OllieStanley/oa_dolly_15k huggingface dataset:
Context: S26 is a line on the Berlin S-Bahn. It runs from Teltow in the district (Kreis) of Potsdam-Mittelmark via Südkreuz, through the Berlin Nord-Süd Tunnel with a stop at Friedrichstraße, and ends in Waidmannslust in the borough of Reinickendorf. On weekends the S26 runs from Teltow to Potsdamer Platz.[1]

Trains on this line run every 20 minutes. This interval is in sections shortened to a 10-minute interval by the S25. There is no night service on this line.
Question: Given a reference text about S26, tell me where it begins and ends.
Answer: S26 begins in Tetlow and ends in Waidmannslust.
Context: The 1977 Tournament Players Championship was a golf tournament in Florida on the PGA Tour, held March 17–20 at Sawgrass Country Club in Ponte Vedra Beach, southeast of Jacksonville. The fourth Tournament Players Championship, it was the first of five consecutive at Sawgrass, which had agreed a multi-year with the PGA Tour in 1976.[2]

Mark Hayes was the champion in windy conditions at 289 (+1), two strokes ahead of runner-up Mike McCullough.[1][3][4] McCullough and Tom Watson were the co-leaders after the third round, with Hayes a stroke back.[5] Defending champion Jack Nicklaus finished four strokes back, in a tie for fifth place.[1][3]

Bob Menne set the tour's 72-hole record for fewest putts with 99,[6] but tied for 47th at 303 (+15).[1] The record had been 102 putts, by Bert Yancey in 1966 at his victory in the final Portland Open Invitational.[6][7]
Question: Given this information about the players championship tournament, what were the weather conditions on March 20th 1977?
Answer: It was windy
Context: A restricted Boltzmann machine (RBM) is a generative stochastic artificial neural network that can learn a probability distribution over its set of inputs.

RBMs were initially invented under the name Harmonium by Paul Smolensky in 1986, and rose to prominence after Geoffrey Hinton and collaborators invented fast learning algorithms for them in the mid-2000. RBMs have found applications in dimensionality reduction, classification, collaborative filtering, feature learning, topic modelling and even many body quantum mechanics. They can be trained in either supervised or unsupervised ways, depending on the task.

As their name implies, RBMs are a variant of Boltzmann machines, with the restriction that their neurons must form a bipartite graph: a pair of nodes from each of the two groups of units (commonly referred to as the "visible" and "hidden" units respectively) may have a symmetric connection between them; and there are no connections between nodes within a group. By contrast, "unrestricted" Boltzmann machines may have connections between hidden units. This restriction allows for more efficient training algorithms than are available for the general class of Boltzmann machines, in particular the gradient-based contrastive divergence algorithm.

Restricted Boltzmann machines can also be used in deep learning networks. In particular, deep belief networks can be formed by "stacking" RBMs and optionally fine-tuning the resulting deep network with gradient descent and backpropagation.
Question: Without quoting directly from the text give me a summary of what a restricted Boltzmann machine is?
Answer: A restricted Boltzmann machine (RBM) is a category of an artificial neural network invented by Paul Smolensky and popularized by Geoffrey Hinton. RBM's have been useful in various applications within the field of machine learning and can be trained in supervised and unsupervised ways.

RBMS is a restricted variant of Boltzmann machines that constrains their neurons; a pair of nodes from each of the two groups of neurons, visible and hidden forming a bipartite graph. Connection can only be between two groups and not within groups (visible and hidden). This constrained formulation results in the ability to more efficiently train algorithms. 

RBM's can also be integrated into deep learning networks such as deep belief networks with options to fine tune those networks using gradient descent and backpropagation.
Context: The giant panda (Ailuropoda melanoleuca, sometimes panda bear or simply panda) is a bear species endemic to China.[4] It is characterised by its bold black-and-white coat and rotund body. The name "giant panda" is sometimes used to distinguish it from the red panda, a neighboring musteloid. Though it belongs to the order Carnivora, the giant panda is a folivore, with bamboo shoots and leaves making up more than 99% of its diet.[5] Giant pandas in the wild occasionally eat other grasses, wild tubers, or even meat in the form of birds, rodents, or carrion. In captivity, they may receive honey, eggs, fish, yams, shrub leaves, oranges, or bananas along with specially prepared food.[6][7]
Question: Extract the different foods a giant panda eats from this passage in wild and captive. Place them in two separate bulleted lists with heading as 'Wild' and 'Captive'
Answer: Wild
- Bamboo shoots
- Leaves
- Grasses
- Wild tubers
- Meat of birds, rodents or carrion

Captive
- Honey
- Eggs
- Fish
- Yams
- Shrub leaves
- Oranges
- Bananas
Context: Sufism in Bangladesh is more or less similar to that in the whole Indian subcontinent. India, it is claimed, is one of the five great centers of Sufism, the other four being Persia (including central Asia), Baghdad, Syria, and North Africa. Sufi saints flourished in Hindustan (India) preaching the mystic teachings of Sufism that easily reached the common people, especially the spiritual truth seekers in India.[1] Sufism in Bangladesh is also called pirism, after the pirs or teachers in the Sufi tradition[2] (also called Fakir).[3]
Question: What are the five biggest centers of Sufism?
Answer: The five main centers of Sufism are India, Persia, Baghdad, Syria, and North Africa.
Context: In 2010, his third year as head coach, Stevens broke the NCAA record for most wins in a coach's first three years, exceeding the previous record by eight wins. In the NCAA Tournament, Stevens coached Butler to the first Final Four in school history, while also becoming the second-youngest head coach to make an NCAA National Championship game, losing 61–59 to Duke. With the following season's team also making the Final Four, Stevens became the youngest coach to go to two Final Fours.[2] Stevens coached the Bulldogs in their second consecutive national championship game on April 4, 2011, where the team again lost, this time to the Connecticut Huskies. Stevens was regularly named a finalist for Horizon League Coach of the Year award, winning twice, and was also a nominee for both the Hugh Durham Award and Jim Phelan Award in every year of his college career.
https://en.wikipedia.org/wiki/Brad_Stevens
Question: According to this paragraph, what records did Stevens break as a basketball coach?
Answer: According to this paragraph, Stevens has the most wins as an NCAA coach in his first three years and took Butler to its first Final Four in the history of the school. He was also the youngest men's college basketball coach ever to take his team to the NCAA championship game and to two consecutive Final Fours.
Context: Today, the most popular method for training multi-layer perceptrons (MLPs) is back-propagation. The terminology "back-propagating errors" was introduced in 1962 by Frank Rosenblatt,[15][6] but he did not know how to implement this, although Henry J. Kelley had a continuous precursor of backpropagation[16] already in 1960 in the context of control theory.[6] Modern backpropagation is actually Seppo Linnainmaa's general reverse mode of automatic differentiation (1970) for discrete connected networks of nested differentiable functions.[17][18] It is an efficient application of the chain rule (derived by Gottfried Wilhelm Leibniz in 1673[19][20]) to networks of differentiable nodes.[6] In 1982, Paul Werbos applied backpropagation to MLPs in the way that has become standard.[21][6] In 1985, David E. Rumelhart et al. published an experimental analysis of the technique.[22] Many improvements have been implemented in subsequent decades.[6]

During backpropagation, the output values are compared with the correct answer to compute the value of some predefined error-function. The error is then fed back through the network. Using this information, the algorithm adjusts the weights of each connection in order to reduce the value of the error function by some small amount. After repeating this process for a sufficiently large number of training cycles, the network will usually converge to some state where the error of the calculations is small. In this case, one would say that the network has learned a certain target function. To adjust weights properly, one applies a general method for non-linear optimization that is called gradient descent, due to Augustin-Louis Cauchy, who first suggested it in 1847.[23] For this, the network calculates the derivative of the error function with respect to the network weights, and changes the weights such that the error decreases (thus going downhill on the surface of the error function). For this reason, back-propagation can only be applied on networks with differentiable activation functions.
Question: given the following text, tell me the most popular method for training multi-layer perceptrons today and explain how it works
Answer: Today, the most popular method for training multi-layer perceptrons (MLPs) is back-propagation. During backpropagation, the output values are compared with the correct answer to compute the value of some predefined error-function. The error is then fed back through the network. Using this information, the algorithm adjusts the weights of each connection in order to reduce the value of the error function by a small amount. After repeating this process for a sufficiently large number of training cycles, the network will usually converge to a state where the error of the calculations is small. In this case, one would say that the network has learned a certain target function
Context: Black rice, also known as purple rice or forbidden rice, is a range of rice types of the species Oryza sativa, some of which are glutinous rice.

There are several varieties of black rice available today. These include Indonesian black rice, Philippine heirloom balatinaw black rice and pirurutong black glutinous rice, and Thai jasmine black rice. Black rice is known as chak-hao in Manipur, India.

In Bangladesh, it is known as kalo dhaner chaal (black paddy rice) and used to make polao or rice-based desserts. The bran hull (outermost layer) of black rice contains one of the highest levels of anthocyanins found in food. The grain has a similar amount of fiber to brown rice and like brown rice, has a mild, nutty taste.

Black rice has a deep black color and usually turns deep purple when cooked. Its dark purple color is primarily due to its anthocyanin content, which is higher by weight than that of other colored grains. It is suitable for creating porridge, dessert, traditional Chinese black rice cake, bread, and noodles.
Question: What is Black rice?
Answer: Black rice is also known as purple or forbidden rice and is a range within the Oryza sativa, some of the most glutinous rice. When cooked, black rice usually turns deep purple. There are several varieties of black rice available today which include Indonesian black rice, Philippine heirloom black rice and Thai jasmine black rice. In India, black rice is known as chak-hao. In Bangladesh, black rice is used to make desserts.
Context: Pleasanton is a city in Alameda County, California, United States. Located in the Amador Valley, it is a suburb in the East Bay region of the San Francisco Bay Area. The population was 79,871 at the 2020 census.[8] In 2005 and 2007, Pleasanton was ranked the wealthiest middle-sized city in the United States by the Census Bureau.[9][10] Pleasanton is home to the headquarters of Safeway, Workday, Ellie Mae, Roche Molecular Diagnostics, Blackhawk Network Holdings, and Veeva Systems. Other major employers include Kaiser Permanente, Oracle and Macy's.[11] Although Oakland is the Alameda County seat, a few county offices are located in Pleasanton. The Alameda County Fairgrounds are located in Pleasanton, where the county fair is held during the last week of June and the first week of July. Pleasanton Ridge Regional Park is located on the west side of town.
Question: Where is Pleasanton?
Answer: Pleasanton is city in California, United States. It is located about 30-45 miles east of San Francisco. It is known for being Headquarter for multiple tech companies like veeva, workday and safeway.
Context: ABB Ltd. is a Swedish-Swiss multinational corporation headquartered in Zürich, Switzerland.[5] The company was formed in 1988 when Sweden's Allmänna Svenska Elektriska Aktiebolaget (ASEA) and Switzerland's Brown, Boveri & Cie merged to create ASEA Brown Boveri, later simplified to the initials ABB. Both companies were established in the late 1800s and were major electrical equipment manufacturers, a business that ABB remains active in today. The company has also since expanded to robotics and automation technology.
Question: Who is the company ABB
Answer: ABB Ltd. is a Swedish-Swiss multinational corporation headquartered in Zürich, Switzerland. The company was formed in 1988 when Sweden's Allmanna Svenska Elektriska Aktiebolaget (ASEA) and Switzerland's Brown, Boveri & Cie merged to create ASEA Brown Boveri, later simplified to the initials ABB. 

Both companies were established in the late 1800s and were major electrical equipment manufacturers, a business that ABB remains active in today. The company has also since expanded to robotics and automation technology.
Context: The Kwahu Plateau is a 260 km (160 mi) long plateau in southern Ghana. It consists of the uplifted southern edge of the Volta River Basin. It forms the main watershed of Ghana, separating rivers in the Volta River system from rivers in the western half of Ghana which flows into the Atlantic Ocean (Birim, Pra, Ankobra). The plateau has an average elevation of 1,500 feet and its highest point is Mount Akmawa at 2,586 feet. The plateau is dissected by several valleys and is marked by towering peaks. To the south it borders dense forest country, which it shields from the harmattan winds of the interior. Cacao cultivation has been introduced in the west, through which traditional trade routes lead to the Atlantic; vegetable cultivation is stressed in the eastern sector. The largest and most important towns on the Kwahu Plateau are Wenchi, Mampong, Mpraeso, and Abetifi.[1
Question: Given a reference text about the Kwahu Plateau, tell me its average and highest elevations.
Answer: The average and highest elevations of the Kwahu Plateau are 1,500 feet and 2,587 feet, respectively.
Context: The land battle took place over about 81 days beginning on 1 April 1945. The first Americans ashore were soldiers of the 77th Infantry Division who landed in the Kerama Islands, 15 mi (24 km) west of Okinawa on 26 March. Subsidiary landings followed, and the Kerama group was secured over the next five days. In these preliminary operations, the 77th Infantry Division suffered 27 dead and 81 wounded, while the Japanese dead and captured numbered over 650. The operation provided a protected anchorage for the fleet and eliminated the threat from suicide boats.
Question: Given this reference about the Battle of Okinawa during WW2, what was the difference in between the US (77th Infantry Division) and the Japanese casualties and wounded?
Answer: The difference was about 542
Question: Which African country was founded by Americans
Answer: Liberia
Context: The United States Electoral College is the group of presidential electors required by the Constitution to form every four years for the sole purpose of appointing the president and vice president. Each state and the District of Columbia appoints electors pursuant to the methods described by its legislature, equal in number to its congressional delegation (representatives and senators). Federal office holders, including senators and representatives, cannot be electors. Of the current 538 electors, an absolute majority of 270 or more electoral votes is required to elect the president and vice president. If no candidate achieves an absolute majority there, a contingent election is held by the House of Representatives to elect the president and by the Senate to elect the vice president.
The states and the District of Columbia hold a statewide or districtwide popular vote on Election Day in November to choose electors based upon how they have pledged to vote for president and vice president, with some state laws proscribing faithless electors. All states except Maine and Nebraska use a party block voting, or general ticket method, to choose their electors, meaning all their electors go to one winning ticket. Maine and Nebraska choose one elector per congressional district and two electors for the ticket with the highest statewide vote. The electors meet and vote in December, and the inauguration of the president and vice president takes place in January.
Question: Summarize what electoral college does in USA presidential election
Answer: Each states appoints electors based on methods by their legislature. 
Number of electors from each state are same as number of representatives from that state.
Candidate needs 270 electoral votes out of 538 to win presidential election.
All electors from state cast each of their vote to whoever received most votes in that state.
Maine and Nebraska can split their electoral votes based on whoever wins their district.
If no candidate gets 270 votes or higher then House of Representatives meets to elect President and Vice President.
Context: Redout is a science fiction racing video game developed and published by Italian studio 34BigThings, and co-published by Nicalis and 505 Games.[2] It is inspired by racing games such as F-Zero, Wipeout, Rollcage, and POD as stated on the game page on Steam.

The game was released for Microsoft Windows in September 2016, while the PlayStation 4 and Xbox One released in August 2017.[3] The Nintendo Switch port was originally slated for a Q2 2017 release, but got delayed and was released in May 2019.[4] The game was released for Amazon Luna on October 20, 2020.[5]
Question: From the text provided, find all the names of game consoles. Separate them with a comma.
Answer: PlayStation 4, Xbox One, Nintendo Switch
Context: Anachemmis sober is a species of false wolf spiders & wandering spiders in the family Zoropsidae. It is found in the United States.[1][2][3][4]
Question: What specie is the Anachemmis sober?
Answer: Anachemmis sober is part of the family of spiders of the species of false wolf.
Context: Tümmler was born in Thorn, West-Prussia, now Toruń, Poland. He entered the 1968 Olympics as the reigning European Champion. The 1500 m final was run at a fast pace and at the start of the last lap the eventual Olympic Champion Kipchoge Keino had already established a substantial lead. Tümmler and his countryman Harald Norpoth were in second and third place but were outsprinted by the world-record holder Jim Ryun on the last lap.[2]
Question: Given the reference text about Bodo Tümmler, who was he?
Answer: Bodo Tümmler is a middle-distance runner who was born in Thorn, West-Prussia (now Poland).
Context: Diversity is believed to bring substantial benefits such as better decision making and improved problem solving,[8] greater creativity and innovation, which leads to enhanced product development, and more successful marketing to different types of customers
Question: Why is prioritizing diversity hiring in an organization important?
Answer: Diversity drives creativity, innovation, and personal growth.
Context: Racial categories have historically been used as a way to enable an oppressive figure or group to discriminate against other groups or individuals which were seen as different from that of the oppressor.[4] In nineteenth and early twentieth century Europe, artwork was a common form of racialization which targeted countries in the Middle East and Asia.[5] The artwork, predominantly paintings, were portrayed in order to instill prejudice in the Western populations through sexualizing and manipulating images.[5] One of the most prominent examples of Orientalist work in art is a piece by Eugène Delacroix titled Women of Algiers in their Apartment.[6] Dating back to 1834, it portrays three women resting in a harem in exotic clothing while an African woman is dressed in plain clothing, depicting her role as a servant.[6] Fine textiles, hookahs, and other paraphernalia adorn the room, which represents a European fantasy of an exotic scene.[6] Attempts to portray these cultures as strange, foreign and exotic through Orientalism led to intolerance towards the Arab and Asian communities in Europe and the United States.[5] Others argue that Delacroix, who travelled in North Africa sketching extensively, was depicting a realistic scene of the era based on his first-hand knowledge and experience. In such an interpretation the clothing, for example, is consistent with the times, as Arab North Africans dressed differently from Europeans, and kept black slaves who would not have been treated as equals.[7]
Question: How was art used for manipulative purpose in racial discuss in the 20th century?
Answer: In the 19th to 20th century, Europeans commonly use artworks to portray prejudice towards Middle Eastern and Asian people.
Context: The Godfather Part II is a 1974 American epic crime film produced and directed by Francis Ford Coppola. The film is partially based on the 1969 novel The Godfather by Mario Puzo, who co-wrote the screenplay with Coppola, and it is both a sequel and a prequel to the 1972 film The Godfather, presenting parallel dramas: one picks up the 1958 story of Michael Corleone (Al Pacino), the new Don of the Corleone family, protecting the family business in the aftermath of an attempt on his life; the prequel covers the journey of his father, Vito Corleone (Robert De Niro), from his Sicilian childhood to the founding of his family enterprise in New York City. The ensemble cast also features Robert Duvall, Diane Keaton, Talia Shire, Morgana King, John Cazale, Mariana Hill, and Lee Strasberg.
Question: Who starred in Godfather Part II
Answer: Following the success of the first film, Paramount Pictures began developing a follow-up, with many of the cast and crew returning. Coppola, who was given more creative control, had wanted to make both a sequel and a prequel to The Godfather that would tell the story of the rise of Vito and the fall of Michael. Principal photography began in October 1973 and wrapped up in June 1974. The Godfather Part II premiered in New York City on December 12, 1974, and was released in the United States on December 20, 1974, receiving divided reviews from critics; its reputation, however, improved rapidly, and it soon became the subject of critical re-appraisal. It grossed $48 million in the United States and Canada and up to $93 million worldwide on a $13 million budget. The film was nominated for eleven Academy Awards, and became the first sequel to win Best Picture. Its six Oscar wins also included Best Director for Coppola, Best Supporting Actor for De Niro and Best Adapted Screenplay for Coppola and Puzo. Pacino won Best Actor at the BAFTAs and was nominated at the Oscars.

Like its predecessor, Part II remains a highly influential film, especially in the gangster genre. It is considered to be one of the greatest films of all time, as well as the rare example of a sequel that may be superior to its predecessor.[4] In 1997, the American Film Institute ranked it as the 32nd-greatest film in American film history and it retained this position 10 years later.[5] It was selected for preservation in the U.S. National Film Registry of the Library of Congress in 1993, being deemed "culturally, historically, or aesthetically significant".[6] The Godfather Part III, the final installment in the trilogy, was released in 1990.