DataHammer/scimrc huggingface dataset:
Question: How is Super Character method modified to handle tabular data also?
Evidence: For multi-modal sentiment analysis, we can simply split the image into two parts. One for the text input, and the other for the tabular data. Such that both can be embedded into the Super Characters image. The CNN accelerator chip comes together with a Model Development Kit (MDK) for CNN model training, which feeds the two-dimensional Super Characters images into MDK and then obtain the fixed point model. Then, using the Software Development Kit (SDK) to load the model into the chip and send command to the CNN accelerator chip, such as to read an image, or to forward pass the image through the network to get the inference result. The advantage of using the CNN accelerator is low-power, it consumes only 300mw for an input of size 3x224x224 RGB image at the speed of 140fps. Compared with other models using GPU or FPGA, this solution implement the heavy-lifting DNN computations in the CNN accelerator chip, and the host computer is only responsible for memory read/write to generate the designed Super Character image. This has shown good result on system implementations for NLP applications BIBREF9.
For multi-modal sentiment analysis, we can simply split the image into two parts. One for the text input, and the other for the tabular data.
Answer: The answers are shown as follows:
* simply split the image into two parts. One for the text input, and the other for the tabular data
Question: Identify which instrument is string or percussion: Pantalon, Chang
Answer: Chang is string, Pantalon is percussion.
Question: Who designed the current Indian flag?
Answer: The current Indian flag was designed by Pingali Venkayya. It is based on the Swaraj flag, a flag of the Indian National Congress party.
Question: What is the Research Collaboratory for Structural Bioinformatics Protein Data Bank (RCSB PDB)?
Answer: The Research Collaboratory for Structural Bioinformatics Protein Data Bank (RCSB PDB) is a database that provides a wealth of information about the 3D structures of proteins, nucleic acids, and other macromolecules. The database contains experimentally determined atomic coordinates for a large number of macromolecules, which can be used to study their structures, functions, and interactions. The RCSB PDB is widely used in genomics research and drug discovery, as it provides a valuable resource for understanding the structural basis of many biological processes and for designing new drugs that target specific macromolecules.

In addition to the atomic coordinates, the RCSB PDB contains a wealth of additional information about each macromolecule, including experimental methods used for structure determination, citations to relevant scientific literature, and information about biological function, sequence, and homology. The database also provides a variety of tools and resources for visualizing, analyzing, and downloading structural data, including a web-based viewer that allows users to interactively explore the 3D structures of macromolecules.
Question: Choose the word which is different from the rest: hangar, platform, dock, park, bus stand
Answer: All except park are places to await for transportation
Question: To which species does Allium desertorum belong
Answer: Allium desertorum is a species of onion found in Israel, Jordan, Palestine, and Egypt (including Sinai). It is a small bulb-forming perennial; flowers are white with purple midveins along the tepals.
Question: What temperature does water boil at in Celsius and Fahrenheit
Answer: Water boils at 100 degrees Celsius and 212 degrees Fahrenheit
Question: Find the price of Osborne 1 from this passage.
Evidence: The Osborne effect is a social phenomenon of customers canceling or deferring orders for the current, soon-to-be-obsolete product as an unexpected drawback of a company's announcing a future product prematurely. It is an example of cannibalization.
The term alludes to the Osborne Computer Corporation, whose second product did not become available until more than a year after it was announced. The company's subsequent bankruptcy was widely blamed on reduced sales after the announcement.
The Osborne Effect states that prematurely discussing future, unavailable products damages sales of existing products. The name comes from the planned replacement of the Osborne 1, an early personal computer first sold by the Osborne Computer Corporation in 1981. In 1983, founder Adam Osborne pre-announced several next-generation computer models (the Osborne Executive and Osborne Vixen), which were only prototypes, highlighting the fact that they would outperform the existing model as the prototypes dramatically cut down assembly time. A widely held belief was that sales of the Osborne 1 fell sharply as customers anticipated those more advanced systems, leading to a sales decline from which Osborne Computer was unable to recover. This belief appeared in the media almost immediately after the company's September 1983 bankruptcy:

To give the jazzy $2,495 Osborne Executive a running start, Adam began orchestrating publicity early in 1983. We, along with many other magazines, were shown the machine in locked hotel rooms. We were required not to have anything in print about it until the planned release date in mid-April. As far as we know, nothing did appear in print, but dealers heard about the plans and cancelled orders for the Osborne 1 in droves. In early April, Osborne told dealers he would be showing them the machine on a one-week tour the week of 17 April, and emphasized that the new machine was not a competitor for the Osborne 1. But dealers didn't react the way Osborne expected; said Osborne, "All of them just cancelled their orders for the Osborne 1."

Osborne reacted by drastically cutting prices on the Osborne 1 in an effort to stimulate cash flow. But nothing seemed to work, and for several months sales were practically non-existent.

Pre-announcement is done for several reasons: to reassure current customers that there is improvement or lower cost coming, to increase the interest of the media and investors in the company's future prospects, and to intimidate or confuse competitors. When done correctly, the sales or cash flow impact to the company is minimal, with the revenue drop for the current product being offset by orders or completed sales of the new product as it becomes available. However, when the Osborne effect occurs, the quantity of unsold goods increases and the company must react by discounting and/or lowering production of the current product, both of which depress cash flow.
Answer: The price of Osborne 1 is not mentioned in the passage. However, the price of its successor model Osborne Executive was $2,495.
Question: What NBA team has the most championships in the modern era? The modern era is defined as post NBA/ABA league merger, 24 second clock and three-point basket.
Answer: The NBA professional basketball team with the most modern championships are the Los Angeles Lakers with 11 in 1980, 1982, 1985, 1987, 1988, 2000, 2001, 2002, 2009, 2010, 2020.
Question: How to measure the quality of a split by using Random Forest?
Evidence: MLP contains three layers - an input layer, an output layer and some hidden layers. Input layer receives the signal, the output layer gives a decision or prediction about the input and the computation of the MLP is conducted in the hidden layers. In our system, we use 100 layers. For weight optimization, we use Limited-memory Broyden–Fletcher–Goldfarb–Shanno (LBFGS) optimization algorithm.
SVM gives an optimal hyper-plane and it maximizes the margin between classes. We use Radial Basis Function (RBF) kernel in our system to make decision boundary curve-shaped. For decision function shape, we use the original one-vs-one (ovo) decision function.
NBC is based on Bayes' Theorem which gives probability of an event occurrence based on some conditions related to that event. We use Multinomial Naive Bayes Classifier with smoothing parameter equals to 0.1. A zero probability cancels the effects of all the other probabilities.
Stochastic gradient descent optimizes an objective function with suitable smoothness properties BIBREF27. It selects few examples randomly instead of whole data for each iteration. We use 'L2' regularization for reduction of overfitting.
Gradient Boosting Classifier produces a prediction model consisting of weak prediction models. Gradient boosting uses decision trees. We use 100 boosting stages in this work.
K-NN is a supervised classification and regression algorithm. It uses the neighbours of the given sample to identify its class. K determines the number of neighbours needed to be considered. We set the value of K equals to 13 in this work.
RF is an ensemble learning technique. It constructs large number of decision trees during training and then predicts the majority class. We use 500 decision trees in the forest and "entropy" function to measure the quality of a split.
We use 500 decision trees in the forest and ”entropy” function to measure the quality of a split.
Answer: The authors use 500 decision trees in the forest and "entropy" function to measure the quality of a split.
Question: What is the only established city of the Dothraki people?
Answer: Vaes Dothrak is the only permanent settlement of the Dothraki people. It is located northeast of the Dothraki Sea.
Question: How hard is it to learn how to ski?
Answer: Learning how to ski is moderately hard. Depending on if you learn on your own or hire a professional instructor, you can expect to go skiing at least five to eight times before you feel comfortable on skis. There are also different mountains that offer different terrain which can impact how quickly you pick up skiing. It is advised that beginners stick to ski runs that are labeled as a green circle on any mountain as these are classified as the easiest way down the mountain.
Question: Can you tell me about the Porsche 993 targa?
Evidence: The Targa version of the 993 was introduced in the 1996 model year and was the debut of the so-called "greenhouse" system - a retractable glass roof, a design continued on the 996 and 997 Targa. The glass roof retracts underneath the rear window, revealing a large opening. This system was a complete redesign, as previous Targa models had a removable roof section and a wide B-pillar functioning as a roll bar. The new glass-roof design allowed the 993 Targa to retain the same side-on profile as the other 911 Carrera variants and finish without the inconvenience of storing the removed top of the old system. The Targa is based on the 993 Carrera cabriolet with the Targa glass roof replacing the fabric roof.
Answer: In 1996, Porsche introduced the 993 in a targa variant. Though targas had been around from Porsche for decades, there was a new approach with the 993 model. They implemented a so-called "greenhouse" system whereby the glass roof retracts underneath the rear window, revealing a large opening. This allowed the 993 to have the same side profile as the coupe models, but without the inconvenience of storing the removed top of the old system.
Question: Give me a concise summary of the history of baseball
Evidence: The evolution of baseball from older bat-and-ball games is difficult to trace with precision. Consensus once held that today's baseball is a North American development from the older game rounders, popular among children in Great Britain and Ireland. American baseball historian David Block suggests that the game originated in England; recently uncovered historical evidence supports this position. Block argues that rounders and early baseball were actually regional variants of each other, and that the game's most direct antecedents are the English games of stoolball and "tut-ball". The earliest known reference to baseball is in a 1744 British publication, A Little Pretty Pocket-Book, by John Newbery. Block discovered that the first recorded game of "Bass-Ball" took place in 1749 in Surrey, and featured the Prince of Wales as a player. This early form of the game was apparently brought to Canada by English immigrants.

By the early 1830s, there were reports of a variety of uncodified bat-and-ball games recognizable as early forms of baseball being played around North America. The first officially recorded baseball game in North America was played in Beachville, Ontario, Canada, on June 4, 1838. In 1845, Alexander Cartwright, a member of New York City's Knickerbocker Club, led the codification of the so-called Knickerbocker Rules, which in turn were based on rules developed in 1837 by William R. Wheaton of the Gotham Club. While there are reports that the New York Knickerbockers played games in 1845, the contest long recognized as the first officially recorded baseball game in U.S. history took place on June 19, 1846, in Hoboken, New Jersey: the "New York Nine" defeated the Knickerbockers, 23–1, in four innings. With the Knickerbocker code as the basis, the rules of modern baseball continued to evolve over the next half-century. By the time of the Civil War, baseball had begun to overtake its fellow bat-and-ball sport cricket in popularity within the United States, due in part to baseball being of a much shorter duration than the form of cricket played at the time, as well as the fact that troops during the Civil War did not need a specialized playing surface to play baseball, as they would have required for cricket.
Answer: Although the history of baseball cannot be determined with great precision, it is said that the game originated in England during the 1700s. The first official game to be played in North America took place in 1838 in Beachville, Ontario, Canada and in 1846 the first official game took place in the United States. The original rules of baseball, called the Knickerbocker Rules" were established in 1845 and formed the basis of the rules of modern baseball that evolved over the following century.
Question: Give me some reasons to work for a tech company
Answer: Working for a tech company has many advantages, here are some of them:
* You will be working on cutting edge technologies
* You'll have the opportunity to help people and organisations solve everyday problems with technology
* You will be rewarded for your creativity and sense of initiative
* The salaries in tech companies are high compared to average
* There is high demand for tech workers so you can easily find new opportunities
Question: Why is the convolutional language model acting better than a 4-gram language model?
Evidence: Recent work on convolutional neural network architectures showed that they are competitive with recurrent architectures even on tasks where modeling long-range dependencies is critical, such as language modeling BIBREF0 , machine translation BIBREF1 , BIBREF2 and speech synthesis BIBREF3 . In end-to-end speech recognition however, recurrent architectures are still prevalent for acoustic and/or language modeling BIBREF4 , BIBREF5 , BIBREF6 , BIBREF7 , BIBREF8 .
There is a history of using convolutional networks in speech recognition, but only as part of an otherwise more traditional pipeline. They have been first introduced as TDNNs to predict phoneme classes BIBREF9 , and later to generate HMM posteriorgrams BIBREF10 . They have more recently been used in end-to-end frameworks, but only in combination with recurrent layers BIBREF6 , or n-gram language models BIBREF11 , or for phone recognition BIBREF12 , BIBREF13 . Nonetheless, convolutional architectures are prevalent when learning from the raw waveform BIBREF14 , BIBREF15 , BIBREF16 , BIBREF13 , BIBREF17 , because they naturally model the computation of standard features such as mel-filterbanks. Given the evidence that they are also suitable on long-range dependency tasks, we expect convolutional neural networks to be competitive at all levels of the speech recognition pipeline.
In this paper, we present a fully convolutional approach to end-to-end speech recognition. Building on recent advances in convolutional learnable front-ends for speech BIBREF13 , BIBREF17 , convolutional acoustic models BIBREF11 , and convolutional language models BIBREF0 , the paper has four main contributions:
In particular, the detailed results show that the convolutional language model yields systematic and consistent improvement over a 4-gram language model for its better perplexity and larger receptive field.
Answer: Because convolutional language model acts better with its better perplexity and larger receptive field.
Question: What is Augusta National Golf Club?
Evidence: Augusta National Golf Club, sometimes referred to as Augusta or the National, is a golf club in Augusta, Georgia, United States. Unlike most private clubs which operate as non-profits, Augusta National is a for-profit corporation, and it does not disclose its income, holdings, membership list, or ticket sales.

Founded by Bobby Jones and Clifford Roberts, the course was designed by Jones and Alister MacKenzie and opened for play in 1932. Since 1934, the club has played host to the annual Masters Tournament, one of the four men's major championships in professional golf, and the only major played each year at the same course. It was the top-ranked course in Golf Digest's 2009 list of America's 100 greatest courses and was the number ten-ranked course based on course architecture on Golfweek Magazine's 2011 list of best classic courses in the United States.

In 2019, the course began co-hosting the Augusta National Women's Amateur with Champions Retreat Golf Club.
Answer: It is a for-profit, private golf club located in Augusta, Georgia. It opened in 1932 and hosts the Masters Tournament every year. It is a top-ranked course and does not disclose its earnings or member list.
Question: What evaluation metrics did the authors look at?
Evidence: In this section, we describe the findings of various experiments. First, we analyze how much information needs to be communicated for accurate localization in the Talk The Walk environment, and find that a short random path (including actions) is necessary. Next, for emergent language, we show that the MASC architecture can achieve very high localization accuracy, significantly outperforming the baseline that does not include this mechanism. We then turn our attention to the natural language experiments, and find that localization from human utterances is much harder, reaching an accuracy level that is below communicating a single landmark observation. We show that generated utterances from a conditional language model leads to significantly better localization performance, by successfully grounding the utterance on a single landmark observation (but not yet on multiple observations and actions). Finally, we show performance of the localization baseline on the full task, which can be used for future comparisons to this work.
Next, for emergent language, we show that the MASC architecture can achieve very high localization accuracy, significantly outperforming the baseline that does not include this mechanism.
Answer: The answers are shown as follows:
* localization accuracy
Question: How many quarters do you need to have three dollars?
Answer: There are 4 quarters in a dollar, so you need 12 quarters total to make 3 dollars
Question: how much traffic actually is drawn to this page and how long to user spend reading and hovering over this paragraph? What regions around the world does this traffic stem from?
Evidence: The Salvation Army (TSA) is a Protestant Christian church and an international charitable organization headquartered in London, England that is aligned with the Wesleyan-Holiness movement. The organisation reports a worldwide membership of over 1.7 million, comprising soldiers, officers and adherents collectively known as Salvationists. Its founders sought to bring salvation to the poor, destitute, and hungry by meeting both their "physical and spiritual needs". It is present in 133 countries, running charity shops, operating shelters for the homeless and disaster relief, and humanitarian aid to developing countries.

The theology of the Salvation Army is derived from Methodism, although it is distinctive in institution and practice. A distinctive characteristic of the Salvation Army is its use of titles derived from military ranks, such as "lieutenant" or "major". It does not celebrate the rites of Baptism and Holy Communion. However, the Army's doctrine is aligned with the Wesleyan–Arminian tradition, particularly the holiness movement. The Army's purposes are "the advancement of the Christian religion... of education, the relief of poverty, and other charitable objects beneficial to society or the community of mankind as a whole".

The Army was founded in 1865 in London by one-time Methodist preacher William Booth and his wife Catherine as the East London Christian Mission, and can trace its origins to the Blind Beggar tavern. In 1878, Booth reorganised the mission, becoming its first General and introducing the military structure which has been retained as a matter of tradition. Its highest priority is its Christian principles. The current international leader of The Salvation Army and chief executive officer (CEO) is General Brian Peddle, who was elected by the High Council of The Salvation Army on 3 August 2018.

In 2011, Charity Watch rated the Salvation Army an "A−" to an "A", indicating a high level of financial efficiency and organisational transparency. The Salvation Army has received an A-rating from the American Institute of Philanthropy.

The Salvation Army is one of the world's largest providers of social aid,[citation needed] with expenditures including operating costs of $2.6 billion in 2004, helping more than 32 million people in the U.S. alone. In addition to community centres and disaster relief, the organisation does work in refugee camps, especially among displaced people in Africa. In the United Kingdom, the Salvation Army is no longer the largest nongovernmental provider of social services; however, it still provides a significant service to people in need. The Salvation Army is the fourth largest charity in the United States, with private donations in excess of $2 billion in 2022, and is a member of the American organisation Christian Churches Together.[10
Answer: again not sure : https://en.wikipedia.org/wiki/The_Salvation_Army
Question: What is the renewable energy evolution in the last years as part of the global electricity supply share? provide a list by energy sources
Evidence: From 2011 to 2021, renewable energy has grown from 20% to 28% of global electricity supply. Use of fossil energy shrank from 68% to 62%, and nuclear from 12% to 10%. The share of hydropower decreased from 16% to 15% while power from sun and wind increased from 2% to 10%. Biomass and geothermal energy grew from 2% to 3%.
Answer: Between 2011 and 2021 the energy supply share evolved as:
- Renewable 20% - 28%
- Fossil 68% - 62%
- Nuclear 12% - 10%
- Hydropower 16% - 15%
- Sun and Wind 2% - 10%
- Biomass and Geothermal 2% - 3%