DataHammer/scimrc huggingface dataset:
Question: How many documents are in the Indiscapes dataset?
Evidence: FLOAT SELECTED: TABLE III: Scripts in the INDISCAPES dataset.
FLOAT SELECTED: TABLE III: Scripts in the INDISCAPES dataset.
Answer: 508
Question: How many cents do I have if I have 3 dollars and a dime?
Answer: If you have 3 dollars and a dime, you have 310 cents in total.
Question: Extract the names of the ramen. separate them with comma.
Evidence: Shio (塩, 'salt') ramen is the oldest of the four types. It has a pale, clear, yellowish broth made with plenty of salt and any combination of chicken, vegetables, fish, and seaweed. Occasionally pork bones are also used, but they are not boiled as long as they are for tonkotsu ramen, so the soup remains light and clear. Chāshū is sometimes swapped for lean chicken meatballs, and pickled plums and kamaboko (a slice of processed fish roll sometimes served as a frilly white circle with a pink or red spiral called narutomaki) are popular toppings as well. Noodle texture and thickness varies among shio ramen, but they are usually straight rather than curly. Hakodate ramen is a well-known version of shio ramen in Japan.
Shōyu (醤油, 'soy sauce') ramen has a clear brown broth, based on a chicken and vegetable (or sometimes fish or beef) stock with plenty of soy sauce added resulting in a soup that is tangy, salty, and savory yet still fairly light on the palate. Shōyu ramen usually has curly noodles rather than straight ones, although this is not always the case. It is often adorned with marinated bamboo shoots or menma, scallions, ninjin ('carrot'), kamaboko ('fish cakes'), nori ('seaweed'), boiled eggs, bean sprouts or black pepper; occasionally the soup will also contain chili oil or Chinese spices, and some shops serve sliced beef instead of the usual chāshū.
Miso (味噌) ramen reached national prominence around 1965. This uniquely Japanese ramen, which was developed in Sapporo Hokkaido, features a broth that combines copious miso and is blended with oily chicken or fish broth – and sometimes with tonkotsu or lard – to create a thick, nutty, slightly sweet and very hearty soup. Miso ramen broth tends to have a robust, tangy flavor, so it stands up to a variety of flavorful toppings: spicy bean paste or tōbanjan (豆瓣醤), butter and corn, leeks, onions, bean sprouts, ground pork, cabbage, sesame seeds, white pepper, chilli and chopped garlic are common. The noodles are typically thick, curly, and slightly chewy.
Karē (カレー, 'curry') ramen is a relative newcomer, cooked with curry soup. In Japan, several cities claim to be its place of origin. The city of Muroran claims it originated there in 1965 (see also Muroran curry ramen), while the city of Sanjō claims to have had karē ramen for over 80 years, and the city of Katori also claims to have been the site of its origin. Curry soup is mainly made with pork bones and vegetables and is seasoned with curry. The noodles are thick and curly. Toppings include chāshū, wakame, and bean sprouts.
Answer: Shio, Shoyu, Miso, Kare
Question: Who are the big six in EPL?
Evidence: The years following 2009 marked a shift in the structure of the "Top Four" with Tottenham Hotspur and Manchester City both breaking into the top four places on a regular basis, turning the "Top Four" into the "Big Six". In the 2009–10 season, Tottenham finished fourth and became the first team to break the top four since Everton five years prior. Criticism of the gap between an elite group of "super clubs" and the majority of the Premier League has continued, nevertheless, due to their increasing ability to spend more than the other Premier League clubs. Manchester City won the title in the 2011–12 season, becoming the first club outside the "Big Four" to win since Blackburn Rovers in the 1994–95 season. That season also saw two of the "Big Four" (Chelsea and Liverpool) finish outside the top four places for the first time since that season.

With only four UEFA Champions League qualifying places available in the league, greater competition for qualification now exists, albeit from a narrow base of six clubs. In the five seasons following the 2011–12 campaign, Manchester United and Liverpool both found themselves outside of the top four three times, while Chelsea finished 10th in the 2015–16 season. Arsenal finished 5th in 2016–17, ending their record run of 20 consecutive top-four finishes.

In the 2015–16 season, the top four was breached by a non-Big Six side for the first time since Everton in 2005. Leicester City were the surprise winners of the league, qualifying for the Champions League as a result.
Answer: Arsenal, Liverpool, Manchester United, Chelsea, Manchester City and Tottenham are known as the big six in the English Premier League.
Question: What experimental results suggest that using less than 50% of the available training examples might result in overfitting?
Evidence: On the right side of Figure FIGREF28 we show how the number of training (and validation) examples affects the loss. For a fixed INLINEFORM0 = 32768 we varied the amount of data used for training from 25% to 100%. Three trends are apparent. As we train with more data, we obtain better validation losses. This was expected. The second trend is that by using less than 50% of the data available the model tends to overfit the data, as indicated by the consistent increase in the validation loss after about 15 epochs (check dashed lines in right side of Figure FIGREF28 ). This suggests that for the future we should not try any drastic reduction of the training data to save training time. Finally, when not overfitting, the validation loss seems to stabilize after around 20 epochs. We observed no phase-transition effects (the model seems simple enough for not showing that type of behavior). This indicates we have a practical way of safely deciding when to stop training the model.
The second trend is that by using less than 50% of the data available the model tends to overfit the data, as indicated by the consistent increase in the validation loss after about 15 epochs (check dashed lines in right side of Figure FIGREF28 ).
Answer: The answers are shown as follows:
* consistent increase in the validation loss after about 15 epochs
Question: When was George Washington born?
Evidence: George Washington was born on February 22, 1732, at Popes Creek in Westmoreland County, in the British colony of Virginia, and was the first of six children of Augustine and Mary Ball Washington.
Answer: George Washington was born on February 22, 1732.
Question: Why is Arizona the best state to live in?
Answer: Arizona is the best state to live in for numerous reasons. First, the tax situation is highly advantageous with a 2.55 percent flat state tax on all income. Second, the weather is incredible for 7-8 months per year, especially if you like the heat. The cost of living is relatively average and there are many growing, young towns to choose from like Gilbert and Chandler. Arizona has all 4 major sports team and continually gets major events, like the Super Bowl which was in Arizona this past year. Last but not least, Arizona has great hiking, biking trails, easy access to airport, and located close to Grand Canyon/Zion from Phoenix.
Question: What is Human-And-Model-in-the-Loop Enabled Training (HAMLET) proposed by the authors?
Evidence: To paraphrase the great bard BIBREF21, there is something rotten in the state of the art. We propose Human-And-Model-in-the-Loop Entailment Training (HAMLET), a training procedure to automatically mitigate problems with current dataset collection procedures (see Figure FIGREF1).
In our setup, our starting point is a base model, trained on NLI data. Rather than employing automated adversarial methods, here the model's “adversary” is a human annotator. Given a context (also often called a “premise” in NLI), and a desired target label, we ask the human writer to provide a hypothesis that fools the model into misclassifying the label. One can think of the writer as a “white hat” hacker, trying to identify vulnerabilities in the system. For each human-generated example that is misclassified, we also ask the writer to provide a reason why they believe it was misclassified.
For examples that the model misclassified, it is necessary to verify that they are actually correct —i.e., that the given context-hypothesis pairs genuinely have their specified target label. The best way to do this is to have them checked by another human. Hence, we provide the example to human verifiers. If two human verifiers agree with the writer, the example is considered a good example. If they disagree, we ask a third human verifier to break the tie. If there is still disagreement between the writer and the verifiers, the example is discarded. Occasionally, verifiers will overrule the original label of the writer.
Once data collection for the current round is finished, we construct a new training set from the collected data, with accompanying development and test sets. While the training set includes correctly classified examples, the development and tests sets are built solely from them. The test set was further restricted so as to: 1) include pairs from “exclusive” annotators that are never included in the training data; and 2) be balanced by label classes (and genres, where applicable). We subsequently train a new model on this and other existing data, and repeat the procedure three times.
We propose Human-And-Model-in-the-Loop Enabled Training (HAMLET), a training procedure to automatically mitigate problems with current dataset collection procedures (see Figure 1).
Answer: It is a training procedure to automatically mitigate problems with current dataset collection procedures.
Question: Write an email to a friend you haven't seen in a long time telling them about your move to California
Answer: Dear Florence - 

I hope you are doing well. It was such a joy to get your letter in the mail. I normally just get a lot of junk mail and bills. I am happy to hear you've settled into your new home and things in general are going well for you.

I wanted to write you back to tell you about my move to California!  The move itself was fairly uneventful. The hardest part was dealing with Felix who refused to go into his cat carrier and was generally upset over the whole ordeal.

California so far is great. Everything is expensive (Yikes!) but the food is amazing, the nature is stunning, and there is so much to see and do. I feel like I will never run out of fun weekend trips or restaurants to try. You will have to visit me soon! I have a spare bedroom and you could stay with me for a long weekend or more if you want. It would be so much fun to show you all the things I've found so far and to get to spend some quality time together. 

When you get a chance, please do drop me a line or give me a call. I love hearing from you and miss our long talks.

Your friend,
Shirley
Question: Based on the following passage, create a list os when schools close and resume in England and Wales, Scotland and Canada.
Evidence: Schools and universities typically have a summer break to take advantage of the warmer weather and longer days. In almost all countries, children are out of school during this time of year for summer break, although dates vary. Many families will take holidays for a week or two over summer, particularly in Southern Hemisphere Western countries with statutory Christmas and New Year holidays.
In the United States, public schools usually end in late May in Memorial Day weekend, while colleges finish in early May. Public school traditionally resumes near Labor Day, while higher institutions often resume in mid-August.
In England and Wales, school ends in mid-July and resumes again in early September. In Scotland, the summer holiday begins in late June and ends in mid-to late-August. Similarly, in Canada the summer holiday starts on the last or second-last Friday in June and ends in late August or on the first Tuesday of September, with the exception of when that date falls before Labour Day, in which case, ends on the second Tuesday of the month. In Russia the summer holiday begins at the end of May and ends on 31 August.
In the Southern Hemisphere, school summer holiday dates include the major holidays of Christmas and New Year's Day. School summer holidays in Australia, New Zealand and South Africa begin in early December and end in early February, with dates varying between states. In South Africa, the new school year usually starts during the second week of January, thus aligning the academic year with the Calendar year. In India, school ends in late April and resumes in early or mid-June. In Cameroon and Nigeria, schools usually finish for summer vacation in mid-July and resume in the later weeks of September or the first week of October.
Answer: 1. In England and Wales, school ends in mid-July and resumes again in early September. 
2. In Scotland, the summer holiday begins in late June and ends in mid-to late-August. 
3. In Canada the summer holiday starts on the last or second-last Friday in June and ends in late August or on the first Tuesday of September, with the exception of when that date falls before Labour Day, in which case, ends on the second Tuesday of the month.
Question: Write a few paragraphs on the Smoky Mountains in the United States, and why it is a nice vacation spot.
Answer: The Smoky Mountains are located in Tennessee and North Carolina, and constitute a portion of the Appalachian Mountains along the mid-east of the United States.  The Smoky Mountains boasts a wide variety of rich and diverse plant and animal life, which draws tourists from around the world.  Outdoor activities in the Smoky Mountains include hiking, zip-lining, biking, boating, kayaking, fly-fishing, skiing, canyoning, to name a few.  

The Smoky Mountains area also have popular destinations like Asheville, NC -  a center of music, art, food, and culture.  Asheville is home to the Biltmore Estate, America's largest privately-owned home, constructed by the Vanderbilt family in 1889.  

Overall, the Smoky Mountain area offers a wide range of fun activities that make for a great vacation for all ages.
Question: What are some popular open source products used for data analytics?
Answer: Apache Spark, MLFlow, and Delta Lake are popular open source products used to build Data Lakehouses.
Question: What aspects have been compared between various language models?
Evidence: For each model, we examined word-level perplexity, R@3 in next-word prediction, latency (ms/q), and energy usage (mJ/q). To explore the perplexity–recall relationship, we collected individual perplexity and recall statistics for each sentence in the test set.
For each model, we examined word-level perplexity, R@3 in next-word prediction, latency (ms/q), and energy usage (mJ/q). To explore the perplexity–recall relationship, we collected individual perplexity and recall statistics for each sentence in the test set.
Answer: Quality measures using perplexity and recall, and performance measured using latency and energy usage.
Question: What plan do they have for the future?
Evidence: We presented unsupervised approaches for semantic representations of mathematical equations using their surrounding words. Across 4 different collections we showed that out methods offer more effective modeling compared to existing embedding models. We also demonstrate that they can capture the semantic similarity between equations and the words in the collection. In the future we plan to explore how EqEmb could be expend to represent other objects such as images, captions and inline figures.
In the future we plan to explore how EqEmb could be expend to represent other objects such as images, captions and inline figures.
Answer: They plan to explore how EqEmb could be expend to represent other objects such as images, captions and inline figures.
Question: How much of the ASR grapheme set is shared between languages?
Evidence: The character sets of these 7 languages have little overlap except that (i) they all include common basic Latin alphabet, and (ii) both Hindi and Marathi use Devanagari script. We took the union of 7 character sets therein as the multilingual grapheme set (Section SECREF2), which contained 432 characters. In addition, we deliberately split 7 languages into two groups, such that the languages within each group were more closely related in terms of language family, orthography or phonology. We thus built 3 multilingual ASR models trained on:
The character sets of these 7 languages have little overlap except that (i) they all include common basic Latin alphabet, and (ii) both Hindi and Marathi use Devanagari script. We took the union of 7 character sets therein as the multilingual grapheme set (Section SECREF2), which contained 432 characters.
Answer: Little overlap except common basic Latin alphabet and that Hindi and Marathi languages use same script.
Question: What's loquat fruit and where does it originate from?
Answer: The loquat (Eriobotrya japonica) is a large evergreen shrub or tree, grown commercially for its orange fruit and for its leaves, which are used to make herbal tea. It is also cultivated as an ornamental plant.

The loquat is in the family Rosaceae, and is native to the cooler hill regions of south-central China. In Japan the loquat is known as biwa (枇杷, びわ), and has been grown for over 1,000 years. The loquat has been introduced to regions with subtropical to mild temperate climates throughout the world.

Eriobotrya japonica was formerly thought to be closely related to the genus Mespilus, and is still sometimes mistakenly known as the Japanese medlar. It is also known as Japanese plum and Chinese plum, as well as pipa in China, naspli in Malta, lukaat in India, lucat or loket in Sri Lanka, níspero in Spain, nêspera in Portugal, shések in Israel, akidéné in Lebanon, ebirangweti in Kisii, nespolo in Italy (where the name is shared with Mespilus germanica), and golabi jangali (jungle pear) in Iran.
Question: Which notable person having surname Liebers in this list was born first?
Evidence: Liebers is a German language surname. Notable people with the name include:

Mario Liebers (born 1960), German former competitive figure skater
Martin Liebers (born 1985), German former competitive figure skater
Matthias Liebers (born 1958), former German footballer
Peter Liebers (born 1988), German former figure skater.
Answer: Mario Liebers
Question: What is the difference between longboard and shortboard surfing?
Answer: Surfing is a water sport in which the "surfer" stands on top of a board, and glides on top of a wave, typically riding with the wave from ocean to shore. The sport is typically divided into longboarding or shortboarding, although mid-length boards to exist. Longboarding is the original form of surfing, and typically refers to riding a board that is at least 8 feet in length. 

Due to the size and volume of longboards, longboards are more stable and have increased paddle strength. When catching a wave, longboarders can be said to "cruise" and glide as their main motions after catching a wave. Shortboarding typically refers to a board that is less than 5 feet in length, and with less volume and length, shortboarders can manuever more quickly, performing cutbacks and carves when they catch they catch a wave. 

Beginners will typically start with longboarding, although not all will go on to shortboarding, as shortboard surfing is not necessarily considered "progressive" to longboarding, and surfers will pick which style of surfing they feel is more suited to them.
Question: What's the best piece of advice you ever received?
Answer: You cannot learn everything about the world, but does it mean you should stop trying.
Question: What are the applications of game theory in NBA basketball?
Answer: Game theory studies the strategic interaction of rationale agents. The National Basketball Association (NBA) is the world's premier basketball league, which includes 30 teams across the United States and Canada. An example of game theory in the NBA is the "modern NBA", in which teams play stretch 4s (Power Forwards) and 5s (Centers) who can dribble, pass and shoot rather than simply rebound and dunk. This becomes the "strictly dominate" strategy as this allows the "modern" NBA team to shoot a higher volume of 3 pointers, which has a higher expected value per shot (40 Field Goal % times 3 = 1.2) than 2 pointers (50 Field Goal % times 2 = 1). The Golden State Warriors championship run in the 2010s with Kevin Durant and Draymond Green is a great example of this coaching and player construction strategy. Now nearly all NBA teams employ this strategy, so it is less effective (A Nash (Not Steve Nash!) Equilibrium).
Question: What is the purpose of operating a motor vehicle?
Answer: The purpose of operating a motor vehicle is to get from point A to point B without incident, regardless of whose fault it might be.
Question: Who is the best golfer in the world?
Answer: The number one golfer in the official world golf rankings changes often and is determined by the OWGR scoring system. It is widely agreed upon that Tiger Woods is the best golfer ever to play the game, winning 15 major championships in an era with elite competition. Jack Nicklaus won 18 major championships but the competition when he won his major championships was not at the same level that Tiger Woods faced.
Question: Identify which instrument is string or woodwind: Octofone, Suona
Answer: Octofone is string, Suona is woodwind.
Question: Classify the following types of cars as "economy" or "luxury": Ford, Chevrolet, Lamborghini, Ferrari, Mercedes, Honda, Lexus, Toyota, Nissan, Subaru
Answer: Ford, Chevrolet, Honda, Toyota, and Subaru are high-quality car brands, but are generally not considered to be "luxury" brands. Lamborghini, Ferrari, Mercedes, and Lexus are luxury brands.
Question: Identify which instrument is string or percussion: Talking drum, Tambura
Answer: Tambura is string, Talking drum is percussion.
Question: Who is the antagonist on The X-Files?
Answer: There are many antagonists on The X-Files, but the most long-running individual antagonist is The Cigarette Smoking Man (CSM) also known as C.G.B. Spender. He was primarily responsible for orchestrating conspiracies. He was a member of "The Syndicate," which was a mysterious shadow government group that covered up the existence of extraterrestrial life.
Question: Write an friendly, convincing e-mail to my landlord asking whether I can get a dog.
Answer: I am writing to you today to request permission to get a dog into the unit. As current, responsible tenants, we'd like to make every effort to assure you we will not be bothered.

We would like to set up a time to discuss the conditions you have to qualify us as pet owners. At that time, we are happy to discuss any financial requirements you may have in order for us to keep a dog. 

We promise to provide appropriate levels of exercise, attention and care for our dog. We will continue to keep a clean apartment, take into consideration our dog's interaction with neighbors and ensure our pet is properly cared for whenever we're unable to take care of it ourselves.