DataHammer/scimrc huggingface dataset:
Question: Why is it achieving "shift-invariance" , "minimal parameterization" or even the orthonomality property matters for the purpose of positional encoding？
Evidence: Another major difference between our method and “Gaussian 3D”, is that our encodings have constant norm and rotation-invariant inner products, thus satisfying the NTK conditions for the outputs to approximate a convolution on the manifold (shift-invariance). This is appropriate for the tasks we consider, where the relative importance between training inputs (coordinates) should not depend on their absolute position. The Gaussian encoding does not satisfy these conditions and results in a translation-invariant encoding, which is not appropriate for points on the sphere. In this section, we show the effects of intentionally breaking these two properties in our model. We sample a vector, fixed during training, from a standard normal distribution with the same dimensions as the encoding. We then replace the positional encoding by its pointwise multiplication with this vector of random factors. The resulting encoding does not have constant norm nor rotation-invariant inner products.
Answer: The desirable convolutional (shift-invariant) behavior is of the whole model when the task is coordinate-based regression, not particularly for the purpose of positional encoding. Since, according to the NTK results, shift-invariance is achieved given some properties of the inputs, and we are changing the inputs with the proposed encoding, we want to make sure our encoding satisfies those properties.
Inspired by your suggestion regarding (sin, 2cos), we conduct an experiment to verify whether the 1) constant norm and 2) rotation-invariant inner products properties of the encodings matter in practice. The idea is to simply multiply each encoding element by a random factor, and the results show it causes a drop in performance. Please see Appendix C.3 for details.
Question: Identify which instrument is string or percussion: Pandero jarocho, Sallaneh
Answer: Sallaneh is string, Pandero jarocho is percussion.
Question: Does the accuracy of the KDG model drop without this pruning of the training data?
Evidence: Question answering on tabular data is an important problem in natural language processing. Recently, a number of systems have been proposed for solving the problem using the WikiTableQuestions dataset BIBREF1 (henceforth called WTQ). This dataset consists of triples of the form INLINEFORM0 question, table, answer INLINEFORM1 where the tables are scraped from Wikipedia and questions and answers are gathered via crowdsourcing. The dataset is quite challenging, with the current best model BIBREF0 (henceforth called KDG) achieving a single model accuracy of only 43.3% . This is nonetheless a significant improvement compared to the 34.8% accuracy achieved by the previous best single model BIBREF2 .
We sought to analyze the source of the improvement achieved by the KDG model. The KDG paper claims that the improvement stems from certain aspects of the model architecture.
In this paper, we find that a large part of the improvement also stems from a certain pruning of the data used to train the model. The KDG system generates its training data using an algorithm proposed by BIBREF3 . This algorithm applies a pruning step (discussed in Section SECREF3 ) to eliminate spurious training data entries. We find that without this pruning of the training data, accuracy of the KDG model drops to 36.3%. We consider this an important finding as the pruning step not only accounts for a large fraction of the improvement in the state-of-the-art KDG model but may also be relevant to training other models. In what follows, we briefly discuss the pruning algorithm, how we identified its importance for the KDG model, and its relevance to further work.
We find that without this pruning of the training data, accuracy of the KDG model drops to 36.3%.
Answer: Yes, it does.
Question: How did Ella Tromp begin her political career?
Evidence: Ella Tromp's political career began in 1989. She worked as an employee in the cabinet of the Prime Minister. On 9 March 1991 she was appointed Minister Plenipotentiary in the first cabinet of Nelson Oduber, a position which she held until 1 March 1993. She was the first woman in the history of the country to hold this position. She was also the first woman to be appointed as Minister of Finance, which she served as during Oduber's second cabinet. During her tenure as Minister of Finance, from 1993 to 1994, there was a quarrel between coalition members of the ruling government, which led to early elections and a shortened term. Despite this, she maintained firm control over government spending and for the first time in Aruba's status aparte period the country had a budget surplus.
Answer: Ella Tromp began her political career working in the cabinet of the Prime Minister in 1989. After two years she was appointed Minister Plenipotentiary in the first cabinet of Nelson Oduber, and was the first woman in the history of the country to hold that position. She then became the Minister of Finance in 1993, a role she served in until 1994.
Question: From the given text, list the movies of Shah Rukh Khan in a chronological manner.
Evidence: Shah Rukh Khan (pronounced [ˈʃɑːɦɾʊx xɑːn]; born 2 November 1965), also known by the initialism SRK, is an Indian actor and film producer who works in Hindi films. Referred to in the media as the "Baadshah of Bollywood" and "King Khan", he has appeared in more than 90 films, and earned numerous accolades, including 14 Filmfare Awards. He has been awarded the Padma Shri by the Government of India, as well as the Ordre des Arts et des Lettres and Legion of Honour by the Government of France. Khan has a significant following in Asia and the Indian diaspora worldwide. In terms of audience size and income, he has been described as one of the most successful film stars in the world. Many of his films thematise Indian national identity and connections with diaspora communities, or gender, racial, social and religious differences and grievances.

Khan began his career with appearances in several television series in the late 1980s, and had his Bollywood debut in 1992 with Deewana. He was initially recognised for playing villainous roles in the films Baazigar (1993) and Darr (1993). Khan established himself by starring in a series of top-grossing romantic films, including Dilwale Dulhania Le Jayenge (1995), Dil To Pagal Hai (1997), Kuch Kuch Hota Hai (1998), Mohabbatein (2000), Kabhi Khushi Kabhie Gham... (2001), Kal Ho Naa Ho (2003) and Veer-Zaara (2004). He earned critical acclaim for his portrayal of an alcoholic in Devdas (2002), a NASA scientist in Swades (2004), a hockey coach in Chak De! India (2007) and a man with Asperger syndrome in My Name Is Khan (2010). Further commercial successes came with the romantic dramas Om Shanti Om (2007) and Rab Ne Bana Di Jodi (2008), and with his expansion to comedies in Chennai Express (2013) and Happy New Year (2014). Following a brief setback and hiatus, Khan made a career comeback with the action film Pathaan (2023), which became the second-highest-grossing Hindi release.
Answer: Deewana (1992), Baazigar (1993), Darr (1993), Dilwale Dulhania Le Jayenge (1995), Dil To Pagal Hai (1997), Kuch Kuch Hota Hai (1998), Mohabbatein (2000), Kabhi Khushi Kabhie Gham... (2001), Devdas (2002), Kal Ho Naa Ho (2003),  Swades (2004), Veer-Zaara (2004), Chak De! India (2007), Om Shanti Om (2007), Rab Ne Bana Di Jodi (2008), My Name Is Khan (2010), Chennai Express (2013), Happy New Year (2014), Pathaan (2023)
Question: What is C#?
Answer: C# (pronounced C sharp)is a general-purpose high-level programming language supporting multiple paradigms. C# encompasses static typing, strong typing, lexically scoped, imperative, declarative, functional, generic, object-oriented (class-based), and component-oriented programming disciplines.
Question: Think up some openings for beginners to the game of Chess
Answer: Chess openings are the most important part of the game, there are some advanced ones, some common ones, and some easy ones. This is a list of openings for beginners to the game:
- The King's Pawn Opening: This is a very common opening, you move your king's pawn 2 spaces forward, so does the opponent. This is followed by developing your knights. 
- The Fianchetto defense. You move your kingside knight's pawn forward 1 space, then you develop the kingside knight. You then put your kingside bishop in the square that the pawn used to be in, followed by castling. This opening is common among lower ranked players.
- Four Knights Game: This doesn’t happen too much. Both sides start by developing their knights, the pawns take it over from there.
- The French Defense: You move your king's pawn 1 space forward, followed by developing all of your kingside pieces, and finishing by castling.
Question: You stumble upon a new animal, one the world has never seen. What is it and how did you come up with it's name?
Answer: I can't believe I found the worlds first ever Micophant.  I thought for sure what I had stumbled upon was a very tiny, baby elephant but I know baby elephants can weigh up to 200lbs at birth. This little 3lb creature with all the features of a full grown elephant was truly one of a kind.  The most notable item my Microphant had was a tiny set of functional wings. So not only could this small creature move by foot, it could also fly!  I was so astonished by this discovery I contacted my local Zoo which helped me identify this animal and notify the appropriate scientific community of this incredible discovery.
Question: How does a push rod internal combustion engine work?
Answer: The heart of a push rod internal combustion engine (ICE) is the crankshaft. Rods connect the engines pistons to the journals of the crankshaft. The crankshaft is evenly balanced by  weights on the opposite side of each journal to ensure that at high revolutions per minute (RPM) the motor is stable. As the crankshaft rotates it pushes the rods up and down that are connected to pistons. At the front of the crankshaft is a gear, the gear is typically connected via a chain to the camshaft. If the crankshaft is the heart of the engine, a camshaft is the brain of the engine. The camshaft determines when to open and close valves that let in air and fuel into each cylinder and let out exhaust from the internal combustion. The camshaft is a shaft that runs the length of the engine and has lobes on it, small metal cylinders called lifters ride on these lobes and are connected to push rods, the push rods are connected to rockers which rock back and forth opening and closing valves in the cylinder heads. The valves are located in the cylinder heads that sit on top of the cylinders that the pistons are in. As the pistons rotate up, a valve (being driven by the camshaft) opens to bring fuel into the cylinder, when the valve closes a spark from a spark plug, ignites the fuel causing a mini explosion pushing the cylinder down, a second valve opens letting the exhaust from the mini explosion exit the engine. This in turn rotates the crankshaft, pushing another piston up where the process continues. An intake manifold is like the lungs of a motor, it breaths in air from the atmosphere and mixes it with just the right amount of fuel to create that mini explosion in the cylinder.  The timing of the air, fuel, spark delivery is critical if it is off just the smallest of margins the engine will not run at all.
Question: Is Seattle a nice place to live?
Evidence: Seattle came in at No. 39 in the 2023 World's Best Cities Report, a comprehensive annual study by Resonance Consultancy. Seattle is a seaport city on the West Coast of the United States. The culture of Seattle is heavily defined by its significant musical history. Between 1918 and 1951, nearly 24 jazz nightclubs existed along Jackson Street, from the current Chinatown/International District to the Central District. The jazz scene nurtured the early careers of Ernestine Anderson, Ray Charles, Quincy Jones, and others. The city is also the origin of rock acts such as Foo Fighters, Heart, and Jimi Hendrix, as well as the grunge subgenre of rock and its pioneering bands Alice in Chains, Pearl Jam, Nirvana, and Soundgarden. The city itself is hilly, though not uniformly so. Like Rome, the city is said to lie on seven hills; the lists vary but typically include Capitol Hill, First Hill, West Seattle, Beacon Hill, Queen Anne, Magnolia, and the former Denny Hill. Due to its location in the Pacific Ring of Fire, Seattle is in a major earthquake zone. Temperature extremes are moderated by the adjacent Puget Sound, greater Pacific Ocean, and Lake Washington. Thus extreme heat waves are rare in the Seattle area, as are very cold temperatures (below about 15 °F (−9 °C)). The Seattle area is the cloudiest region of the United States, due in part to frequent storms and lows moving in from the adjacent Pacific Ocean. With many more "rain days" than other major American cities, Seattle has a well-earned reputation for frequent rain. Seattle's economy is driven by a mix of older industrial companies and "new economy" internet and technology companies, as well as service, design, and clean technology companies.
Answer: Yes
Question: Given a reference text about the Victoria Inn, who built it and when was it sold?
Evidence: Victoria Inn is a heritage-listed former hotel and restaurant at 20-22 Jellore Street, Berrima, Wingecarribee Shire, New South Wales, Australia. It is also known as Queen Victoria Inn and Allington. It was added to the New South Wales State Heritage Register on 2 April 1999.

History
The inn was built by Joseph Levy, an ex-convict turned prominent businessman, and was first licensed in 1840, operating as both an inn and brewery. Philip Solomon was the initial licensee. There is evidence in an early painting that the building once had a verandah.

It was sold early in 1863, and no record of it operating as an inn in its original incarnation appears thereafter. An 1868 report refers to it in the past-tense, but notes that its stables were still in use by Cobb and Co.

It later became a residence known as Allington and became the surgery of Dr. George Lambert in 1876.

It operated as "Arlington House" or "Arlington Inn" for a period c. 1960s, but had resumed its original name by the late 1970s.

The stables and boarding house were later refurbished as a restaurant, operating as the Victoria Inn Restaurant. It hosted Governor-General of Australia Zelman Cowen in 1986. It is no longer in operation.
Answer: The Victoria Inn was built by Joseph Levy and was sold in early 1863.
Question: What is the 2008 Scottish Labour deputy leadership election?
Evidence: What was the 2008 Scottish Labour Party deputy leadership election?
Answer: The 2008 Scottish Labour Party deputy leadership election was an internal party election to choose a new deputy leader of the Labour Party in the Scottish Parliament, which caused the resignation of Cathy Jamieson. Johann Lamont won the election and was elected deputy leader on Saturday 13 September.
Question: How many languages are spoken in India?
Answer: There are several languages and dialects spoken across various parts of India. Currently, the Indian constitution recognises 22 languages. However, there are other prominent languages in certain regions that are not recognised. One such example is Marwari which is spoken in several parts of the state named Rajasthan but is not constitutionally recognised.
Question: How can I change the type of a column?
Answer: Changing a column’s type or dropping a column requires rewriting the table. For an example, see Change column type.
Question: The final of Asia cup was held in UAE, was won by Sri Lanka from which country
Answer: Pakistan by 23 runs
Question: Who was Lionel Danthanarayana ?
Evidence: Lionel Danthanarayana (born 24 August 1940 – died 30 July 1994 as ලයනල් දැරණියගල) [Sinhala]), popularly as stage name Lionel Deraniyagala, was an actor in Sri Lankan cinema and theater. One of the most popular villain artists ever in Sri Lankan film history, he had a career for more than three decades as the antagonist.
Answer: Lionel Danthanarayana was bor on August 24, 1940.   He was a famous Sri Lankan Cinema and theatre actor.   He is considered one of the most famous Sri Lankan viillain artists, and spent more than three decades as the antagonist.
Question: Where is Przystań?
Evidence: Przystań [ˈpʂɨstaɲ] (German: Pristanien, from 1938-45 Passdorf) is a village in the administrative district of Gmina Węgorzewo, within Węgorzewo County, Warmian-Masurian Voivodeship, in northern Poland, close to the border with the Kaliningrad Oblast of Russia. It lies approximately 8 kilometres (5 mi) west of Węgorzewo and 89 km (55 mi) north-east of the regional capital Olsztyn.

The village has a population of 80.
Answer: Przystań is a small village in Poland close to the Russia border. It has a population of 80
Question: What other natural processing tasks authors think could be studied by using word embeddings?
Evidence: Our findings paves the way for research in several new directions. While we probed the effectiveness of virtual edges in a specific text classification task, we could extend this approach for general classification tasks. A systematic comparison of embeddings techniques could also be performed to include other recent techniques BIBREF54, BIBREF55. We could also identify other relevant techniques to create virtual edges, allowing thus the use of the methodology in other networked systems other than texts. For example, a network could be enriched with embeddings obtained from graph embeddings techniques. A simpler approach could also consider link prediction BIBREF56 to create virtual edges. Finally, other interesting family of studies concerns the discrimination between co-occurrence and virtual edges, possibly by creating novel network measurements considering heterogeneous links.
Our findings paves the way for research in several new directions. While we probed the effectiveness of virtual edges in a specific text classification task, we could extend this approach for general classification tasks. A systematic comparison of embeddings techniques could also be performed to include other recent techniques BIBREF54, BIBREF55. We could also identify other relevant techniques to create virtual edges, allowing thus the use of the methodology in other networked systems other than texts. For example, a network could be enriched with embeddings obtained from graph embeddings techniques. A simpler approach could also consider link prediction BIBREF56 to create virtual edges. Finally, other interesting family of studies concerns the discrimination between co-occurrence and virtual edges, possibly by creating novel network measurements considering heterogeneous links.
Answer: The answers are shown as follows:
* general classification tasks
* use of the methodology in other networked systems
* a network could be enriched with embeddings obtained from graph embeddings techniques
Question: what are the benefits of swimming?
Answer: Swimming is a gravity-free, full-body cardio workout; swimmers can determine the intensity of the workout on their own with different exercise strategies. Swimming can improve your cardio level, get better heart-blood circulation, and have stronger lungs. Like any other sport or exercises, swimming also reduces stress, boosts mood, and helps with sleep quality. If you swim fast pace sprints, it can build muscles. On the other hand, if you swim steady-paced, long laps, it improves endurance and reduces your resting heart rate with practice.
Question: How many syllables are in the word reverberate?
Answer: The word reverberate has 4 syllables: re-ver-ber-ate
Question: How many syllables are in the word smarter?
Answer: There are two syllables in the word smarter: smart-er.
Question: How many regions make up the ITV network?
Evidence: The history of ITV, the United Kingdom "Independent Television" commercial network, goes back to 1955.

Independent Television began as a network of independently-owned regional companies that were both broadcasters and programme makers, beginning with four companies operating six stations in three large regions in 1955–1956, and gradually expanding to 17 stations in 14 regions by 1962. Each regional station was responsible for its own branding, scheduling and advertising, with many peak-time programmes shared simultaneously across the whole network.

By 29 February 2016, 12 regions in England and Wales shared national ITV branding and scheduling, and, together with a 13th region UTV in Northern Ireland, were owned by a single company, ITV plc. A further two regions in Scotland carry STV branding and are owned by the STV Group.
Answer: ITV started with three large regions in 1955. This expanded to 14 regions in 1962. In 2016 12 of the 14 regions shared national ITV branding in England and Wales with Scotland branded as STV and Northern Ireland as UTV.
Question: Given this paragraph about the Golden Records, tell me what it is, where it is heading, who/when created it.
Evidence: The Voyager Golden Records are two phonograph records that were included aboard both Voyager spacecraft launched in 1977. The records contain sounds and images selected to portray the diversity of life and culture on Earth, and are intended for any intelligent extraterrestrial life form who may find them. The records are a time capsule.

Although neither Voyager spacecraft is heading toward any particular star, Voyager 1 will pass within 1.6 light-years' distance of the star Gliese 445, currently in the constellation Camelopardalis, in about 40,000 years.

Carl Sagan noted that "The spacecraft will be encountered and the record played only if there are advanced space-faring civilizations in interstellar space, but the launching of this 'bottle' into the cosmic 'ocean' says something very hopeful about life on this planet."

The contents of the record were selected for NASA by a committee chaired by Carl Sagan of Cornell University. The selection of content for the record took almost a year. Sagan and his associates assembled 115 images and a variety of natural sounds, such as those made by surf, wind, thunder and animals (including the songs of birds and whales). To this they added audio content to represent humanity: spoken greetings in 55 ancient and modern languages, including a spoken greeting in English by U.N. Secretary-General Kurt Waldheim and a greeting by Sagan's six-year-old son, Nick; other human sounds, like footsteps and laughter (Sagan's); the inspirational message Per aspera ad astra in Morse code; and musical selections from different cultures and eras. The record also includes a printed message from U.S. president Jimmy Carter.
Answer: The Voyager Golden Records was created by NASA committee and chaired by Carl Sagan launched in 1977 heading to any particular star passing within 1.6 light-years' distance of the star Gliese 445, currently in the constellation Camelopardalis, in about 40,000 years. The contents provided depict diversity of life and culture on Earth through sounds and images.
Question: Tell me whether these operation systems are open-source of proprietary; Ubuntu, iOS , Debian, Fedora, CentOS, macOS, Open Suse, Windows
Answer: Definitely I can do that. Ubuntu, Fedora, Debian, CentOS and Open Suse are open-source operating systems. On the other hand, Windows, macOS and iOS are proprietary.
Question: Tell me whether these are insects: ants, cicadas, flies, mosquitos, spiders, scorpions.
Answer: ants, cicadas, flies and mosquitos are insects, spiders and scorpions are animals (a class of joint-legged invertebrate animals, i.e. arthropods).