Datasets:

iclr2026-anonymous
/

MixBench2025

Error code:   DatasetGenerationCastError
Exception:    DatasetGenerationCastError
Message:      An error occurred while generating the dataset

All the data files must have the same columns, but at some point there are 1 new columns ({'query_id'}) and 2 missing columns ({'image', 'corpus_id'}).

This happened while the json dataset builder was generating data using

hf://datasets/iclr2026-anonymous/MixBench2025/Google_WIT/queries.jsonl (at revision b58cd1f24b78373372bb6b1f91821897e317670d)

Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1831, in _prepare_split_single
                  writer.write_table(table)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 644, in write_table
                  pa_table = table_cast(pa_table, self._schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2272, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2218, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              query_id: string
              text: string
              to
              {'corpus_id': Value('string'), 'text': Value('string'), 'image': Value('string')}
              because column names don't match
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1456, in compute_config_parquet_and_info_response
                  parquet_operations = convert_to_parquet(builder)
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1055, in convert_to_parquet
                  builder.download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 894, in download_and_prepare
                  self._download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 970, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1702, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1833, in _prepare_split_single
                  raise DatasetGenerationCastError.from_cast_error(
              datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
              
              All the data files must have the same columns, but at some point there are 1 new columns ({'query_id'}) and 2 missing columns ({'image', 'corpus_id'}).
              
              This happened while the json dataset builder was generating data using
              
              hf://datasets/iclr2026-anonymous/MixBench2025/Google_WIT/queries.jsonl (at revision b58cd1f24b78373372bb6b1f91821897e317670d)
              
              Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)

Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.

corpus_id string	text string	image string
0	Polaroid was an American company best known for its instant film and cameras. The company was founded in 1937 by Edwin H. Land, to exploit the use of its Polaroid polarizing polymer. Land ran the company until 1981. Its peak employment was 21,000 in 1978, and its peak revenue was $3 billion in 1991. When the original P...	images/0.jpg
2	Poquoson, informally known as Bull Island, is an independent city in the Commonwealth of Virginia. As of the 2010 census, the population was 12,150. The Bureau of Economic Analysis combines the city of Poquoson with surrounding York County for statistical purposes. Poquoson is located on the Virginia Peninsula, in the ...	images/2.jpg
4	There are 122 listed buildings in Jönköping County.	images/4.jpg
5	Jan Henryk de Rosen was a Polish painter and patriot, who created mural and mosaic works, in exile and active in the United States after 1939.	images/5.jpg
6	Hochtor, at 2,369 m, is the highest mountain in the Ennstaler Alps, part of the Northern Limestone Alps, in Styria, Austria. The mountain is protected as part of Gesäuse National Park, the third largest in Austria.	images/6.jpg
7	List of cultural assets of Algeria includes monuments, natural sites and parks, and other cultural assets as classed by the Algerian Ministry of Culture. The Ministry's list was updated in September 2019 with 1,030 cultural assets across the country. Skikda Province has the highest number of assets at 131.	images/7.jpg
8	Munir Mohamad Mangal was an Afghan general. His professional military career lasted more than 40 years. Mangal was in high-level military and government positions. He was the Commander of the Afghan National Police, before his retirement in 2016. Mangal was born in Samkanay District, Paktia Province, Afghanistan, in 19...	images/8.jpg
9	Mount Friesland is a mountain rising to 1,700.2 metres in the homonymous Friesland Ridge, the summit of Tangra Mountains and Livingston Island in the South Shetland Islands, Antarctica. Its north rib is connected to Pliska Ridge by Nesebar Gap on the west, and to Bowles Ridge by Wörner Gap on the north. On the east Mou...	images/9.jpg
10	The Museum of Osteology, located in Oklahoma City, Oklahoma, United States, North America, is a private museum devoted to the study of bones and skeletons. This museum displays over 350 skeletons from animal species from animals all over the world. With another 7000 specimens as part of the collection, but not on displ...	images/10.jpg
11	Freedom Monument is a monument in Bydgoszcz commemorating both the fallen Soviet and Polish soldiers who fought during the liberation of the city in January 1945, and the return of Bydgoszcz to Poland on 20 January 1920. The monument has a shape of an obelisk. At the base is a plaque with the inscription: "'Libera Civi...	images/11.jpg
12	Cyathula is a genus of medicinal and ornamental plants in the family Amaranthaceae. They are distributed in Africa, Asia, Oceania and the Americas. Species include: Cyathula achyranthoides Moq. Cyathula albida Cyathula alternifolia Cyathula angustifolia Cyathula biflora Cyathula braunii Cyathula capitata Moq. Cyathula ...	images/12.jpg
13	California is a state in the Pacific Region of the United States. With 39.5 million residents across a total area of about 163,696 square miles, California is the most populous U.S. state and the third-largest by area, and is also the world's thirty-fourth most populous subnational entity. California is also the most p...	images/13.jpg
14	In British politics, Blairism is the political ideology of the former leader of the Labour Party and Prime Minister Tony Blair and those that follow him. It entered the New Penguin English Dictionary in 2000. Proponents of Blairism are referred to as Blairites.	images/14.jpg
16	Stephen Anthony Christopher Lloyd is a British Liberal Democrat politician who was twice Member of Parliament for the seat of Eastbourne. Born in Kenya, he was privately educated in Surrey, before working first as a commodity broker and then in business development roles. He became resident in his constituency before h...	images/16.jpg
17	Cream skimming is a pejorative conceptual metaphor used to refer to the perceived business practice of a company providing a product or a service to only the high-value or low-cost customers of that product or service, while disregarding clients that are less profitable for the company. The term derives from the practi...	images/17.jpg
18	Scarlett Thomas is an English author who writes contemporary postmodern fiction. She has published ten novels, including The End of Mr. Y and PopCo, as well as the Worldquake series of children's books, and Monkeys With Typewriters, a book on how to unlock the power of storytelling. She is Professor of Creative Writing...	images/18.jpg
19	Safura Alizadeh is an Azerbaijani former singer. Aliyeva took part in the Eurovision Song Contest 2010, where she brought Azerbaijan on 5th place, with the song "Drip Drop". She later released her debut album, It's My War, which made its way into several European countries. Her second debut single "March On" was releas...	images/19.jpg
20	Copped Hall, also known as Copt Hall or Copthall, is a mid-18th-century English country house close to Epping, Essex, which has been undergoing restoration since 1999. Copped Hall is visible from the M25 motorway between junctions 24 and 25. There was a separate Copped Hall in Totteridge, which was demolished in 1928.	images/20.jpg
21	Wellington Parade is terrace of houses in the City of Gloucester, England, the whole of which is Grade II listed. It runs south from London Road, parallel with Great Western Road. At the south end of the terrace is the grade II listed Picton House. At the north end on the corner with London Road is Sheraton House.	images/21.jpg
22	The Association of Nene River Clubs is an association and umbrella organisation for waterway societies on the River Nene, England, UK. It liaises between the clubs and outside organisations, such as the Environment Agency and the Royal Yachting Association, and it is itself affiliated to the Association of Waterways Cr...	images/22.jpg
24	Detroit, Michigan is a major center in the United States for the creation and performance of music, and is the birthplace of the musical subgenres known as "The Motown Sound" and Techno. The Metro Detroit area has a rich musical history spanning the past century, beginning with the revival of the world-renowned Detroit...	images/24.jpg
25	The mainline Protestant churches are a group of Protestant denominations in the United States that contrast in history and practice with evangelical, fundamentalist, and charismatic Protestant denominations. Some make a distinction between "mainline" and "oldline", with the former referring only to denominational ties ...	images/25.jpg
26	The Australian Capital Territory Ambulance Service is responsible for providing emergency and non-emergency ambulance services to the ACT community. Although existing since 1955 it was established in legislation by the Emergencies Act 2004. In 2005 ACTAS celebrated its 50th Anniversary of service to the ACT community. ...	images/26.jpg
27	The Taming of the Shrew in performance has had an uneven history. Popular in Shakespeare's day, the play fell out of favour during the seventeenth century, when it was replaced on the stage by John Lacy's Sauny the Scott. The original Shakespearean text was not performed at all during the eighteenth century, with David...	images/27.jpg
28	Cedar Falls High School is a high school located in Cedar Falls, Iowa. It is a part of Cedar Falls Community Schools. The school principal is Jason Wedgebury. He is a University of Northern Iowa graduate. He replaced Rich Powers in July 2014. The school serves 1,148 students, and 90 teachers.	images/28.jpg
29	The Legislative Assembly of Madeira is the legislature of the Portuguese autonomous region of Madeira. The last regional election was held on 22 September 2019 and the party with the most votes was the Social Democratic Party with 56,448 votes, which stand-alone holds an absolute majority in the assembly.	images/29.jpg
30	Rehoboth Chapel is a former Strict Baptist place of worship in the hamlet of Pell Green in East Sussex, England. Pell Green is in the parish of Wadhurst in Wealden, one of six local government districts in the English county of East Sussex, and stands on the road between the market town of Wadhurst and the village of L...	images/30.jpg
31	Dens Park, officially known as Kilmac Stadium at Dens Park for sponsorship reasons, is a football stadium on Dens Road in Dundee, Scotland, which is the home of Scottish Championship club Dundee and has a capacity of 11,506. Tannadice Park, the home of rivals Dundee United, is just 300 metres away.	images/31.jpg
32	Bjørn Tidmand is a Danish singer, best known for his participation in the 1964 Eurovision Song Contest. After being a member of the Copenhagen Boys Choir as a child, Tidmand began performing in local nightclubs and signed a recording contract in 1959, having a hit with a Danish-language version of "Only Sixteen". In 19...	images/32.jpg
33	Chooks-to-Go is a chain of stores owned by Bounty Agro Ventures, Inc., a privately owned company operating in the Philippines. It offers roast chicken and processed meats for off-premises consumption and is the largest roasted chicken retail business in the country. Chooks-to-Go currently has close to a thousand outlet...	images/33.jpg
34	José Xavier Mouzinho da Silveira was a statesman, jurist and Portuguese politician, as well as one of the most important personalities of the Liberal Revolution of 1820, responsible for legislation and administrative reforms that shaped Portuguese institutions, taxation and justice in the period after the Constitutiona...	images/34.jpg
35	Nothobranchius is a genus of small, freshwater killifish, classified in either the family Nothobranchiidae or a more inclusive Aplocheilidae in the order Cyprinodontiformes. There are many species: as of 2018 there are more than 70 species, many with very small distributions. They are primarily native to East Africa fr...	images/35.jpg
36	Brookfield Zoo, also known as the Chicago Zoological Park, is a zoo located in the Chicago suburb of Brookfield, Illinois. It houses around 450 species of animals in an area of 216 acres. It opened on July 1, 1934, and quickly gained international recognition for using moats and ditches instead of cages to separate ani...	images/36.jpg
37	The 1st Okinawa International Movie Festival was held from March 19 to March 22, 2009 and took place at the American Village at Mihama Chatan-cho in Okinawa City. The inaugural events saw 38 films being shown and was supported by the Ministries of Economy, Trade and Industry, and Foreign Affairs, along with the Cabinet...	images/37.jpg
38	Ruth Beatrice Henig, Baroness Henig CBE, DL is a British academic historian and Labour Party politician.	images/38.jpg
39	The Morgan A. and Clarissa R. Knapp House, at 106 South 100 East in Richmond, Utah, was listed on the National Register of Historic Places in 2004. It is a one-and-a-half-story Craftsman-style bungalow built in 1913–14. It has a full-width porch. Its yellow brick walls are laid in running bond. It has "rare colored and...	images/39.jpg
41	Bramfeld is a quarter of Hamburg, Germany, in the borough of Wandsbek. It is located on the southeastern border of the borough, which lies in the northeastern part of the city. Bramfeld includes the former village of Hellbrook, but consists today out of residential as well as of commercial areas. Around 51,000 inhabita...	images/41.jpg
42	STS-43, the ninth mission for Space Shuttle Atlantis, was a nine-day mission whose primary goal was launching the fourth Tracking and Data Relay Satellite, TDRS-E. The flight also tested an advanced heatpipe radiator for potential use on the then-future space station and conducted a variety of medical and materials sci...	images/42.jpg
43	Dead Souls is a novel by Nikolai Gogol, first published in 1842, and widely regarded as an exemplar of 19th-century Russian literature. The novel chronicles the travels and adventures of Pavel Ivanovich Chichikov and the people whom he encounters. These people typify the Russian middle-class of the time. Gogol himself ...	images/43.jpg
44	The Queen's Privy Council for Canada, sometimes called Her Majesty's Privy Council for Canada or simply the QPC or Privy Council, is the full group of personal consultants to the monarch of Canada on state and constitutional affairs. Responsible government, though, requires the sovereign or her viceroy, the Governor Ge...	images/44.jpg
45	Tamatoa IV, also named Moe'ore Teri'itinorua Teari'inohora'i was the king of Raiatea from 1831 to 1857. He was deposed in 1853.	images/45.jpg
46	November 22 - Eastern Orthodox liturgical calendar - November 24 All fixed commemorations below are observed on December 6 by Eastern Orthodox Churches on the Old Calendar. For November 23, Orthodox Churches on the Old Calendar commemorate the Saints listed on November 10.	images/46.jpg
47	Boh Runga is a New Zealand recording artist and was the lead singer and guitarist in New Zealand rock band Stellar. Boh is the older sister of Bic Runga and Pearl Runga who are also musicians.	images/47.jpg
48	Bad Kreuznach is a town in the Bad Kreuznach district in Rhineland-Palatinate, Germany. It is a spa town most well known for its medieval bridge dating from around 1300, the Alte Nahebrücke, which is one of the few remaining bridges in the world with buildings on it. The town is located in the Nahe river wine region, r...	images/48.jpg
49	The Division of Wilmot was an Australian Electoral Division in the state of Tasmania. It was located in central Tasmania, and was named after Sir John Eardley-Wilmot, the sixth Lieutenant-Governor of Tasmania. At various times it included the towns of Deloraine, Beaconsfield, Devonport, Latrobe, and New Norfolk. The Di...	images/49.jpg
50	This glossary of entomology describes terms used in the formal study of insect species by entomologists.	images/50.jpg
51	The Waziristan campaign 1936–1939 comprised a number of operations conducted in Waziristan by British and Indian forces against the fiercely independent tribesmen that inhabited this region. These operations were conducted in 1936–1939, when operations were undertaken against followers of the Pashtun nationalist Mirzal...	images/51.jpg
52	The Bradley–Wheeler House, also known as the Charles B. Wheeler House, is an historic house located at 25 Avery Place in Westport, Connecticut. On July 5, 1984, it was added to the National Register of Historic Places.	images/52.jpg
53	Emily May Gibson Braerton was an American activist who was an early advocate of historic preservation in the western United States. She was the Vice President General for the National Society of the Daughters of the American Revolution from 1950–1953 and remained an Honorary Vice President General until her death in Sa...	images/53.jpg
54	This is an index of drinking establishment-related articles.	images/54.jpg
55	Sami Anttila is a Finnish ice hockey forward currently playing for Oulun Kärpät of the Finnish Liiga.	images/55.jpg
56	Portia africana is a jumping spider found in Angola, Cameroon, the Central African Republic, Gabon, Ghana, the Ivory Coast, Sierra Leone, Zaire and Zambia. Its conspicuous main eyes provide vision more acute than a cat's during the day and 10 times more acute than a dragonfly's, and this is essential in P. africana′s n...	images/56.jpg
58	Giuseppe Caruso, best known as Pippo Caruso, was an Italian composer, conductor and music arranger. He was born in Belpasso, Italy. Caruso was known for composing movie soundtracks, such as Kill Johnny Ringo and Maladolescenza. He also conducted the score of the television series Canzonissima 1973. Caruso died in Passo...	images/58.jpg
60	Mohamed Kamara, widely known as Medo, is a Sierra Leonean professional footballer who plays as a defensive midfielder for FC Haka in the finish Veikkausliiga and the Sierra Leone national team. He also holds Finnish citizenship.	images/60.jpg
61	A Buddha is the holiest type of being in Buddhism, a teacher of God's and humans. The word Buddha means "enlightened one" in Sanskrit or Fully Awakened One in Pāli. It is also a title for Siddhartha Gautama. He was the man who started Buddhism. Sometimes people call him "the Buddha" or the "Shakyamuni Buddha". Other ti...	images/61.jpg
62	Jane Aitken was an early American printer, publisher, bookbinder, and bookseller.	images/62.jpg
63	There are many places named for Benjamin Franklin, one of the Founding Fathers of the United States. There are a total of 151 places and institutions listed here: 1 state, 32 counties, 50 municipalities, 3 geologic features, 6 colleges and universities, 23 high schools, 8 middle schools, 14 elementary schools, 2 busine...	images/63.jpg
64	Vincenzo Eusebi is an Italian engineer, architect and designer. Eusebi studied engineering and architecture at the Marche Polytechnic University in Ancona. Eusebi is the founding partner of NOTHING STUDIO, atelier of architecture, planning, interior design, design and graphics.	images/64.jpg
65	The Serb uprising of 1848–49, also known as the Serb revolution of 1848–49 and Serb People's Movement of 1848–49, took place in what is today Vojvodina, Serbia, and was part of the Revolutions of 1848 in the Austrian Empire. During the Hungarian Revolution, Hungarians achieved significant military successes, but were d...	images/65.jpg
66	K. Venkatappa was a pioneer painter, sculptor and an exponent of veena. He was born into a family of court painters in the princely state of Mysore, present day Karnataka. He was a pupil of Abanindranath Tagore. He was best known for his watercolors, with sensible realism. His Ootacamund watercolors reflect his indepen...	images/66.jpg
67	Eucalyptus sieberi, commonly known as the silvertop ash or black ash, is a species of medium-sized to tall tree that is endemic to south-eastern Australia. It has rough bark on the trunk and the base of larger branches, smooth bark above, lance-shaped to curved adult leaves, flower buds in groups of seven to fifteen, w...	images/67.jpg
68	The St. John the Baptist Cathedral also Ciudad Altamirano Cathedral is a Catholic temple that is located in Ciudad Altamirano, and is considered one of the most important religious monuments in the state of Guerrero, Mexico built during the sixteenth century. It is a temple that follows the Latin or Roman rite and serv...	images/68.jpg
69	Prilep is the fourth-largest city in North Macedonia. It has a population of 66,246 and is known as "the city under Marko's Towers" because of its proximity to the towers of Prince Marko.	images/69.jpg
70	The following list is not intended to be an exhaustive or definitive record of tournament chess, but takes as its foundation the collective opinion of chess experts and journalists over the strongest tournaments in history. Events that merit inclusion have been largely judged according to the strength of their particip...	images/70.jpg
71	Sembrancher is a municipality in the district of Entremont in the canton of Valais in Switzerland.	images/71.jpg
72	Parthenos sylvia, the clipper, is a species of nymphalid butterfly found in south and southeast Asia, mostly in forested areas. The clipper is a fast-flying butterfly and has a habit of flying with its wings flapping stiffly between the horizontal position and a few degrees below the horizontal. It may glide between sp...	images/72.jpg
73	Cwm Idwal is a cirque in the Glyderau range of mountains in northern Snowdonia, the national park in the mountainous region of North Wales. Its main interest is to hill walkers and rock climbers, but it is also of interest to geologists and naturalists, given its combination of altitude, aspect and terrain. In a 2005 p...	images/73.jpg
74	James Mirams was an Australian businessman and politician who was jailed for fraud.	images/74.jpg
75	The Club de Madrid is an independent non-profit organization created to promote democracy and change in the international community. Composed of 95 regular members, 64 of whom are former presidents and 39 of whom are former prime ministers from 65 countries, the Club de Madrid is the world's largest forum of former hea...	images/75.jpg
76	The Supreme Allied Commander Europe is the commander of the North Atlantic Treaty Organization's Allied Command Operations and head of ACO's headquarters, Supreme Headquarters Allied Powers Europe. The commander is based at SHAPE in Casteau, Belgium. SACEUR is the second-highest military position within NATO, below onl...	images/76.jpg
77	Cultura Tres is a sludge metal/progrock band from Maracay, Venezuela. The sound of the band is often described as a unique mix between sludge metal, psychedelic metal, as well as doom and South American influences. The band formed in 2006, and has released one EP and three full-length albums so far. Cultura Tres has of...	images/77.jpg
78	Vasudevan Peethambharan, known professionally as P. Vasu, is an Indian director, writer and actor who works in Tamil, Telugu, Kannada, Hindi and Malayalam films. In a career spanning three decades, Vasu has directed over 60 films.	images/78.jpg
79	The University of Minnesota Marching Band is the marching band of the University of Minnesota and the flagship university band for the state of Minnesota. The Pride of Minnesota serves as the university’s ambassador, representing the school at major events both on and off campus. The band performs before, during, and a...	images/79.jpg
80	Dauset Trails Nature Center is a private, non-profit nature center located near Jackson, Georgia. The nature center is open year-round, except for certain holidays. Dauset Trails Nature Center’s stated mission is "to provide quality environmental education, outdoor recreation, and an understanding of early farm life th...	images/80.jpg
81	The inauguration of Dilma Rousseff as the 36th President of Brazil took place on Saturday, January 1, 2011. This inauguration marked the beginning of the four-year term of Dilma Rousseff as President and Michel Temer as Vice President. The event had been awaited with some expectation, since Rousseff became the first wo...	images/81.jpg
82	Rathakit Manathat is a judge of the Supreme Administrative Court of Thailand, a former Thai career diplomat and Thai Foreign Ministry Spokesman	images/82.jpg
83	Bristol, known from 1632 to 1765 as Pemaquid is a town in Lincoln County, Maine, United States. The population was 2,755 at the 2010 census. A fishing and resort area, Bristol includes the villages of New Harbor, Pemaquid, Round Pond, Bristol Mills and Chamberlain. It includes the Pemaquid Archeological Site, a U.S. Na...	images/83.jpg
84	Mon, also monshō, mondokoro, and kamon, are Japanese emblems used to decorate and identify an individual, a family, or an institution or business entity. While mon is an encompassing term that may refer to any such device, kamon and mondokoro refer specifically to emblems used to identify a family. An authoritative mon...	images/84.jpg
87	Christianity is India's third-largest religion after Hinduism and Islam, with approximately 28 million followers, constituting 2.3 percent of India's population. According to Indian tradition, the Christian faith was introduced to India by Thomas the Apostle, who supposedly reached the Malabar Coast in 52 AD, although ...	images/87.jpg
88	James Thornton was an Irish-American songwriter and vaudeville performer. He is primarily remembered today as the composer of the 1898 song, "When You Were Sweet Sixteen".	images/88.jpg
91	Vlad Holiday is a Romanian-born American singer, songwriter, producer, and multi-instrumentalist based in New York City. On July 28, 2017, Nylon premiered Holiday's solo project debut "Quit Playing Cool". The song was also featured on Spotify's New Indie Mix playlist, as well as All Genres Hot Tracks on iTunes and Appl...	images/91.jpg
92	Jeanne Mance was a French nurse and settler of New France. She arrived in New France two years after the Ursuline nuns came to Quebec. Among the founders of Montreal in 1642, she established its first hospital, the Hôtel-Dieu de Montréal, in 1645. She returned twice to France to seek financial support for the hospital....	images/92.jpg
93	This is a list of countries by population in 1700. Estimate numbers are from the beginning of the year and exact population figures are for countries that held a census on various dates in the 1700s.	images/93.jpg
94	The swell shark is a catshark in the family Scyliorhinidae. It is found in the subtropical eastern Pacific Ocean between central California and to southern Mexico, with an additional population off the coast of Chile. As a defense, the swell shark is able to expand to approximately double its regular size by swallowing...	images/94.jpg
95	This list of Tangutologists includes those scholars who have made notable contributions to Tangutology.	images/95.jpg
96	Gamma Volantis, Latinized from γ Volantis, is a wide binary star system in the southern constellation of Volans. Based upon parallax measurements, it is approximately 142 light years from Earth. It is bright enough to be seen with the naked eye and can be found around 9° to the east-southeast of the Large Magellanic Cl...	images/96.jpg
97	There are over 20,000 Grade II* listed buildings in England. This page is a list of these buildings in the district of East Devon in Devon.	images/97.jpg
98	Hirschfeld Wildlife Park is in Voigtsgrün, part of the municipality of Hirschfeld, near Zwickau in the German Free State of Saxony. Records by Lady Martha von Arnim prove that the site and its stand of trees have been protected for centuries. Maps from 1870 show that there was already a wildlife enclosure at this site....	images/98.jpg
99	Anti-satellite weapons are space weapons designed to incapacitate or destroy satellites for strategic military purposes. Several nations possess operational ASAT systems. Although no ASAT system has yet been utilised in warfare, a few nations have shot down their own satellites to demonstrate their ASAT capabilities in...	images/99.jpg
100	The Philippines is inhabited by more than 175 ethnolinguistic nations, the majority of whose languages are Austronesian in origin. Many of these nations converted to Christianity, particularly the lowland-coastal nations, and adopted foreign elements of culture. Ethnolinguistic nations include the Ilocano, Ivatan, Pang...	images/100.jpg
101	Sheboygan is a city in and the county seat of Sheboygan County, Wisconsin, United States. The population was 49,288 at the 2010 census. It is the principal city of the Sheboygan, Wisconsin Metropolitan Statistical Area, which has a population of 115,507. The city is located on the western shore of Lake Michigan at the ...	images/101.jpg
103	The Battle of Bayonne of 14 April 1814 was a sortie by General Thouvenot's French garrison of Bayonne during the siege of that city conducted by Allied forces under Lieutenant General John Hope. The battle was the last of the Peninsular War and occurred as news of Napoleon's abdication was beginning to reach the opposi...	images/103.jpg
104	This list of the non-marine molluscs of Ireland comprises 165 species of non-marine molluscs which have been recorded as part of the fauna of Ireland. These are terrestrial and aquatic gastropods, and bivalves; the list does not include species of molluscs which are considered to be fully marine. In other words: this l...	images/104.jpg
105	The Coins of the Australian pound arose when the Federation of Australia gave the constitutional power to Commonwealth of Australia to mint its own coinage in 1901. The new power allowed the Commonwealth to issue legal tender rather than individually through the six former British self-governing colonies of Queensland,...	images/105.jpg
106	Pittsburgh History and Landmarks Foundation Historic Landmark plaque program was begun in 1968 in order to identify architecturally significant structures as well as significant pieces of Pittsburgh's local heritage throughout Allegheny County. Nominations are reviewed by the private non-profit foundation's Historic Pl...	images/106.jpg
107	This is a list of potato dishes that use potato as a main ingredient. The potato is a starchy, tuberous crop. It is the world's fourth-largest food crop, following rice, wheat and maize. The annual diet of an average global citizen in the first decade of the 21st century included about 33 kg of potato. The potato was f...	images/107.jpg
108	William Robert Lawrence was an Australian politician. Born in Horsham, Victoria, he attended state schools and then the University of Melbourne before returning to Horsham as a dentist; he also sat on Horsham City Council. In 1949, he was elected to the Australian House of Representatives as the Liberal member for Wimm...	images/108.jpg
109	Rollin Howard was an American minstrel performer, best known for his female blackface impersonations. Howard was born as Ebenezer G.B. Holder in New York City around 1840, and appeared in minstrel productions from approximately 1860 to 1870. He appeared in other dramatic performances both before and after his minstrel ...	images/109.jpg
110	Mera Madhya Pradesh is the state song of the Indian state of Madhya Pradesh. The song was written by Mahesh Shrivastava and was officially adopted in October 2010.	images/110.jpg
111	The Czochralski method, also Czochralski technique or Czochralski process, is a method of crystal growth used to obtain single crystals of semiconductors, metals, salts and synthetic gemstones. The method is named after Polish scientist Jan Czochralski, who invented the method in 1915 while investigating the crystalliz...	images/111.jpg

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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("mixed-modality-search/MixBench2025", name="MSCOCO", split='query')
ds_corpus = load_dataset("mixed-modality-search/MixBench2025", name="MSCOCO", split='mixed_corpus')
ds_query = load_dataset("mixed-modality-search/MixBench2025", name="MSCOCO", split='qrel')
# Load other subsets (corpus)
ds_gwit = load_dataset("mixed-modality-search/MixBench2025", name="Google_WIT", split='mixed_corpus')
ds_news = load_dataset("mixed-modality-search/MixBench2025", name="VisualNews",split='mixed_corpus')
ds_oven = load_dataset("mixed-modality-search/MixBench2025", name="OVEN", split='mixed_corpus')

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