DataHammer/scimrc huggingface dataset:
Question: Which of these are languages in India and which are not Indian Languages: English, Hindi, Ukranian, French, Spanish, Hindi, Kannada, Tulu, Mandrian, Tamil, Taiwanese, Korean, Japanese, Assamese, Sanskrit, Urdu, Telugu, Russian, German, Italian, Arabic, Dutch, Welsh, Gujrati, Somali, Pahari, punjabi
Answer: Hindi, Kannada, Tulu, Tamil, Assamese, Sanskrit, Telugu, Gujrati, Pahari, Punjabi are some of Indian languages
Question: Do the authors do manual evaluation?
Evidence: We compare the performance of our model (Table 2 ) with traditional Bag of Words (BoW), TF-IDF, and n-grams features based classifiers. We also compare against averaged Skip-Gram BIBREF29 , Doc2Vec BIBREF30 , CNN BIBREF23 , Hierarchical Attention (HN-ATT) BIBREF24 and hierarchical network (HN) models. HN it is similar to our model HN-SA but without any self attention.
Analysis: As is evident from the experiments on both the versions of SWBD, our model (HN-SA) outperforms traditional feature based topic spotting models and deep learning based document classification models. It is interesting to see that simple BoW and n-gram baselines are quite competitive and outperform some of the deep learning based document classification model. Similar observation has also been reported by BIBREF31 ( BIBREF31 ) for the task of sentiment analysis. The task of topic spotting is arguably more challenging than document classification. In the topic spotting task, the number of output classes (66/42 classes) is much more than those in document classification (5/6 classes), which is done mainly on the texts from customer reviews. Dialogues in SWBD have on an average 200 utterances and are much longer texts than customer reviews. Additionally, the number of dialogues available for training the model is significantly lesser than customer reviews. We further investigated the performance on SWBD2 by examining the confusion matrix of the model. Figure 2 shows the heatmap of the normalized confusion matrix of the model on SWBD2. For most of the classes the classifier is able to predict accurately. However, the model gets confused between the classes which are semantically close (w.r.t. terms used) to each other, for example, the model gets confused between pragmatically similar topics e.g. HOBBIES vs GARDENING, MOVIES vs TV PROGRAMSâ, RIGHT TO PRIVACY vs DRUG TESTING.
We compare the performance of our model (Table 2 ) with traditional Bag of Words (BoW), TF-IDF, and n-grams features based classifiers. We also compare against averaged Skip-Gram BIBREF29 , Doc2Vec BIBREF30 , CNN BIBREF23 , Hierarchical Attention (HN-ATT) BIBREF24 and hierarchical network (HN) models. HN it is similar to our model HN-SA but without any self attention.
We further investigated the performance on SWBD2 by examining the confusion matrix of the model. Figure 2 shows the heatmap of the normalized confusion matrix of the model on SWBD2.
Answer: No.
Question: What aspects of the g2p task is the model specially developed for?
Evidence: Grapheme-to-phoneme conversion (g2p) is necessary for text-to-speech and automatic speech recognition systems. Most g2p systems are monolingual: they require language-specific data or handcrafting of rules. Such systems are difficult to extend to low resource languages, for which data and handcrafted rules are not available. As an alternative, we present a neural sequence-to-sequence approach to g2p which is trained on spelling--pronunciation pairs in hundreds of languages. The system shares a single encoder and decoder across all languages, allowing it to utilize the intrinsic similarities between different writing systems. We show an 11% improvement in phoneme error rate over an approach based on adapting high-resource monolingual g2p models to low-resource languages. Our model is also much more compact relative to previous approaches.
Most g2p systems are monolingual: they require language-specific data or handcrafting of rules. Such systems are difficult to tend to low resource languages, for which data and handcrafted rules are not available. As an alternative, we present a neu_x005f_x001f_ral sequence-to-sequence approach to g2p which is trained on spelling-pronunciation pairs in hundreds of languages.
Answer: For low resource languages.
Question: Write a polite e-mail from my cat to the neighbor's cat, asking it to please stay out of his special area of the lawn.
Answer: Dear Mittens,

How are you? It's been a lovely summer so far, and I can see that you are enjoying the great outdoors like I am. Our backyard has some lovely sunny spots to warm up in. You are most welcome to visit whenever you like. However, may I make one request? The southwest corner of the lawn beyond the oak tree is my special warming spot. I regularly use it and would be grateful if you could instead use another area if you visit, like the concrete slab immediately west.

Gratefully,
Grumpers
Question: Please give a bulleted list of what incorporates the Human Development Index
Evidence: The Human Development Index (HDI) is a statistic composite index of life expectancy, education (mean years of schooling completed and expected years of schooling upon entering the education system), and per capita income indicators, which is used to rank countries into four tiers of human development. A country scores a higher level of HDI when the lifespan is higher, the education level is higher, and the gross national income GNI (PPP) per capita is higher. It was developed by Pakistani economist Mahbub ul Haq and was further used to measure a country's development by the United Nations Development Programme (UNDP)'s Human Development Report Office.

The 2010 Human Development Report introduced an Inequality-adjusted Human Development Index (IHDI). While the simple HDI remains useful, it stated that "the IHDI is the actual level of human development (accounting for inequality), while the HDI can be viewed as an index of 'potential' human development (or the maximum level of HDI) that could be achieved if there were no inequality."

The index is based on the human development approach, developed by Mahbub ul Haq, anchored in Amartya Sen's work on human capabilities, and often framed in terms of whether people are able to "be" and "do" desirable things in life. Examples include – being: well fed, sheltered, and healthy; doing: work, education, voting, participating in community life. The freedom of choice is central – someone choosing to be hungry (e.g. when fasting for religious reasons) is quite different from someone who is hungry because they cannot afford to buy food, or because the country is in a famine.

The index does not take into account several factors, such as the net wealth per capita or the relative quality of goods in a country. This situation tends to lower the ranking of some of the most developed countries, such as the G7 members and others.
Answer: Human Development Index (HDI) is a statistic composite index of the following metrics for a country:
1. life expectancy of the population
2. education (years of schooling completed and expected years of schooling upon entering the education system)
3. per capita income indicators
Question: Extract the unique names of composers from the text.  Separate them with a comma and a space.
Evidence: To some extent, European and the US traditions diverged after World War II. Among the most influential composers in Europe were Pierre Boulez, Luigi Nono, and Karlheinz Stockhausen. The first and last were both pupils of Olivier Messiaen. An important aesthetic philosophy as well as a group of compositional techniques at this time was serialism (also called "through-ordered music", "'total' music" or "total tone ordering"), which took as its starting point the compositions of Arnold Schoenberg and Anton Webern (but was opposed to traditional twelve-tone music), and was also closely related to Le Corbusier's idea of the modulor. However, some more traditionally based composers such as Dmitri Shostakovich and Benjamin Britten maintained a tonal style of composition despite the prominent serialist movement.

In America, composers like Milton Babbitt, John Cage, Elliott Carter, Henry Cowell, Philip Glass, Steve Reich, George Rochberg, and Roger Sessions, formed their own ideas. Some of these composers (Cage, Cowell, Glass, Reich) represented a new methodology of experimental music, which began to question fundamental notions of music such as notation, performance, duration, and repetition, while others (Babbitt, Rochberg, Sessions) fashioned their own extensions of the twelve-tone serialism of Schoenberg.
Answer: Pierre Boulez, Luigi Nono, Karlheinz Stockhausen, Olivier Messiaen, Arnold Schoenberg, Anton Webern, Le Corbusier, Dmitri Shostakovich, Benjamin Britten, Milton Babbitt, John Cage, Elliott Carter, Henry Cowell, Philip Glass, Steve Reich, George Rochberg, Roger Sessions
Question: What is your favorite fast-casual restaurant and why?
Answer: Chipotle is my favorite place to grab a quick bite to eat.  The food is fresh and delicious. Plus, they offer a simple menu and have high quality ingredients.   It is also very affordable.  The Barbacoa bowl tastes amazing and is my favorite thing to order
Question: During which event, Korea was separated into 2 nations?
Answer: World War II
Question: What are some ways to get promoted at your job?
Answer: To get promoted at work you have to first be succeeding at your current role, make sure you are on time, have a good attitude, and are completing the tasks assigned to you. To get promoted you should take on more responsibilities- start a side project, help your teammates with challenges, spearhead a new initiative, etc.
Question: Name some of the countries who have won the cricket world cup
Answer: Cricket is a sport invented by England. The countries who have won the cricket world cup so far are - India, West Indies, Australia, Sri Lanka, Pakistan, England
Question: Extract a list of album names from this paragraph on the history of the rock band Nirvana, as a comma separated list
Evidence: Nirvana was an American rock band formed in Aberdeen, Washington, in 1987. Founded by lead singer and guitarist Kurt Cobain and bassist Krist Novoselic, the band went through a succession of drummers, most notably Chad Channing, and then recruited Dave Grohl in 1990. Nirvana's success popularized alternative rock, and they were often referenced as the figurehead band of Generation X. Their music maintains a popular following and continues to influence modern rock culture.

In the late 1980s, Nirvana established itself as part of the Seattle grunge scene, releasing its first album, Bleach, for the independent record label Sub Pop in 1989. They developed a sound that relied on dynamic contrasts, often between quiet verses and loud, heavy choruses. After signing to major label DGC Records in 1991, Nirvana found unexpected mainstream success with "Smells Like Teen Spirit", the first single from their landmark second album Nevermind (1991). A cultural phenomenon of the 1990s, Nevermind was certified Diamond by the RIAA and is credited for ending the dominance of hair metal.

Characterized by their punk aesthetic, Nirvana's fusion of pop melodies with noise, combined with their themes of abjection and social alienation, brought them global popularity. Following extensive tours and the 1992 compilation album Incesticide and EP Hormoaning, the band released their highly anticipated third studio album, In Utero (1993). The album topped both the US and UK album charts, and was acclaimed by critics. Nirvana disbanded following Cobain's suicide in April 1994. Further releases have been overseen by Novoselic, Grohl, and Cobain's widow, Courtney Love. The live album MTV Unplugged in New York (1994) won Best Alternative Music Performance at the 1996 Grammy Awards.

Nirvana is one of the best-selling bands of all time, having sold more than 75 million records worldwide. During their three years as a mainstream act, Nirvana received an American Music Award, Brit Award and Grammy Award, as well as seven MTV Video Music Awards and two NME Awards. They achieved five number-one hits on the Billboard Alternative Songs chart and four number-one albums on the Billboard 200. In 2004, Rolling Stone named Nirvana among the 100 greatest artists of all time. They were inducted into the Rock and Roll Hall of Fame in their first year of eligibility in 2014.
Answer: - Bleach
- Nevermind
- Incesticide
- In Utero
- MTV Unplugged in New York
Question: Given this reference text, what are column stores used for?
Evidence: A column-oriented DBMS or columnar DBMS is a database management system (DBMS) that stores data tables by column rather than by row. Benefits include more efficient access to data when only querying a subset of columns (by eliminating the need to read columns that are not relevant), and more options for data compression. However, they are typically less efficient for inserting new data.

Practical use of a column store versus a row store differs little in the relational DBMS world. Both columnar and row databases can use traditional database query languages like SQL to load data and perform queries. Both row and columnar databases can become the backbone in a system to serve data for common extract, transform, load (ETL) and tools.
Answer: A column store database stores data as any other database management system. The data itself is stored sequentially to improve the performance of scans on a subset of individual columns.
Question: Which retrieval system was used for baselines?
Evidence: Each dataset consists of a collection of records with one QA problem per record. For each record, we include some question text, a context document relevant to the question, a set of candidate solutions, and the correct solution. In this section, we describe how each of these fields was generated for each Quasar variant.
The context document for each record consists of a list of ranked and scored pseudodocuments relevant to the question.
Several baselines rely on the retrieved context to extract the answer to a question. For these, we refer to the fraction of instances for which the correct answer is present in the context as Search Accuracy. The performance of the baseline among these instances is referred to as the Reading Accuracy, and the overall performance (which is a product of the two) is referred to as the Overall Accuracy. In Figure 4 we compare how these three vary as the number of context documents is varied. Naturally, the search accuracy increases as the context size increases, however at the same time reading performance decreases since the task of extracting the answer becomes harder for longer documents. Hence, simply retrieving more documents is not sufficient – finding the few most relevant ones will allow the reader to work best.
Each dataset consists of a collection of records with one QA problem per record. For each record, we include some question text, a context document relevant to the question, a set of candidate solutions, and the correct solution.
The context document for each record consists of a list of ranked and scored pseudodocuments relevant to the question.
Several baselines rely on the retrieved context to extract the answer to a question. For these, we refer to the fraction of instances for which the correct answer is present in the context as Search Accuracy.
Naturally, the search accuracy increases as the context size increases, however at the same time reading performance decreases since the task of extracting the answer becomes harder for longer documents.
Answer: The dataset comes with a ranked set of relevant documents. Hence the baselines do not use a retrieval system.
Question: What are the numbers of coupling layers?
Evidence: For the neural projector, we employ rectified networks as coupling function INLINEFORM0 following BIBREF16 . We use a rectified network with an input layer, one hidden layer, and linear output units, the number of hidden units is set to the same as the number of input units. The number of coupling layers are varied as 4, 8, 16 for both tasks. We optimize marginal data likelihood directly using Adam BIBREF22 . For both tasks in the fully unsupervised setting, we do not tune the hyper-parameters using supervised data.
We use a rectified network with an input layer, one hidden layer, and linear output units, the number of hidden units is set to the same as the number of input units. The number of coupling layers are varied as 4, 8, 16 for both tasks.
Answer: 4, 8, 16.
Question: What is the nickname for West Ham United?
Answer: West Ham United, a UK Premier League soccer team based in East London, are known as both the Irons and the Hammers. Both names refer to the origins of the club as the team of the Thames Ironworks. The club's badge includes a pair of crossed hammers. Whilst many know West Ham as the Hammers most fans tend to refer to them as the Irons particularly in the chant "Come on You Irons".
Question: Tell me whether the following politicians are associated with California or Florida: Kamala Harris, Nancy Pelosi, Ron DeSantis, Marco Rubio, Charlie Christ, Diane Feinstein, Gavin Newsom
Answer: Kamala Harris: California
Nancy Pelosi: California
Ron DeSantis: Florida
Marco Rubio: Florida
Charlie Christ: Florida
Diane Feinstein: California
Gavin Newsom: California
Question: How old was Pukeiti when he died?
Evidence: Pukeiti Pukeiti (c. 1948 - 18 October 2012) was a Cook Islands politician and Member of the Cook Islands Parliament. He was a member of the Cook Islands Party. He represented the electorate of Tamarua.

Pukeiti was elected to Parliament in the 2009 Tamarua by-election following the death of MP Mii Parima. He was re-elected at the 2010 election.
Answer: 64 years old. He was born in 1948 and died in 2012, so 2012 - 1948 = 64.
Question: List the ten episode titles from the fourth season of "Game of Thrones" in broadcast order.
Answer: Two Swords, The Lion and the Rose, Breaker of Chains, Oathkeeper, First of His Name, The Laws of Gods and Men, Mockingbird, The Mountain and the Viper, The Watchers on the Wall, The Children
Question: How long are dialogue recordings used for evaluation?
Evidence: We conducted our experiments on the CSJ BIBREF25, which is one of the most widely used evaluation sets for Japanese speech recognition. The CSJ consists of more than 600 hrs of Japanese recordings.
While most of the content is lecture recordings by a single speaker, CSJ also contains 11.5 hrs of 54 dialogue recordings (average 12.8 min per recording) with two speakers, which were the main target of ASR and speaker diarization in this study. During the dialogue recordings, two speakers sat in two adjacent sound proof chambers divided by a glass window. They could talk with each other over voice connection through a headset for each speaker. Therefore, speech was recorded separately for each speaker, and we generated mixed monaural recordings by mixing the corresponding speeches of two speakers. When mixing two recordings, we did not apply any normalization of speech volume. Due to this recording procedure, we were able to use non-overlapped speech to evaluate the oracle WERs.
We conducted our experiments on the CSJ BIBREF25, which is one of the most widely used evaluation sets for Japanese speech recognition. The CSJ consists of more than 600 hrs of Japanese recordings.

While most of the content is lecture recordings by a single speaker, CSJ also contains 11.5 hrs of 54 dialogue recordings (average 12.8 min per recording) with two speakers, which were the main target of ASR and speaker diarization in this study.
Answer: The answers are shown as follows:
* average 12.8 min per recording
Question: Given this reference text, how old was Trey Anastasio when he co-founded Phish?
Evidence: Ernest Joseph "Trey" Anastasio III (born September 30, 1964) is an American guitarist, singer, and songwriter, best known as the lead guitarist of the rock band Phish, which he co-founded in 1983. He is credited by name as composer of 152 Phish original songs, 141 of them as a solo credit, in addition to 41 credits attributed to the band as a whole. In addition to his work with Phish, Anastasio has released 11 solo albums, and been part of several side projects including the Trey Anastasio Band, Oysterhead, Ghosts of the Forest, Phil Lesh and Friends, and Surrender to the Air.
Answer: Based on this passage, Trey was most likely 19 years old. He was born at the end of September in 1964 so there is a 25% chance that he was 20 years old when he co-founded Phish.
Question: In Frank Herbert's Dune novel, why is the spice valuable?
Evidence: Sandworms are colossal, worm-like creatures that live on the desert planet Arrakis. The sandworms' larvae produce a drug called melange (known colloquially as "the spice"), the most essential and valuable commodity in the universe because it makes safe and accurate interstellar travel possible. Melange deposits are found in the sand seas of Arrakis, where the sandworms live and hunt, and harvesting the spice from the sand is a dangerous activity because sandworms are aggressive and territorial. Harvesting vehicles must be airlifted in and out of the sand sea in order to evade sandworm attacks. The struggle over the production and supply of melange is a central theme of the Dune saga.
Answer: The spice is valuable because it is a scarce resource that is crucial to interstellar travel. The spice is scarce because it can be found only on planet Arrakis, and its extraction is difficult due to the presence of sandorms.
Question: Why can helicopters not fly as fast as airplanes?
Answer: In order to fly, aircraft need to produce lift. In airplanes, lift is generated by the air that's flowing over the wings. The faster the airplane flies, the more lift is generated. In helicopters on the other hand, lift is generated by the spinning rotor blades. If the helicopter is in motion, the blades will produce more lift on the side where they are moving in the helicopter's direction of travel (advancing), than on the side where they are moving in the opposite direction (retreating). This is called dissymetry of lift. The faster the helicopter flies, the bigger this dissymetry will get. The helicopter's maximum speed is equal to the speed at which the retreating blade would begin to stall.
Question: Which NFL team has won the most Super Bowls?
Answer: The Pittsburgh Steelers and the New England Patriots have both won six Super Bowls. The Dallas Cowboys and the San Francisco 49ers have both won five Super Bowls, and the New York Giants and the Green Bay Packers have both won four Super Bowls. Over a third of the teams in the NFL have never won a Super Bowl, including the Cleveland Browns.
Question: why my laptop won't start?
Answer: there could be several reasons for this:
1- it run out of battery
2- the OS is not bootable
3- some hardware error that does not make it start
Question: Imagine you are a mom. Write a talk track for convince your young son, who does not want to stop playing, to leave for school.
Answer: Hi dear. It is now time for mom to take you to school. I know you want to keep playing, but play time has ended and it is now time to get ready for school. First we need to put on your school clothes. Then we will grab your things and go into the car. If you listen to mom, I will let you bring a toy with you for the ride.
Question: Who created the first piano?
Answer: The first piano was created by Bartolomeo Cristofori, who had been employed by court of Medici at the time.
Question: Give me a list of Greek foods that are absolutely amazing
Answer: 1. spanakopita
2. tyropita
3. gemista
4. lamb souvlaki
5. chicken souvlaki
6. tzatziki
7. taramasalata
8. dolmathes
9. calamari
10. greek salad