contains a corpus_id, a text or an image or a multimodal document (text and image)
  • qrels.tsv: a tab-separated list of relevant query-document pairs (query_id, corpus_id, score=1)
  • corpus.jsonl: the original corpus

This benchmark supports diverse retrieval settings including unimodal-to-multimodal and cross-modal search.


🔄 Load Example

You can load a specific subset of MixBench using the name argument:

from datasets import load_dataset

# Load the MSCOCO subset
ds_query = load_dataset("andy0207/mixbench", name="MSCOCO", split='query')
ds_corpus = load_dataset("andy0207/mixbench", name="MSCOCO", split='mixed_corpus')
ds_query = load_dataset("andy0207/mixbench", name="MSCOCO", split='qrel')
# Load other subsets (corpus)
ds_gwit = load_dataset("andy0207/mixbench", name="Google_WIT", split='mixed_corpus')
ds_news = load_dataset("andy0207/mixbench", name="VisualNews",split='mixed_corpus')
ds_oven = load_dataset("andy0207/mixbench", name="OVEN", split='mixed_corpus')
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