DataHammer/scimrc huggingface dataset:
Question: What dataset did they use?
Evidence: We use 16 different datasets from several popular review corpora used in BIBREF20 . These datasets consist of 14 product review datasets and two movie review datasets.
We use CoNLL 2000 BIBREF22 sequence labeling dataset for both POS Tagging and Chunking tasks. There are 8774 sentences in training data, 500 sentences in development data and 1512 sentences in test data. The average sentence length is 24 and has a total vocabulary size as 17k.
We use 16 different datasets from several popular review corpora used in BIBREF20 . These datasets consist of 14 product review datasets and two movie review datasets.
We use CoNLL 2000 BIBREF22 sequence labeling dataset for both POS Tagging and Chunking tasks.
Answer: The answers are shown as follows:
* 16 different datasets from several popular review corpora used in BIBREF20
* CoNLL 2000 BIBREF22
Question: tell me the category for these movies "Star Trek, Star Wars, John Wick, Indiana Jones"
Answer: Star Trek and Star wars are sci-fi movies. John Wick is an action movie, while Indiana Jones is an adventure genre.
Question: When did Finland and Sweden join NATO?
Evidence: Russia's invasion of Ukraine prompted Finland and Sweden to apply for NATO membership in May 2022, and the ratification process for Sweden is in progress. Finland officially joined on 4 April 2023. Ukraine applied for NATO membership in September 2022 after Russia claimed to annex part of its territory. Two other states have formally informed NATO of their membership aspirations: Bosnia and Herzegovina and Georgia. Kosovo also aspires to join NATO. Joining the alliance is a debate topic in several other European countries outside the alliance, including Austria, Ireland, Malta, Moldova, and Serbia.
Answer: Finland officially joined NATO on 4 April 2023, while the ratification process for Sweden is in progress.
Question: List top 5 people with most medals in the olympics
Answer: 1. Michael Phelps - 28 medals
2. Larisa Latynina - 18 medals 
3. Marit Bjorgen - 15 medals 
4. Nikolai Andrianov - 15 medals 
5. Ole Einar Bjorndalen - 13 medals
Question: Write a haiku about how much I love pickles.
Answer: Caressed by sweet brine,
you are crispy and crunchy.
Oh, won’t you be mine?
Question: List the best toys for toddlers?
Answer: 1. Tonies Box
2. Fisher Price Little People Sets
3. Dress up
4. Music, drums, keyboard, microphones etc
5. Play food
6. Play Dough
7. Doctor
8. Fishing
9. Sandbox
10. Slides
Question: Tell me whether these are artists whose music appears in "In The Groove" or "Dance Dance Revolution:" NAOKI, Monolithic, Inspector K, Lady Gaga, Julie Ann Frost, MC Frontalot, DJ Doo, Banzai, m-flo
Answer: In The Groove: Inspector K, MC Frontalot, Banzai, DJ Doo
Dance Dance Revolution: m-flo, NAOKI, Monolithic, Lady Gaga, Julie Ann Frost
Question: Is it possible to grow muscle after an age of 35?
Answer: As we age, our bodies undergo various changes. One of the most significant changes is the decrease in muscle mass and strength. This loss of muscle mass is known as sarcopenia and can start as early as age 30, with a more rapid decline after age 60. This may lead many people to believe that gaining muscle after 35 is impossible, but is that really the case?
Yes, it's possible to build muscle after 35

The short answer is yes, it is possible to build muscle after 35. In fact, strength training can be just as effective for older adults as it is for younger ones. It's never too late to start working on your fitness goals and building the body you want.

The benefits of building muscle after 35

As we age, building muscle becomes increasingly important for several reasons. First and foremost, it can help us maintain our independence and mobility as we age. Strong muscles can help us with everyday activities like carrying groceries or getting up from a chair. Building muscle can also help prevent injuries and falls, which can be more dangerous as we get older.

Additionally, building muscle can help improve our overall health. Muscle is more metabolically active than fat, which means it burns more calories at rest. This can help us maintain a healthy weight and lower our risk of developing chronic diseases like type 2 diabetes, heart disease, and certain types of cancer.

How to build muscle after 35

So, how exactly do you go about building muscle after 35? The key is to focus on strength training exercises that target multiple muscle groups. Compound exercises like squats, deadlifts, and bench presses are great for building overall strength and muscle mass.
It's also important to gradually increase the weight and intensity of your workouts over time. This will help you continue to make progress and avoid plateauing. Additionally, be sure to give your muscles time to rest and recover between workouts.

Finally, proper nutrition is crucial for building muscle at any age. Make sure you're getting enough protein, as this is essential for muscle growth and repair. Aim for at least 1 gram of protein per pound of body weight per day.

Building muscle after 35 is definitely possible, and it comes with a variety of benefits. Strength training can help improve our overall health, prevent injury, and maintain our independence as we age. The key is to focus on compound exercises, gradually increase the intensity of your workouts, and make sure you're getting enough protein. So, what are you waiting for? It's time to hit the gym and start building the body you want!
Question: Are there any pretrained models available in the GluonCV/NLP toolkits?
Evidence: Deep learning, a sub-field of machine learning research, has driven the rapid progress in artificial intelligence research, leading to astonishing breakthroughs on long-standing problems in a plethora of fields such as computer vision and natural language processing. Tools powered by deep learning are changing the way movies are made, diseases are diagnosed, and play a growing role in understanding and communicating with humans.
Such development is made possible by deep learning frameworks, such as Caffe BIBREF0 , Chainer BIBREF1 , CNTK BIBREF2 , Apache (incubating) MXNet BIBREF3 , PyTorch BIBREF4 , TensorFlow BIBREF5 , and Theano BIBREF6 . These frameworks have been crucial in disseminating ideas in the field. Specifically, imperative tools, arguably spearheaded by Chainer, are easy to learn, read, and debug. Such benefits make imperative programming interface quickly adopted by the Gluon API of MXNet (while can be seamlessly switched to symbolic programming for high performance), PyTorch, and TensorFlow Eager.
Leveraging the imperative Gluon API of MXNet, we design and develop the GluonCV and GluonNLP (referred to as GluonCV/NLP hereinafter) toolkits for deep learning in computer vision and natural language processing. To the best of our knowledge, GluonCV/NLP are the first open source toolkits for deep learning in both computer vision and natural language processing that simultaneously i) provide modular APIs to allow customization by re-using efficient building blocks; ii) provide pre-trained state-of-the-art models, training scripts, and training logs to enable fast prototyping and promote reproducible research; iii) leverage the MXNet ecosystem so that models can be deployed in a wide variety of programming languages including C++, Clojure, Java, Julia, Perl, Python, R, and Scala.
Leveraging the imperative Gluon API of MXNet, we design and develop the GluonCV and GluonNLP (referred to as GluonCV/NLP hereinafter) toolkits for deep learning in computer vision and natural language processing. GluonCV/NLP simultaneously i) provide modular APIs to allow customization by re-using efficient building blocks; ii) provide pre-trained state-of-the-art models, training scripts, and training logs to enable fast prototyping and promote reproducible research; iii) provide models that can be deployed in a wide variety of programming languages including C++, Clojure, Java, Julia, Perl, Python, R, and Scala (via the MXNet ecosystem).
Answer: Yes.
Question: Who were the "Big Four" of Thrash Metal?
Answer: Anthrax, Metallica, Megadeth, and Slayer
Question: Give me a list of the major food allergens I should be aware of when cooking.
Answer: You should be aware of milk, eggs, shellfish, fish, peanuts, tree nuts, wheat and soy.
Question: Who produced the song Polly?
Evidence: The song was written by Sumney with American singer-songwriter Tom Gallo. Sumney also solely produced the track.
Answer: The song was written and produced by American singer-songwriter Moses Sumney.
Question: What type of music are you into?
Answer: I'm into a variety of genres of music, such as rock, pop, hip-hop, alternative, electronic, and country.
Question: Who was declared as Person of the Year by  Time Magazine in 2019?
Answer: Greta Thunberg, Swedish environmental activist who is known for challenging world leaders to take immediate action for climate change mitigation.
Question: What did Special Agent Fox Mulder study when he was in university?
Answer: Fox Mulder, a main character on the TV show "The X-Files," studied at Oxford University and majored in psychology.
Question: What is the difference between coalesce and repartition when it comes to shuffle partitions in spark
Answer: Coalesce essentially groups multiple partitions into a larger partitions. So use coalesce when you want to reduce the number of partitions (and also tasks) without impacting sort order.  Ex:- when you want to write-out a single CSV file output instead of multiple parts


Use repartition when you want to cause a shuffle that changes the number of partitions.  A common use-case for repartition is to remove skew in file sizes or to start out with a smaller/different number of partitions than the default in Spark
Question: How is OpenBookQA different from other natural language QA?
Evidence: The OpenBookQA dataset has a collection of questions and four answer choices for each question. The dataset comes with 1326 facts representing an open book. It is expected that answering each question requires at least one of these facts. In addition it requires common knowledge. To obtain relevant common knowledge we use an IR system BIBREF6 front end to a set of knowledge rich sentences. Compared to reading comprehension based QA (RCQA) setup where the answers to a question is usually found in the given small paragraph, in the OpenBookQA setup the open book part is much larger (than a small paragraph) and is not complete as additional common knowledge may be required. This leads to multiple challenges. First, finding the relevant facts in an open book (which is much bigger than the small paragraphs in the RCQA setting) is a challenge. Then, finding the relevant common knowledge using the IR front end is an even bigger challenge, especially since standard IR approaches can be misled by distractions. For example, Table 1 shows a sample question from the OpenBookQA dataset. We can see the retrieved missing knowledge contains words which overlap with both answer options A and B. Introduction of such knowledge sentences increases confusion for the question answering model. Finally, reasoning involving both facts from open book, and common knowledge leads to multi-hop reasoning with respect to natural language text, which is also a challenge.
Compared to reading comprehension based QA (RCQA) setup where the answers to a question is usually found in the given small paragraph, in the OpenBookQA setup the open book part is much larger (than a small paragraph) and is not complete as additional common knowledge may be required. 
Answer: The answers are shown as follows:
* in the OpenBookQA setup the open book part is much larger
* the open book part is much larger (than a small paragraph) and is not complete as additional common knowledge may be required
Question: What is C++?
Answer: C++ (pronounced "C plus plus") is a high-level, general-purpose programming language created by Danish computer scientist Bjarne Stroustrup. First released in 1985 as an extension of the C programming language, it has since expanded significantly over time; modern C++ currently has object-oriented, generic, and functional features, in addition to facilities for low-level memory manipulation. It is almost always implemented as a compiled language, and many vendors provide C++ compilers, including the Free Software Foundation, LLVM, Microsoft, Intel, Embarcadero, Oracle, and IBM.
Question: What batch size do they set as?
Evidence: We train our MTNet with Adam optimizer for 20 epochs. We set batch size as 8, and weight decay as 1e-5, we adopt 3 branched layers in MTNet. Detailed configuration is shown in Table TABREF21 . We use ReLU in shared layers, and relu6 in branched layers to prevent information loss. Our proposed MTNet achieves 0.2250 on MAE and 0.3216 on RMSE, respectively.
We compare MTNet with other mainstream regression algorithms BIBREF14 (linear regression, KNN, SVR, Random Forest and MLP). The architecture of MLP is 15-16-8-8-1, where each number represents the number of neurons in each layer. We try three kinds of kernels (RBF kernel, linear kernel, and poly kernel) with SVR in our experiments for fair comparison.
The results are listed in Table TABREF37 . Our method achieves the best performance in contrast to the compared baseline regressors.
We train our MTNet with Adam optimizer for 20 epochs. We set batch size as 8, and weight decay as 1e-5, we adopt 3 branched layers in MTNet.
Answer: 8.
Question: You are a product manager at an enterprise software company Y. Your CEO has asked you to write a report on how well the company supports X capabilities. Provide a template email to send to my CEO that includes a TLDR and a link to the report. Use “<” and “>” to denote placeholder text I need to customize.
Answer: <CEO name>:

Please see the following overview of Y’s support on X capabilities:

<link to report>

TLDR
* <The most important takeaway you want the CEO to get from this report>
* <A critical gap you identified in Y’s ability to support X capabilities>
* <A key learning you were surprised by after performing your research for the report>

Let me know if you have any comments/questions. We aim to use this report to inform our product strategy.

<Your name>
Question: How much did the United States pay for Alaska when it bought the land from Russia?
Answer: $7.2 million.
Question: What is the difference between a banana and a plantain?
Answer: While bananas and plantains share a lot of similar physical attributes, their uses are quite different.  For example, bananas are typically used in sweeter dishes as they are considered to be a fruit and contain higher sugar amounts than plantains.  Plantains are more starchy which is why they are not typically eaten raw and are often used in more savory dishes.  Plantains are also typically larger in size than bananas.  Bananas contain high levels of potassium which are excellent for our health and can help reduce the risk of heart disease and high blood pressure.  Plantains also have health benefits but the benefits greatly depend on how they are prepared.
Question: Given this paragraph about London, give me one reason why epidemics were spread in London.
Evidence: With the onset of the Industrial Revolution in Britain, an unprecedented growth in urbanisation took place, and the number of High Streets (the primary street for retail in Britain) rapidly grew. London was the world's largest city from about 1831 to 1925, with a population density of 325 per hectare. In addition to the growing number of stores selling goods such as Harding, Howell & Co. on Pall Mall—a contender for the first department store—the streets had scores of street sellers loudly advertising their goods and services. London's overcrowded conditions led to cholera epidemics, claiming 14,000 lives in 1848, and 6,000 in 1866. Rising traffic congestion led to the creation of the world's first local urban rail network. The Metropolitan Board of Works oversaw infrastructure expansion in the capital and some surrounding counties; it was abolished in 1889 when the London County Council was created out of county areas surrounding the capital.
Answer: London's overcrowded conditions is one reason why epidemics spread in London.
Question: I'm looking to learn a new programming language. Can you recommend one?
Answer: Which programming language to learn depends on what type of programming you want to do. Python is an easy to learn, general purpose language that is quite popular. If you are aspiring to do front end development work, JavaScript would be a good choice. If you are an experienced developer looking for a high performance language, Rust might be an appropriate choice as it's gaining popularity.
Question: What is IMPS?
Answer: Immediate Payment Service (IMPS) is an instant payment inter-bank electronic funds transfer system in India. IMPS offers an inter-bank electronic fund transfer service through mobile phones. The service is available 24x7 throughout the year including bank holidays. NEFT was also made available 24x7 from December 2019. RTGS was also made available 24x7 from 14th December 2020.

It is managed by the National Payments Corporation of India (NPCI) and is built upon the existing National Financial Switch network. In 2010, the NPCI initially carried out a pilot for the mobile payment system with 4 member banks (State Bank of India, Bank of India, Union Bank of India and ICICI Bank), and expanded it to include Yes Bank, Axis Bank and HDFC Bank later that year. IMPS was publicly launched on 22 November 2010. Currently, there are 53 commercial banks, 101 Rural/District/Urban and cooperative banks, and 24 PPIi signed up for the IMPS service. 

Around 200 million IMPS transactions amounting to roughly US$20 billion of transaction amount happen every month in India. The sender requires to know the bank account number and the Indian Financial System Code of the beneficiary to transfer money.
Question: What are some examples of countries to visit for an amazing culinary experience?
Answer: Italy, India, Peru, Japan, Singapore, Thailand, Spain, Vietnam and Portugal
Question: In which city is this high school located?
Evidence: The Instituto de Enseñanza Secundaria Lope de Vega (IES Lope de Vega) is a public high school in Madrid, Spain. It is located in the calle de San Bernardo. It is operated by the regional administration of the Community of Madrid.
Answer: Madrid
Question: When he lived in the mountains of Alaska, was Richard Proenneke in full autonomy?
Evidence: Richard Louis Proenneke (/ˈprɛnəkiː/; May 4, 1916 – April 20, 2003) was an American self-educated naturalist, conservationist, writer, and wildlife photographer who, from the age of about 51, lived alone for nearly thirty years (1968–1998) in the mountains of Alaska in a log cabin that he constructed by hand near the shore of Twin Lakes. Proenneke hunted, fished, raised and gathered much of his own food, and also had supplies flown in occasionally. He documented his activities in journals and on film, and also recorded valuable meteorological and natural data. The journals and film were later used by others to write books and produce documentaries about his time in the wilderness.
Answer: No, he was getting some of his food by plane.
Question: Which trophy was Frost able to keep and why?
Evidence: Frost became interested in sport at a young age and was an all-round athlete. He won medals for running and swimming and was a prominent member of the Winchester Harriers sports club. He particularly excelled as a cyclist, entering competitive events at an early age and holding several amateur cycling records. In 1898, Frost won, within the space of a fortnight, Britain's two leading cycle racing trophies, the Bath Road 100 and the Cawardine Challenge Cup, as well as the national championship. By the time he retired he had won every important amateur cycling trophy in the nation.

He is particularly remembered for winning the Carwardine Challenge Cup, a 100-mile race held annually at the Herne Hill race track. This huge cup was donated by the vice-president of the Anerley Bicycle Club in 1895 and was made from 650 ounces of silver, with ornamentation of solid gold. The tradition at the time was that if someone won a trophy three times they could keep it. Frost, riding for the Bath Road club in Hayes, first won it in 1896, repeated the victory in 1898 and was victorious for the third time in 1900. The cup is occasionally exhibited in Winchester.
Answer: Frost was a prominent cyclist. In the late 1800s and early 1900s when he was active he was able to win the Carwardine Cup trophy and keep it. The tradition at the time was that if one could win a trophy 3 times, one could keep the trophy. Frost won this trophy in 1896, 1898 and 1900.
Question: Among those animals, what are mammals? platypus, Greenland shark, puffer fish, rattlesnake, orca, kangaroo, ostrich
Answer: From above, those are mammals: platypus, orca, kangaroo. Greenland shark and puffer fish are fishes, not mammals. Rattlesnake is a reptile. Ostrich is a bird. Note though orca lives in the sea and looks like big fishes, e.g. sharks, orca is in fact a mammal.
Question: How are workers trained?
Evidence: Our pool of annotators is selected after several short training rounds, with up to 15 predicates per round, in which they received extensive personal feedback. 1 out of 3 participants were selected after exhibiting good performance, tested against expert annotations.
Our pool of annotators is selected after several short training rounds, with up to 15 predicates per round, in which they received extensive personal feedback.
Answer: The answers are shown as follows:
* extensive personal feedback
Question: Identify which instrument is string or percussion: Handbell, Dobro
Answer: Dobro is string, Handbell is percussion.
Question: Why is Santa Cruz, California a great place to live?
Answer: Santa Cruz, California has one of the best climates in the continental U.S. – being close to the Pacific Ocean, temperatures stay warmer in the winters and cooler in the summers, but without the dreaded fog that nearby cities like San Francisco or Monterey experience. The small city is world-famous for surfing, and the relaxed vibe that comes with it. Natural beauty is abundant, with the mountains and beach only a few miles apart.