DataHammer/scimrc huggingface dataset:
Question: Who is raiden shogun?
Answer: Raiden Shogun is used to refer to Janpanese General. Nowadays she is more referred to a character in Genshin Impact, a popular action role-playing game developed by miHoYo. She is a playable Electro character and also the current Electro Archon of Inazuma1. The Raiden Shogun is unique as she is comprised of two beings in one body: Ei, the current Electro Archon of Inazuma; and the Shogun, the puppet created by Ei to act as the ruler of Inazuma in her stead, which also serves as her vessel. With the might of lightning at her disposal, she commits herself to the solitary pursuit of eternity.
Question: Give me 10 reasons why people dance
Answer: Passion, love of art, exercise, money, personal expression, communication, celebrations, cultural heritage, to connect and form bonds
Question: Give me a bulleted list of colleges or universities located Massachusetts
Answer: - Harvard
- Boston College
- Boston University
- Northeastern
- Babson College
- Bentley 
- Stonehill
- University of Massachusetts Amherst 
-  University of Massachusetts Dartmouth
- University of Massachusetts Boston
- Bridgewater State University 
- Bunker Hill Community College 
- Massachusetts Institute of Technology 
- Berklee College of Music
- Tufts University
Question: How did they mitigate the domain gap
Evidence: The automatic correction of errors in text [In a such situaction INLINEFORM0 In such a situation] is receiving more and more attention from the natural language processing community. A series of competitions has been devoted to grammatical error correction (GEC): the CoNLL-2013 shared task BIBREF0 , the CoNLL-2014 shared task BIBREF1 , and finally the BEA 2019 shared task BIBREF2 . This paper presents the contributions from the Cambridge University Engineering Department to the latest GEC competition at the BEA 2019 workshop.
We submitted systems to two different tracks. The low-resource track did not permit the use of parallel training data except a small development set with around 4K sentence pairs. For our low-resource system we extended our prior work on finite state transducer based GEC BIBREF3 to handle new error types such as punctuation errors as well as insertions and deletions of a small number of frequent words. For the restricted track, the organizers provided 1.2M pairs (560K without identity mappings) of corrected and uncorrected sentences. Our goal on the restricted track was to explore the potential of purely neural models for grammatical error correction. We confirm the results of BIBREF4 and report substantial gains by applying back-translation BIBREF5 to GEC – a data augmentation technique common in machine translation. Furthermore, we noticed that large parts of the training data do not match the target domain. We mitigated the domain gap by over-sampling the in-domain training corpus, and by fine-tuning through continued training. Our final model is an ensemble of four neural machine translation (NMT) models and two neural language models (LMs) with Transformer architecture BIBREF6 . Our purely neural system was also part of the joint submission with the Cambridge University Computer Lab described by BIBREF7 .
We mitigated the domain gap by over-sampling the in-domain training corpus, and by fine-tuning through continued training.
Answer: By over-sampling the in-domain training corpus, and fine-tuning through continued training.
Question: I've heard astronauts talk about the normalization of deviance and the risks therein.  What is the normalization of deviance, and how do I avoid it?
Answer: The normalization of deviance was a term coined by the sociologist Diane Vaughan who participated in the review of the Challenger disaster.  It was later the the subject of a number of public talks by astronaut Mike Mullane.  The theory is essentially that when we accept deviations from an expected standard, the deviation becomes the standard.  In the Challenger disaster, engineers kept noticing rubber o-rings that came back from tests in an out of tolerance state.  Because there were no dramatic failures during the tests, the engineers adjusted the standard for the o-rings to absorb these abnormalities.  Unfortunately, by normalizing deviance from the expected standard, it led to an o-ring failing during the Challenger launch, and the Challenger shuttle disintegrated in flight.  The normalization of deviance is an important pitfall to avoid when running any organization, but especially those which put its members in high risk situations, such as space travel.  To avoid it, you must remember, or learn, how and why certain standards were developed and adhere to them, even when pressures are high.
Question: What is Azure HDInsight?
Answer: Azure HDInsight is a cloud-based service from Microsoft for big data analytics that helps organizations process large amounts of streaming or historical data. It runs popular open-source frameworks—including Apache Hadoop, Spark, Hive, Kafka, and more.
Question: Which of the following are fruits and which are vegetables, from this list: Tomatoes, Carrots, Onions, Broccoli, Mushrooms, Cauliflower, Cabbage, Chives, Grapes, Sausages?
Answer: Most authorities place Tomatoes, and Grapes in the fruit category, while Carrots, Onions, Broccoli,  Cauliflower, Cabbage and Chives are definitely in the vegetables category. 

And be aware of the trick item on the list: Sausages belong in neither category? That is a type of meat. And as for Mushrooms, they are actually a fungi but most frequently categorised in the "vegetables" section.
Question: Who was Otto von Bismarck?
Evidence: Otto, Prince of Bismarck, Count of Bismarck-Schönhausen, Duke of Lauenburg (German: Otto Fürst von Bismarck, Graf von Bismarck-Schönhausen, Herzog zu Lauenburg, pronounced [ˈɔtoː fɔn ˈbɪsmaʁk] (listen); 1 April 1815 – 30 July 1898), born Otto Eduard Leopold von Bismarck, was a Prussian and later German statesman and diplomat. From his origins in the upper class of Junker landowners, Bismarck rose rapidly in Prussian politics, and from 1862 to 1890 he was the minister president and foreign minister of Prussia. Before his rise to the executive, he was the Prussian ambassador to Russia and France and served in both houses of the Prussian parliament. He masterminded the unification of Germany in 1871 and served as the first chancellor of the German Empire until 1890, in which capacity he dominated European affairs. He had served as chancellor of the North German Confederation from 1867 to 1871, alongside his responsibilities in the Kingdom of Prussia. He cooperated with King Wilhelm I of Prussia to unify the various German states, a partnership that would last for the rest of Wilhelm's life. The King granted Bismarck the titles of Count of Bismarck-Schönhausen in 1865 and Prince of Bismarck in 1871. Bismarck provoked three short, decisive wars against Denmark, Austria, and France. Following the victory against Austria, he abolished the supranational German Confederation and instead formed the North German Confederation as the first German national state, aligning the smaller North German states behind Prussia, while excluding Austria. Receiving the support of the independent South German states in the Confederation's defeat of France, he formed the German Empire – which also excluded Austria – and united Germany.
Answer: Otto von Bismarck was a Prussian and German soldier, statesman and diplomat who was largely responsible for Prussian unification with German as well as securing and ensuring its position through diplomacy.
Question: What are things to look out for when buying an old house in New England?
Answer: The most important piece in buying an old New England home (100+ years old) is to make sure the foundation is in good condition. Field stones (if applicable) and support beams need to be checked to insure safety and stability for the years to come. Next, you'll want to make sure it is insulated and the HVAC system is in good condition. Along that, review what type of electricity the house had wired as some older homes may be using older setups that may be dangerous or hazardous.
Question: What module do they add on the basis of pre-trained BERT?
Evidence: Automatic Text Summarization deals with the task of condensing documents into a summary, whose level is similar to a human-generated summary. It is mostly distributed into two distinct domains, i.e., Abstractive Summarization and Extractive Summarization. Abstractive summarization( Dejong et al. ,1978) involves models to deduce the crux of the document. It then presents a summary consisting of words and phrases that were not there in the actual document, sometimes even paraphrasing BIBREF1 . A state of art method proposed by Wenyuan Zeng BIBREF2 produces such summaries with length restricted to 75. There have been many recent developments that produce optimal results, but it is still in a developing phase. It highly relies on natural language processing techniques, which is still evolving to match human standards. These shortcomings make abstractive summarization highly domain selective. As a result, their application is skewed to the areas where NLP techniques have been superlative. Extractive Summarization, on the other hand, uses different methods to identify the most informative/dominant sentences through the text, and then present the results, ranking them accordingly. In this paper, we have proposed two novel stand-alone summarization methods.The first method is based on Glove Model BIBREF3 ,and other is based on Facebook's InferSent BIBREF4 . We have also discussed how we can effectively subdue shortcomings of one model by using it in coalition with models which capture the view that other faintly held.
On the basis of pre-trained BERT, we add an additional pooling module, design some pooling strategies for integrating the multi-layer representations of the classification token.
Answer: Pooling module.
Question: What are the common formats of competitive debate in the US?
Answer: - Public Forum
- Lincoln-Douglas
- Policy
- Congressional Debate
- British Parliamentary 
- World Schools Debate
- International Public Policy Forum
Question: What are the examples of  quantum tunneling processes?
Evidence: Apart from fission induced by a neutron, harnessed and exploited by humans, a natural form of spontaneous radioactive decay (not requiring a neutron) is also referred to as fission, and occurs especially in very high-mass-number isotopes. Spontaneous fission was discovered in 1940 by Flyorov, Petrzhak, and Kurchatov in Moscow, in an experiment intended to confirm that, without bombardment by neutrons, the fission rate of uranium was negligible, as predicted by Niels Bohr; it was not negligible.

The unpredictable composition of the products (which vary in a broad probabilistic and somewhat chaotic manner) distinguishes fission from purely quantum tunneling processes such as proton emission, alpha decay, and cluster decay, which give the same products each time. Nuclear fission produces energy for nuclear power and drives the explosion of nuclear weapons. Both uses are possible because certain substances called nuclear fuels undergo fission when struck by fission neutrons, and in turn emit neutrons when they break apart. This makes a self-sustaining nuclear chain reaction possible, releasing energy at a controlled rate in a nuclear reactor or at a very rapid, uncontrolled rate in a nuclear weapon.

The amount of free energy contained in nuclear fuel is millions of times the amount of free energy contained in a similar mass of chemical fuel such as gasoline, making nuclear fission a very dense source of energy. The products of nuclear fission, however, are on average far more radioactive than the heavy elements which are normally fissioned as fuel, and remain so for significant amounts of time, giving rise to a nuclear waste problem. However, the seven long-lived fission products make up only a small fraction of fission products. Neutron absorption which does not lead to fission produces Plutonium (from 238
U) and minor actinides (from both 235
U and 238
U) whose radiotoxicity is far higher than that of the long lived fission products. Concerns over nuclear waste accumulation and the destructive potential of nuclear weapons are a counterbalance to the peaceful desire to use fission as an energy source. The thorium fuel cycle produces virtually no plutonium and much less minor actinides, but 232
U - or rather its decay products - are a major gamma ray emitter. All actinides are fertile or fissile and fast breeder reactors can fission them all albeit only in certain configurations. Nuclear reprocessing aims to recover usable material from spent nuclear fuel to both enable uranium (and thorium) supplies to last longer and to reduce the amount of "waste". The industry term for a process that fissions all or nearly all actinides is a "closed fuel cycle".
Answer: proton emission, alpha decay, and cluster decay.
Question: List all of the call signs mentioned in the paragraph
Evidence: WABG-TV's first broadcast was on October 20, 1959, on VHF channel 6. Originally it was a CBS affiliate, with a secondary affiliation with ABC owing to WABG radio (960 AM)'s affiliation with ABC Radio. In 1966, the station built a 1,200-foot (366 m) tower near Inverness and increased its effective radiated power to 100,000 watts. Following its completion in October 1966, WABG dropped CBS to become a full-time ABC affiliate in November 1966. Until then, the only areas of the state to receive a sole ABC affiliate were the northwest (from Memphis' WHBQ-TV) and the Gulf Coast (from WVUE in New Orleans). Until future sister station WXVT signed on in 1980, WJTV in Jackson served as the default CBS affiliate for the southern counties in the Delta area, while WREG-TV in Memphis served the northern half of the market, Mississippi cities like Kosciusko received WABG-TV on their analog television set as their default ABC station from 1970 to 2009, as WAPT in Jackson did not have a strong signal on analog television in the Kosciusko area. On March 12, 1986, the studios of WABG were damaged by a fire triggered by an electrical short circuit after the station signed off the air for the night. With no injuries being reported, the station was forced to relocate its transmission signal.[citation needed]
Answer: Sure, here is a full list of all the call signs that were mentioned in the paragraph:

- WABG-TV
- WABG
- WHBQ-TV
- WVUE
- WXVT
- WJTV
- WREG-TV
- WAPT
Question: Is the Tiger population Increasing in India?
Answer: India is one of the very few countries in which the Tiger population is flourishing. Thanks to the reserve forests and dedicated support by the public and NGOs.There has been a steady increase in the Tiger population year over year and Karnataka state has been the front-runner in protecting and growing the Tiger population
Question: What does the distribution of isobars indicate?
Evidence: An isobar is a line of equal or constant pressure on a graph, plot, or map; an isopleth or contour line of pressure. More accurately, isobars are lines drawn on a map joining places of equal average atmospheric pressure reduced to sea level for a specified period of time. In meteorology, the barometric pressures shown are reduced to sea level, not the surface pressures at the map locations. The distribution of isobars is closely related to the magnitude and direction of the wind field, and can be used to predict future weather patterns. Isobars are commonly used in television weather reporting.
Answer: The distribution of isobars is closely related to the magnitude and direction of the wind field, and can be used to predict future weather patterns.
Question: Using this passage, extract all the years associated with the area.
Evidence: In 1872 the Boundary Commission travelled through this area while surveying the border between Canada and the United States. During the 1874 March West trek of the North-West Mounted Police, the force established its first camp (called Short Creek Camp) at this location. The community began being served by the Soo Line in 1893, permitting the coal mines in the region to become operational. Roche Percée incorporated as a village on January 12, 1909.
Answer: 1872, 1874, 1893, 1909
Question: Please write a haiku
Answer: A Siamese cat

Trotting through the sticks and leaves

Follows his next meal
Question: Classify each of the following as fast or slow: Toyota Supra, Toyota Corolla, Toyota Highlander
Answer: Toyota Supra is fast, Toyota Corolla is slow, Toyota Highlander is slow
Question: How many scores do the OntoNotes dataset and Wiki(GOLD) dataset get?
Evidence: The results for each class type are shown in Table TABREF19 , with some specific examples shown in Figure FIGREF18 . For the Wiki(gold) we quote the micro-averaged F-1 scores for the entire top level entity category. The total F-1 score on the OntoNotes dataset is 88%, and the total F-1 cross-validation score on the 112 class Wiki(gold) dataset is 53%. It is worth noting that one could improve Wiki(gold) results by training directly using this dataset. However, the aim is not to tune our model specifically on this class hierarchy. We instead aim to present a framework which can be modified easily to any domain hierarchy and has acceptable out-of-the-box performances to any fine-grained dataset. The results in Table TABREF19 (OntoNotes) only show the main 7 categories in OntoNotes which map to Wiki(gold) for clarity. The other categories (date, time, norp, language, ordinal, cardinal, quantity, percent, money, law) have F-1 scores between 80-90%, with the exception of time (65%)
The total F-1 score on the OntoNotes dataset is 88%, and the total F-1 cross-validation score on the 112 class Wiki(GOLD) dataset is 53%.
Answer: The total F-1 score on the OntoNotes dataset is 88%, and the total F-1 cross-validation score on the 112 class Wiki(GOLD) dataset is 53%.
Question: What is it like to own a dog that sheds everywhere?
Answer: A dog that sheds everywhere is quite a way to live. You wake up with fur in your mouth. Then when you make the bed, fur flies everywhere. You go to get changed and there is fur all over your clothing. When you brush your teeth, you notice fur in your toothbrush. When you're finally ready for the day, you spend a few extra minutes brushing fur off your clothing and vacuuming up behind you before you start your day. Finally, everything you do in the house likely has fur in it so you just get used to it and learn to live with your fur baby.
Question: Given this paragraph about Robert Russell, what is he known for?
Evidence: In 1839, Russell designed St James Old Cathedral, the oldest building in Melbourne (though moved just outside the city grid in 1914) and one of the very few pre-Gold Rush buildings in the city.
Russell later practised as an architect in Melbourne until he was forced to retire by old age. He kept his mind to the last and died at Richmond, Melbourne, on 10 April 1900, aged 92. He married and was survived by two sons and two daughters.
In addition to being an architect and surveyor Russell did 'extensive work as a sketcher, amateur photographer, etcher, lithographer (and) carver'. He did valuable work as an amateur artist by preserving many original sketches of Melbourne in its early years, in both water-colour and pencil and in 1952 an exhibition of his 'lost paintings' was held at the Tye gallery in Melbourne Russell's artwork is in the collections of the State Library of Victoria, National Gallery of Victoria, the National Library of Australia and the State Library of New South Wales. There is a portrait of him in old age painted c1890 by Frederick McCubbin in the collection of the National Library of Australia.
In 1969, the Victorian chapter of the Australian Institute of Architects named their St. Kilda Road property 'Robert Russell House' in recognition of his work.
Answer: Rober Russell was an architect, surveyor and amateur artist who designed the oldest building in Melbourne, Australia, i.e., St James Old Cathedral in 1839. His art work including numerous sketches of Melbourne in the 1800s is on display in various galleries and museums in Victoria and New South Wales, Australia, such as the  State Library of Victoria, National Gallery of Victoria, the National Library of Australia and the State Library of New South Wales.
Question: Extract the family that Eudaronia is part of from the text.
Evidence: Eudaronia is a genus of sea snails, marine gastropod mollusks in the family Eudaroniidae within the superfamily Seguenzioidea.
Answer: Eudaroniidae
Question: How many disciplines of rowing are there?
Evidence: Rowing, sometimes called crew in the United States, is the sport of racing boats using oars. It differs from paddling sports in that rowing oars are attached to the boat using oarlocks, while paddles are not connected to the boat. Rowing is divided into two disciplines: sculling and sweep rowing. In sculling, each rower holds two oars—one in each hand, while in sweep rowing each rower holds one oar with both hands. There are several boat classes in which athletes may compete, ranging from single sculls, occupied by one person, to shells with eight rowers and a coxswain, called eights. There are a wide variety of course types and formats of racing, but most elite and championship level racing is conducted on calm water courses 2 kilometres (1.2 mi) long with several lanes marked using buoys.
Answer: There are two primary rowing disciplines: sweep rowing and sculling.
Question: Who was the first African American to go to space?
Evidence: Guion Stewart Bluford Jr. (born November 22, 1942) is an American aerospace engineer, retired United States Air Force (USAF) officer and fighter pilot, and former NASA astronaut, in which capacity he became the first African American to go to space. While assigned to NASA, he remained a USAF officer rising to the rank of colonel. He participated in four Space Shuttle flights between 1983 and 1992. In 1983, as a member of the crew of the Orbiter Challenger on the mission STS-8, he became the first African American in space as well as the second person of African descent in space, after Cuban cosmonaut Arnaldo Tamayo Méndez.
Answer: Guion Stewart Bluford Jr. was the first African American to go to space.  He was an American aerospace engineer, retired United States Air force officer and fighter pilot, and former NASA astronaut.  He participated in for Space Shuttle flights between 1983 and 1992.
Question: Where is the Crucifixion with the Virgin and St John painting located now?
Evidence: The Crucifixion with the Virgin and St John by Hendrick ter Brugghen is an oil painting, now in the Metropolitan Museum of Art in New York City. It was probably painted c. 1625 as an altarpiece for a Catholic schuilkerk, a "hidden church" or "church in the attic", in the Calvinist Dutch United Provinces, probably Utrecht. When discovered in a bombed out church in South Hackney, London in 1956, it was unknown, but by the time it appeared in Sotheby's salesroom in November of that year it was recognized as an important example of Utrecht Caravaggism. It was acquired by the museum in the sale.
Answer: The Crucifixion with the Virgin and St John oil painting is located in the Metropolitan Museum of Art in New York City.