DataHammer/scimrc huggingface dataset:
Question: Did they experiment on all the tasks?
Evidence: Implementation & Models Parameters. For all our tasks, we use the BERT-Base Multilingual Cased model released by the authors . The model is trained on 104 languages (including Arabic) with 12 layer, 768 hidden units each, 12 attention heads, and has 110M parameters in entire model. The model has 119,547 shared WordPieces vocabulary, and was pre-trained on the entire Wikipedia for each language. For fine-tuning, we use a maximum sequence size of 50 tokens and a batch size of 32. We set the learning rate to $2e-5$ and train for 15 epochs and choose the best model based on performance on a development set. We use the same hyper-parameters in all of our BERT models. We fine-tune BERT on each respective labeled dataset for each task. For BERT input, we apply WordPiece tokenization, setting the maximal sequence length to 50 words/WordPieces. For all tasks, we use a TensorFlow implementation. An exception is the sentiment analysis task, where we used a PyTorch implementation with the same hyper-parameters but with a learning rate $2e-6$.
We presented AraNet, a deep learning toolkit for a host of Arabic social media processing. AraNet predicts age, dialect, gender, emotion, irony, and sentiment from social media posts. It delivers state-of-the-art and competitive performance on these tasks and has the advantage of using a unified, simple framework based on the recently-developed BERT model. AraNet has the potential to alleviate issues related to comparing across different Arabic social media NLP tasks, by providing one way to test new models against AraNet predictions. Our toolkit can be used to make important discoveries on the wide region of the Arab world, and can enhance our understating of Arab online communication. AraNet will be publicly available upon acceptance.
For all tasks, we use a TensorFlow implementation.
AraNet predicts age, dialect, gender, emotion, irony, and sentiment from social media posts. It delivers state-of-the-art and competitive performance on these tasks and has the advantage of using a unified, simple framework based on the recently-developed BERT model. 
Answer: Yes.
Question: What were the previous state of the art benchmarks?
Evidence: The comparison of our method with various baselines and state-of-the-art methods is provided in table TABREF26 for VQA 1.0 and table TABREF27 for VQG-COCO dataset. The comparable baselines for our method are the image based and caption based models in which we use either only the image or the caption embedding and generate the question. In both the tables, the first block consists of the current state-of-the-art methods on that dataset and the second contains the baselines. We observe that for the VQA dataset we achieve an improvement of 8% in BLEU and 7% in METEOR metric scores over the baselines, whereas for VQG-COCO dataset this is 15% for both the metrics. We improve over the previous state-of-the-art BIBREF35 for VQA dataset by around 6% in BLEU score and 10% in METEOR score. In the VQG-COCO dataset, we improve over BIBREF5 by 3.7% and BIBREF36 by 3.5% in terms of METEOR scores.
We improve over the previous state-of-the-art BIBREF35 for VQA dataset by around 6% in BLEU score and 10% in METEOR score. In the VQG-COCO dataset, we improve over BIBREF5 by 3.7% and BIBREF36 by 3.5% in terms of METEOR scores.
Answer: The answers are shown as follows:
* BIBREF35 for VQA dataset
* BIBREF5
* BIBREF36
Question: Write about apple
Answer: Apple is a fruit. 

In history, there are three apples that profoundly changed the world. 
- Eve's apple
- Newton's apple
- Steve Jobs' Apple

Biblical Adam and Eve ate the forbidden fruit and committed the original sin. 
Newton discovered the law of gravity when an apple fell from tree. 
Steve Jobs co-founded Apple and several products like the iPhone changed the world.
Question: Why are protein waffles so dry?
Answer: Protein waffles lack butter causing them to be incredibly dry. Butter is flavorful, you should make waffles with butter and forget this protein waffle nonsense.
Question: Extract name and the type of water body from this text and list them using bullets in the format {Name}-{River}
Evidence: Major Himalayan-origin rivers that substantially flow through India include the Ganges and the Brahmaputra, both of which drain into the Bay of Bengal. Important tributaries of the Ganges include the Yamuna and the Kosi; the latter's extremely low gradient, caused by long-term silt deposition, leads to severe floods and course changes. Major peninsular rivers, whose steeper gradients prevent their waters from flooding, include the Godavari, the Mahanadi, the Kaveri, and the Krishna, which also drain into the Bay of Bengal; and the Narmada and the Tapti, which drain into the Arabian Sea. Coastal features include the marshy Rann of Kutch of western India and the alluvial Sundarbans delta of eastern India; the latter is shared with Bangladesh. India has two archipelagos: the Lakshadweep, coral atolls off India's south-western coast; and the Andaman and Nicobar Islands, a volcanic chain in the Andaman Sea.
Answer: Ganges  -  River 
 Brahmaputra  -  River 
 Bay of Bengal  -  Sea 
 Yamuna  -  River 
 Kosi  -  River 
 Godavari  -  River 
 Mahanadi  -  River 
 Kaveri  -  River 
 Krishna  -  River 
 Narmada  -  River 
 Tapti  -  River 
 Andaman Sea  -  Sea
Question: Given a reference text about the Eurovision Song Contest 1987, tell me where it took place, and how many countries participated.
Evidence: The Eurovision Song Contest 1987 was the 32nd edition of the annual Eurovision Song Contest. It took place in Brussels, Belgium, following the country's victory at the 1986 contest with the song "J'aime la vie" by Sandra Kim. Organised by the European Broadcasting Union (EBU) and host broadcaster Radio-télévision belge de la Communauté française (RTBF), the contest was held at the Centenary Palace on 9 May 1987 (also Europe Day) and hosted by French-Belgian singer Viktor Lazlo.

Twenty-two countries took part in the contest with Greece and Italy returning to the competition after their absences the previous year. This set the record for the highest number of competing countries up until that point.

The winner was Ireland with the song "Hold Me Now" by Johnny Logan, who had also won the 1980 contest. He remains the only performer to have won the Eurovision Song Contest twice.
Answer: The Eurovision Song Contest 1987 took place in Brussels, Belgium and twenty-two countries participated.
Question: https://en.wikipedia.org/wiki/Wissam_Ben_Yedder#Club
Evidence: What is the total number of goals scored by this player when he played for the Sevilla team?
Answer: 38
Question: Show me the current P4P boxer ratings in the world
Answer: Here's a list of P4P boxing rankings as of March 23
1 Saul Alvarez 
2 Dmitrii Bivol 
3 Terence Crawford 
4 Naoya Inoue 
5 Gennadiy Golovkin 
6 Shakur Stevenson 
7 Errol Spence Jr 
8 Stephen Fulton 
9 Brandon Figueroa 
10 Tyson Fury
Question: Which airport should I fly if I go to San Francisco Bay Area?
Answer: There are 3 major airports in San Francisco Bay Area: San Francisco International Airport (SFO), Oakland International Airport (OAK), and San Jose International Airport (SJC). They are located in different areas in Bay Area and serves different neighborhoods.

If you are flying to San Francisco or Peninsula area, San Francisco Internal Airport is the most convenient airport. 

If you go to East Bay, such as UC Berkeley or Oakland, Oakland International Airport is the best option. 

If you go to South Bay, such as Palo Alto, Mountain View, San Jose, then San Jose International Airport would be your destination.
Question: Given this paragraph about stainless steel, which of the two series contains the most nickel content?
Evidence: There are two subgroups of austenitic stainless steel. 300 series stainless steels achieve their austenitic structure primarily by a nickel addition while 200 series stainless steels substitute manganese and nitrogen for nickel, though there is still a small nickel content.
Answer: The 300 series contains the most nickel content.
Question: Explain to your 6 year son why its ok to fail few times only to get better later
Answer: dear son, when you were born you were so small, you didnt know how to eat or sit. But mommy kept trying to feed you and slowly slowly you learned to eat, and now you see you eat food by yourself so fast. There are so many things you have learned like talking, reading, writing, it all came from practise. Remember the first time when you did cycling you could not balance and kept falling? But Daddy told you to keep trying again and again and you kept practicing every Saturday and now you know how to ride cycle and balance well. Always remember this, everytime you do something new, it will be difficult at first, it might not work, but you should not lose hope and be sad and give up. You should not think you cant do this. Remember if you keep trying , you will figure it out. So next you find something difficult, stay calm, keep trying and you will get it done.
Question: Which of the following bodies of water are below sea level: Dead Sea, Lake Ontario, Sea of Galilee, the Hudson Bay, Lake Assal?
Answer: The Dead Sea, the Sea of Galilee, and Lake Assal are all below sea level.
Question: Given this paragraph about the history of Beijing, when did Beijing get the current name?
Evidence: Over the past 3,000 years, the city of Beijing has had numerous other names. The name Beijing, which means "Northern Capital" (from the Chinese characters 北 for north and 京 for capital), was applied to the city in 1403 during the Ming dynasty to distinguish the city from Nanjing (the "Southern Capital"). The English spelling Beijing is based on the government's official romanization (adopted in the 1980s) of the two characters as they are pronounced in Standard Mandarin. An older English spelling, Peking(北平 in Chinese meaning), was used by Jesuit missionary Martino Martini in a popular atlas published in Amsterdam in 1655. Although Peking is no longer the common name for the city, some of the city's older locations and facilities, such as Beijing Capital International Airport, with the IATA Code PEK, and Peking University, still retain the former romanization.
Answer: In 1403, during the Ming dynasty, Beijing got its current name.
Question: Given a reference text about Lasantha Rodrigo, tell me how long he worked as a mechanical engineer and who worked for.
Evidence: Lasantha Rodrigo (born 28 May 1938) is a former cricketer who played 14 matches of first-class cricket for Ceylon between 1959 and 1971.

Life and career
Lasantha Rodrigo was born in Moratuwa and attended Prince of Wales' College, Moratuwa, where he captained the cricket team in 1958 and 1959, and also captained the Ceylon schools team. His father, J. B. C. Rodrigo, was principal of Prince of Wales' College from 1933 to 1959.

He made his highest first-class score on his debut, in the Gopalan Trophy match in 1958–59, when he scored 89. Batting at number three, he top-scored with 44 for Ceylon in their one-day match against the touring Australians in April 1961. He toured India with the Ceylon team in 1964-65, playing in all three matches against India, but with only moderate success.

He worked for Ceylon Cold Stores for 31 years as a mechanical engineer. Inability to take time off work to play cricket shortened his cricket career. In 2014 he was formally honoured by Sri Lanka Cricket for his services to cricket in Sri Lanka, and awarded 300,000 rupees. In September 2018, he was one of 49 former Sri Lankan cricketers felicitated by Sri Lanka Cricket, to honour them for their services before Sri Lanka became a full member of the International Cricket Council (ICC).

Rodrigo lives with his wife Sweenie in Moratuwa, opposite Prince of Wales' College. They have a daughter and a son.
Answer: Lasantha Rodrigo worked as a mechanical engineer for Ceylon Cold Stores for 31 years.
Question: What is an audible?
Answer: An audible is a football term for changing the play call on the fly.  A quarterback will read the defense and the coverage and will make a determination if the play called will be an effective one.  If they decide the play will not work well against what the defense is showing they will call an audible to a play with a higher probability of success.
Question: Tell me about John Henry Moore II
Evidence: John Henry Moore II (August 5, 1927 – July 19, 2013) was an American lawyer and United States district judge of the United States District Court for the Middle District of Florida.

Education and career
Born in Atlantic City, New Jersey, he received his Bachelor of Science degree from Syracuse University in 1952 and his Juris Doctor from the University of Florida College of Law in 1961. Moore served in the Naval Reserve from 1948 to 1971, and served on active duty in Korea before retiring with the rank of commander. Moore was in private practice in Atlanta, Georgia in 1961 with the firm of Fisher and Phillips before moving to Fort Lauderdale, Florida where he was a partner with the firms of Fleming, O'Bryan and Fleming and then Turner, Shaw and Moore from 1961 to 1967. Moore also served as attorney for the School Board of Broward County.

State judicial service
Moore served as a judge of the 17th Judicial Circuit of Florida from 1967 to 1977, serving as chief judge of that court from 1975 to 1977. Moore was nominated to United States District Court for the Southern District of Florida in 1976, but the Senate took no action. Moore served as a judge on the Florida Fourth District Court of Appeal from 1977 to 1981.
Answer: John Henry Moore II was an American lawyer and United States district judge of the United States District Court for the Middle District of Florida. He received his Bachelor of Science degree from Syracuse University in 1952 and his Juris Doctor from the University of Florida College of Law in 1961. Moore served in the Naval Reserve from 1948 to 1971, and served on active duty in Korea before retiring with the rank of commander. Moore served as a judge of the 17th Judicial Circuit of Florida from 1967 to 1977, serving as chief judge of that court from 1975 to 1977.
Question: What are the best beach family vacation spots on the east coast?
Answer: International: Aruba, Mexico, Dominican Republic. Domestic: Florida, Texas, outerbanks in North Carolina
Question: Who is the patron saint of traveling?
Answer: Saint Christopher is the patron saint of travelers, including motorists, who sometimes hang a small image of him in their vehicle for luck. As legend tells us, he was crossing a river when a child asked to be carried across.
Question: What are Vedas?
Evidence: The Vedas (/ˈveɪdə(z)/ or /ˈviːdə(z)/, IAST: veda, Sanskrit: वेदः, lit. 'knowledge') are a large body of religious texts originating in ancient India. Composed in Vedic Sanskrit, the texts constitute the oldest layer of Sanskrit literature and the oldest scriptures of Hinduism.

There are four Vedas: the Rigveda, the Yajurveda, the Samaveda and the Atharvaveda. Each Veda has four subdivisions – the Samhitas (mantras and benedictions), the Aranyakas (text on rituals, ceremonies, sacrifices and symbolic-sacrifices), the Brahmanas (commentaries on rituals, ceremonies and sacrifices), and the Upanishads (texts discussing meditation, philosophy and spiritual knowledge). Some scholars add a fifth category – the Upasanas (worship). The texts of the Upanishads discuss ideas akin to the heterodox sramana-traditions.
Answer: Vedas are a religious texts from ancient India written in Sanskrit. There are primarily 4 vedas - Rigveda, Yajurveda, Samaveda and Atharvaveda.
Question: Which characters belong to DC or Marvel Universe? Kent Nelson, Doctor Strange
Answer: Kent Nelson is DC, Doctor Strange is Marvel
Question: Identify the musical interval (e.g perfect fifth, major third) associated with the following pairs of notes: 
C-G 
G-B
E-A
C-Fsharp
Eflat-C
D-Csharp
B-F
Answer: C-G : perfect fifth
G-B: major third
E-A: perfect fourth
C-Fsharp: augmented fourth
Eflat-C: major sixth
D-Csharp: major seventh
B-F: diminished fifth
Question: Why do people watch the English Premier League more than any other soccer league in the world?
Answer: The English Premier League, which I've been watching for the past 20 years, is one of the fastest and most entertaining leagues in international football. 

The Premier League provides us with a full dose of excitement and the most physical league in the world. The rules for fouls aren't as strict as they are in other leagues, which leads to more physicality and allows for more tackles, rougher games, and a huge variation in footballing styles amongst the teams.

Compare this with other leagues in Europe, and you'll see that the teams are far more technical and tactical. Any Premier League match you watch, you'll have some kind of action.

Another advantage of watching the Premier League is that unlike, say, La Liga or the Bundesliga, there aren't just two teams dominating the whole league, there are at least 6 teams in the EPL vying for 4 Champions League spots, which is a lot of competition. Games tend to be more brutal for this reason.
Question: What is the objective of hockey?
Answer: Ice hockey is a sport played by 2 opposing teams. The objective is for a team to score more goals than their opponents. Goals are scored by shooting a puck into the opposing team's net.
Question: When was the first Academy Awards?
Answer: The first Academy Awards was Thursday, May 16, 1929
Question: how to solve a Rubik's cube
Answer: Start with one side: Begin by choosing one side of the cube to solve. Usually, people choose the white or yellow side as it's easier to see the colors. Look for a center piece of the color you've chosen and place it in the center of that side.

Build the first layer: Now, turn the cube so that the side you just solved is facing down. Look for the edges that match the center color and put them in their respective places on the first layer. This layer will be completed when you have all four matching edge pieces in place.

Build the second layer: Once the first layer is complete, turn the cube over and find the middle row. Look for the edge pieces that belong on this layer, and move them into place with an algorithm. The goal is to build a complete layer with the same color as the center.

Build the final layer: The final layer can be tricky, but with practice, it becomes easier. First, align the corners of the final layer with the corresponding edges. Then, apply an algorithm to move the corners to their correct positions. Once the corners are in place, use another algorithm to position the edges.

Finish the cube: After completing the final layer, you may have some misaligned pieces. Don't worry, as a simple algorithm can fix them. Keep using the algorithm until all the sides of the cube are in place.

With practice, solving a Rubik's Cube can be achieved in under a minute. It's important to remember that it's all about pattern recognition and memorizing algorithms, so keep practicing and soon you'll be able to solve it without even thinking!
Question: What are different tools and channels used in organizations for communication and training?
Answer: There are many different tools and channels used by organizations for communication and training. These range from short and informal, such as a direct message or text, to long and formal, such as a blog article, webinar, or a training class.

Widely use short and informal tools include Slack, Microsoft Team, Skype, WhatsApp, and many more. These tools can incorporate text, audio file, video files, and links to files. They're usually used for one to one, one to many (small group), or one to many (large group). 

Email can be used both for short and informal and longer, more formal communications. In fact, emails have fully supplanted the "interoffice memo" used for decades in the corporate world.

Presentations are a widely used tool in enterprises today. These typically include both a live presenter and prepared slides for the audience to see, and usually, take away. Tools for creating these slide show, also referred to as "decks," include Microsoft PowerPoint and Google Slides. Webinars are virtual presentations, nearly always using slides. 

An interesting evolution in corporate communication has been the advent of the "slideument." Coined by Nancy Duarte in her book, slide:ology, a slideument is "the worst of both worlds." Each slides features a great deal of text, which may or may not be the presenter's script. However, being slides, there is often little heed given to the principles of good writing. Directness, transitions, conciseness, clarity. 

A workshop or training event is another method of corporate communication. The key difference between this and other tools is that a workshop is usually for skill building of some type and incorporates (hopefully) a great deal of audience interaction (with the presenter and with other participants. Slides are often used, but other tools can be brought into play, such as flip charts, small group discussions, and assignments for individuals and groups.
Question: Name some famous actors in the 1940's
Answer: Jennifer Jones, Barbara Stanwyck, Greer Garson, Humphrey Bogart, Bette Davis, Bob Hope, Gregory Peck, David Niven, Victor Mature, James Cagney, Betty Grable, Judy Garland, Janet Leigh, Spencer Tracy.
Question: Are all types of salt the same?
Answer: No, definitely not.  There are varying sized grains or crystals of salt, various production methods, different colors, and potentially different additives.  For example, a fine-grained iodized salt is highly processed with additives, while a finishing salt may be very unprocessed natural crystals harvested directly from sea water.
Question: Is the model evaluated against the baseline also on single-aspect sentences?
Evidence: Secondly, we compare the performance of three BERT-related methods. The performance of BERT-Original and BERT-Soft are similar by comparing their average scores. The reason may be that the original BERT has already modeled the deep relationships between the sentence and the aspect. BERT-Original can be thought of as a kind of soft-selection approach as BERT-Soft. We also observe that the snippet selection by reinforcement learning improves the performance over soft-selection approaches in almost all settings. However, the improvement of BERT-Hard over BERT-Soft is marginal. The average score of BERT-Hard is better than BERT-Soft by 0.68%. The improvement percentages are between 0.36% and 1.49%, while on the Laptop dataset, the performance of BERT-Hard is slightly weaker than BERT-Soft. The main reason is that the datasets only contain a small portion of multi-aspect sentences with different polarities. The distraction of attention will not impact the sentiment prediction much in single-aspect sentences or multi-aspect sentences with the same polarities.
The main reason is that the datasets only contain a small portion of multi-aspect sentences with different polarities. The distraction of attention will not impact the sentiment prediction much in single-aspect sentences or multi-aspect sentences with the same polarities.
Answer: No.
Question: What does it mean if a dinner "smacks"?
Answer: Food "smacks" when it is really good and tasty. It's possibly a reference to "lip-smacking" when food is especially good. When you love what you're eating, you can say "this food smacks".
Question: What kind of species is the Hackelia bella
Answer: Hackelia bella is a species of flowering plant in the borage family known by the common name greater showy stickseed.

It is native to the northern California Coast Ranges and the Klamath Mountains in northeastern California and southwestern Oregon in the United States. It is found in yellow pine forest, red fir forest habitats.