DataHammer/scimrc huggingface dataset:
Question: who created the first Teddy bear?
Answer: Teddy bears’ history dates back to a bear-hunting trip in 1902 when President Theodore “Teddy” Roosevelt refused to kill a bear. The event made it to headlines of newspapers all over the US. Among them, the most famous one is from Clifford Berryman, he created a cartoon of the story and published it in the Washington Post on 11/16/1902. Morris Michtom then created a stuffed toy bear to pay respect to it. Morris and his wife owned a candy shop in Brookelyn and sales home-make toys in the shop too. They called the stuffed bear “Teddy bear”, and the sales of it soared since the day of its creation. There are a lot of famous teddy bear characters, including Care Bears, Yogi Bear, Teddy Ruxpin, Fozzie Bear, Little Bear, Berenstein Bears, Winnie the Pooh and Baloo!
Question: How much performance improvements they achieve on SQuAD?
Evidence: FLOAT SELECTED: Table 2: Test performance on SQuAD. Results are sorted by Test F1.
Finally, we compare our results with other top models in Table 2 . Note that all the results in Table 2 are taken from the published papers. We see that SAN is very competitive in both single and ensemble settings (ranked in second) despite its simplicity. Note that the best-performing model BIBREF14 used a large-scale language model as an extra contextual embedding, which gave a significant improvement (+4.3% dev F1). We expect significant improvements if we add this to SAN in future work.
The main experimental question we would like to answer is whether the stochastic dropout and averaging in the answer module is an effective technique for multi-step reasoning. To do so, we fixed all lower layers and compared different architectures for the answer module:
FLOAT SELECTED: Table 1: Main results—Comparison of different answer module architectures. Note that SAN performs best in both Exact Match and F1 metrics.
FLOAT SELECTED: Table 2: Test performance on SQuAD. Results are sorted by Test F1.
We see that SAN is very competitive in both single and ensemble settings (ranked in second) despite its simplicity.
The main experimental question we would like to answer is whether the stochastic dropout and averaging in the answer module is an effective technique for multi-step reasoning. To do so, we fixed all lower layers and compared different architectures for the answer module
FLOAT SELECTED: Table 1: Main results—Comparison of different answer module architectures. Note that SAN performs best in both Exact Match and F1 metrics.
Answer: Compared to baselines SAN (Table 1) shows  improvement of 1.096% on EM and 0.689% F1. Compared to other published SQuAD results (Table 2) SAN is ranked second.
Question: Which datasets do they use?
Evidence: We validate our approach on the Wikipedia toxic comments dataset BIBREF18 . Our fairness experiments show that the classifiers trained with our method achieve the same performance, if not better, on the original task, while improving AUC and fairness metrics on a synthetic, unbiased dataset. Models trained with our technique also show lower attributions to identity terms on average. Our technique produces much better word vectors as a by-product when compared to the baseline. Lastly, by setting an attribution target of 1 on toxic words, a classifier trained with our objective function achieves better performance when only a subset of the data is present.
We validate our approach on the Wikipedia toxic comments dataset BIBREF18 .
Answer: The answers are shown as follows:
*  Wikipedia toxic comments
Question: Heres a summary of Gioia Del Colle, a town in Italy that I will be traveling to, how should I pack?
Evidence: Gioia del Colle (pronounced [ˈdʒɔːja del ˈkɔlle]; Barese: Sciò) is a town and comune of the Metropolitan City of Bari, Apulia, southern Italy. The town is located on the Murge plateau at 360 metres (1,180 ft) above sea level, between the Adriatic and Ionian Seas.

Physical geography
Territory
Gioia del Colle is on the top of a hill at 360 m a.s.l. It is located in the southern part of the Murge, in the "Sella di Gioia del Colle". It is between the North-West Murge and the South-West Murge and the Adriatic Sea and the Ionian Sea. The municipal area has an area of 206.48 km² and it reaches a maximum altitude of 435 m a.s.l. and a minimum of 296 m a.s.l. Its area borders to the North-West with Acquaviva delle Fonti, to the North with Sammichele di Bari, to the North-East with Turi, to the East with Putignano and Noci, to the South-East with Mottola, to the South with Castellaneta, to the South-West with Laterza and to the West with Santeramo in Colle.

Gioia del Colle's orography
The landscape is characterized by large wooded areas, in which the Macedonian oaks dominate, more than the downy oak. In particular the Bosco Romanazzi and Serra Capece constitute the most conspicuous part of the wooded area of Gioia del Colle and they extend from Mount Sannace archaeological area to the provincial road that leads to Noci.

The western part of the area is part of the North-West Murge, with isoipse that exceed 400 m a.s.l. towards Santeramo and Laterza, while the Eastern one is part of the South-East Murge, with isoipse over 400 m a.s.l. towards Noci. In the middle, on the contrary, there is a depression (saddle) with an average altitude of 340 m a.s.l., interrupted only by the 360-meter hill on which the city lies.

Climate
Gioia del Colle's climate is mediterranean (Köppen Csa), but it has peaks of continentality due to the altitude and the distance from the sea. Temperature varies between −2 e +12 °C in winter, while it varies between +18 e +35 °C with a high percentage of humidity in summer. Annual rainfall is around 600 mm. It often snows, about once a year, especially if there is cold air of Balkan origin.
Answer: The climate is mild, and does not go below freezing by much in the winter with tropical weather summers.  Pack for light layers, and adjust for the time of year.
Question: Classify each of the following as a flower or a tree: rose, tulip, oak, spruce, pine, orchid
Answer: Rose: Flower
Tulip: Flower
Oak: Tree
Spruce: Tree
Pine: Tree
Orchid: Flower
Question: I am planning a trip to Super Mario world and want to know which of the following characters are part of the Super Mario Bros franchise and which are from other games. Princess Peach, Luigi, Bowser, Link, Inkling Boy, Captain Falcon, Koopa Troopa, and Kirby.
Answer: Princess Peach, Luigi, Bowser, and Koopa Troopa are part of the Super Mario Franchise. Link, Captain Falcon, and Kirby are from other Nintendo games.
Question: What are the relative improvements observed over existing methods?
Evidence: The results are shown in Table 1 . The RelNet model achieves a mean error of 0.285% across tasks which is better than the results of the EntNet model BIBREF17 . The RelNet model is able to achieve 0% test error on 11 of the tasks, whereas the EntNet model achieves 0% error on 7 of the tasks.
 The RelNet model achieves a mean error of 0.285% across tasks which is better than the results of the EntNet model BIBREF17 . The RelNet model is able to achieve 0% test error on 11 of the tasks, whereas the EntNet model achieves 0% error on 7 of the tasks.
The RelNet model achieves a mean error of 0.285% across tasks which is better than the results of the EntNet model BIBREF17 . The RelNet model is able to achieve 0% test error on 11 of the tasks, whereas the EntNet model achieves 0% error on 7 of the tasks.
Answer: The answers are shown as follows:
* The RelNet model achieves a mean error of 0.285% across tasks which is better than the results of the EntNet model BIBREF17 . The RelNet model is able to achieve 0% test error on 11 of the tasks, whereas the EntNet model achieves 0% error on 7 of the tasks.
Question: Why has the percentage of CEOs of Indian descent gone up in the last decade ?
Answer: In the last decade there is a growing trend of corporations being led by CEOs of Indian descent.  Many factors have contributed to this trend including but not limited to:

1) Immigration laws that attract best of talent from across the world to western nations
2) Strong education system in India
3) English as the primary/secondary language in most educational institutions across India
4) Cultural diversity of India that fosters empathy and adaptability
6) Immigrant's drive to succeed in a foreign nation given limited safety net
7) Acceptance of cultural and social diversity in large enterprises
Question: What are some of the facts about the festival of San Fermín that could explain it to someone that doesn't know about it based on this text.
Evidence: The festival of San Fermín is a weeklong, historically rooted celebration held annually in the city of Pamplona, Navarre, in northern Spain. The celebrations start at noon on July 6 and continue until midnight on July 14. A firework starts off the celebrations and the popular song Pobre de mí is sung at the end. The most famous event is the running of the bulls, which begins at 8 in the morning from July 7 to 14, but the festival involves many other traditional and folkloric events. It is known locally as Sanfermines and is held in honour of Saint Fermin, the co-patron of Navarre.

Its events were central to the plot of The Sun Also Rises by Ernest Hemingway, which brought it to the general attention of the English-speaking world. It has become probably the most internationally renowned festival in Spain with over a million people coming to participate.
Answer: The festival has celebrations that last an entire week, made up of several festivities, from fireworks and a traditional closing song to the famous running of the bulls. It became world-renowned due to its feature on the novel The Sun Also Rises by Ernest Hemingway.
Question: What are the best types of plants to grow in Austin, Texas?
Answer: The best plants for Austin, Texas should be rates for USDA Hardiness Zone 8. The best types of plants should be drought resistant, but also be able to survive multiple days or less than 10 Degree Fahrenheit temperatures in the winter. Plants should also be able to handles temperatures above 100 Degrees Fahrenheit for 100 days per year.
Question: Write a review of your stay in a AirBnB in Rome that had a great location but poor amenities that is overall a neutral review
Answer: A perfectly fine place to stay. Had a really great location - we were able to get to the Colosseum, Pantheon and Roman Forum all within walking distance, and there were lots of great little restaurants and cafes we were able to visit. We felt very safe in the neighborhood, and would definitely stay in this area again. The apartment itself was just okay, with not so amazing furniture and the most basic amenities (eg very few spoons, knives and forks, mismatched bowls and such). Definitely a better place for if you are mostly going to eat out for most meals. Overall, 4/5 stars
Question: Classify each of the following as flammable or non-flammable: coal, wood, newspaper, water, glass
Answer: Coal: Flammable
Wood: Flammable
Newspaper: Flammable
Water: Non-flammable
Glass: Non-flammable
Question: Given a reference text about Apple, what tactics did Steve Jobs use to help the company recover?
Evidence: Apple was founded as Apple Computer Company on April 1, 1976, by Steve Wozniak, Steve Jobs and Ronald Wayne to develop and sell Wozniak's Apple I personal computer. It was incorporated by Jobs and Wozniak as Apple Computer, Inc. in 1977. The company's second computer, the Apple II, became a best seller and one of the first mass-produced microcomputers. Apple went public in 1980 to instant financial success. The company developed computers featuring innovative graphical user interfaces, including the 1984 original Macintosh, announced that year in a critically acclaimed advertisement. By 1985, the high cost of its products, and power struggles between executives, caused problems. Wozniak stepped back from Apple amicably and pursued other ventures, while Jobs resigned bitterly and founded NeXT, taking some Apple employees with him.

As the market for personal computers expanded and evolved throughout the 1990s, Apple lost considerable market share to the lower-priced duopoly of the Microsoft Windows operating system on Intel-powered PC clones (also known as "Wintel"). In 1997, weeks away from bankruptcy, the company bought NeXT to resolve Apple's unsuccessful operating system strategy and entice Jobs back to the company. Over the next decade, Jobs guided Apple back to profitability through a number of tactics including introducing the iMac, iPod, iPhone and iPad to critical acclaim, launching the "Think different" campaign and other memorable advertising campaigns, opening the Apple Store retail chain, and acquiring numerous companies to broaden the company's product portfolio. When Jobs resigned in 2011 for health reasons, and died two months later, he was succeeded as CEO by Tim Cook.
Answer: Steve Jobs launched multiple products such as the iPod and iPhone, opened the Apple Store retail chain, and performed numerous acquisitions to bring Apple back to profitability.
Question: Who is Bill Gates?
Evidence: William Henry Gates III (born October 28, 1955) is an American business magnate, philanthropist and investor. He is a co-founder of Microsoft, along with his late childhood friend Paul Allen. During his career at Microsoft, Gates held the positions of chairman, chief executive officer (CEO), president and chief software architect, while also being the largest individual shareholder until May 2014. He was a major entrepreneur of the microcomputer revolution of the 1970s and 1980s.
Answer: Bill Gates is an American business mogul and co-founder of Microsoft.
Question: What are some of the best outdoor experiences in Italy?
Answer: There are a range of outdoor experiences one may try in Italy. Popular hiking trails exit in The Dolomites, the Gran Paradiso in Piedmont and the Stelvio in Trentino. Other options include the Pollino parks in Calabria, the Piano Grande in Umbria and the coastal tracks in Cinque Terre, the Amalfi Coast, Sicily and Sardinia.

For cycling, the Po Delta and Bolzano offer good networks, as do the wine regions of Franciacorta, Barolo, Barberesco and Chianti. For urban options, you could try Rome's Via Appia Antica, Ferrara, Lucca, Bologna and Lecce. 

There are also good options for skiing, such as Sella Nevea, Courmayeur, Cortina d'Ampezzo, the Valle d'Aosta and Sella Ronda. 

The best diving spots can be found in the Cinque Terre, the Gargano Promontory, Elba, the Sorrento Peninsula, the Aeolian Islands, Ustica and Sardinia.
Question: Who is currently US president?
Answer: At the time I was trained in 2023, Joe Biden was president of the United States. He is a member of the Democratic Party.
Question: List a few queer books made popular by TikTok
Answer: Red, White, & Royal Blue, The Seven Husbands of Evelyn Hugo, The Song of Achilles, Heartstopper, Boyfriend Material
Question: How many tracks did authors submit systems?
Evidence: The automatic correction of errors in text [In a such situaction INLINEFORM0 In such a situation] is receiving more and more attention from the natural language processing community. A series of competitions has been devoted to grammatical error correction (GEC): the CoNLL-2013 shared task BIBREF0 , the CoNLL-2014 shared task BIBREF1 , and finally the BEA 2019 shared task BIBREF2 . This paper presents the contributions from the Cambridge University Engineering Department to the latest GEC competition at the BEA 2019 workshop.
We submitted systems to two different tracks. The low-resource track did not permit the use of parallel training data except a small development set with around 4K sentence pairs. For our low-resource system we extended our prior work on finite state transducer based GEC BIBREF3 to handle new error types such as punctuation errors as well as insertions and deletions of a small number of frequent words. For the restricted track, the organizers provided 1.2M pairs (560K without identity mappings) of corrected and uncorrected sentences. Our goal on the restricted track was to explore the potential of purely neural models for grammatical error correction. We confirm the results of BIBREF4 and report substantial gains by applying back-translation BIBREF5 to GEC – a data augmentation technique common in machine translation. Furthermore, we noticed that large parts of the training data do not match the target domain. We mitigated the domain gap by over-sampling the in-domain training corpus, and by fine-tuning through continued training. Our final model is an ensemble of four neural machine translation (NMT) models and two neural language models (LMs) with Transformer architecture BIBREF6 . Our purely neural system was also part of the joint submission with the Cambridge University Computer Lab described by BIBREF7 .
We submitted systems to two different tracks.
Answer: Two different tracks.
Question: Classify each of the following as mainstream media or social media: Twitter, Reddit, CNN, MSNBC, Instagram, Fox News
Answer: Twitter: Social Media
Reddit: Social Media
CNN: Mainstream Media
MSNBC: Mainstream Media
Instagram: Social Media
Fox News: Mainstream Media
Question: Who is Ali G?
Answer: Ali G is a fictional character created and performed by Sacha Baron Cohen. In fiction, he grew up in Staines, and was part of a group called "Da West Staines Massiv" He is depicted as a British stereotype of suburban chav acting in a way that they think is typical of black people. Ali G first appeared in a TV series called The 11 O'Clock Show where he would interview famous people who do not realise they are being set up. Due to his popularity, a standalone TV series called Da Ali G Show and a film Ali G Indahouse were also created.
Question: Do they perform manual evaluation?
Evidence: Table 2 lists some example definitions generated with different models. For each word-sememes pair, the generated three definitions are ordered according to the order: Baseline, AAM and SAAM. For AAM and SAAM, we use the model that incorporates sememes. These examples show that with sememes, the model can generate more accurate and concrete definitions. For example, for the word “旅馆” (hotel), the baseline model fails to generate definition containing the token “旅行者”(tourists). However, by incoporating sememes' information, especially the sememe “旅游” (tour), AAM and SAAM successfully generate “旅行者”(tourists). Manual inspection of others examples also supports our claim.
Manual inspection of others examples also supports our claim.
Answer: Yes.
Question: What are the differences between a ukulele and guitar?
Answer: While a ukulele looks like a smaller version of a guitar, there are some notable differences.

A guitar has 6 strings and a ukulele has 4 strings. Because of this, the sound range of a ukulele is narrower than a guitar.

Looking from the front of a guitar, the thickness of the strings increases gradually from right to left. For a ukulele, the two outmost strings are the thinnest and the second left string is the thickest. 

A ukulele is much smaller in the size, making it one of the most popular beginner instrument for kids.
Question: Tell me whether each person is a basketball or hockey player: Lebron James, Steven Stamkos, Victor Hedman, Tyler Johnson, Kobe Bryant, Carmelo Anthony
Answer: Lebron James: Basketball Player
Steven Stamkos: Hockey Player
Victor Hedman: Hockey Player
Tyler Johnson: Hockey Player
Kobe Bryant: Basketball Player
Carmelo Anthony: Basketball Player
Question: What does a vegan lifestyle mean to you?
Answer: A vegan lifestyle means that you do not only not ingest any animal products, but you also do not use anything that results from utilizing non-ingestible animal products or animal labor, such as horseback riding, wearing leather, and wearing fur.
Question: How many countries in Europe do have the Euro as monetary currency?
Evidence: The euro area, commonly called eurozone (EZ), is a currency union of 20 member states of the European Union (EU) that have adopted the euro (€) as their primary currency and sole legal tender, and have thus fully implemented EMU policies.
Answer: 20
Question: What is the right time to do workouts or yoga?
Answer: The physical activities like Workouts and Yoga are best performed when one is light on stomach - hence early morning or evenings are usually the most appropriate time in general. However, the most important thing is, one should find time everyday to do some kind of physical exercise to maintain a healthy body.
Question: Determine if the following states are East or West of the Mississippi River: Michigan, Georgia, Virginia, Oregon, Colorado, New Jersey, Nebraska, Texas.
Answer: Michigan, Georgia, Virginia, and New Jersey are East of the Mississippi River. Texas, Nebraska, Oregon, and Colorado are West of the Mississippi.
Question: What makes a good parent?
Answer: A good parent is someone who puts the needs and goals of their kids before their own.  A good parent understands that raising great kids to be great adults is one of the biggest accomplishments someone can have.  A good parent excels at teaching, nurturing, and balancing discipline with rewards to help their kids make good decisions.
Question: Why are there so few works of Kafka left even though he was a prolific writer?
Evidence: Franz Kafka (3 July 1883 – 3 June 1924) was a German-speaking Bohemian novelist and short-story writer based in Prague, who is widely regarded as one of the major figures of 20th-century literature. His work fuses elements of realism and the fantastic. It typically features isolated protagonists facing bizarre or surrealistic predicaments and incomprehensible socio-bureaucratic powers. It has been interpreted as exploring themes of alienation, existential anxiety, guilt, and absurdity. His best known works include the short story "The Metamorphosis" and novels The Trial and The Castle. The term Kafkaesque has entered English to describe absurd situations, like those depicted in his writing.

Kafka was born into a middle-class German-speaking Czech Jewish family in Prague, the capital of the Kingdom of Bohemia, then part of the Austro-Hungarian Empire (today the capital of the Czech Republic). He trained as a lawyer, and after completing his legal education was employed full-time by an insurance company, forcing him to relegate writing to his spare time. Over the course of his life, Kafka wrote hundreds of letters to family and close friends, including his father, with whom he had a strained and formal relationship. He became engaged to several women but never married. He died in obscurity in 1924 at the age of 40 from tuberculosis.

Kafka was a prolific writer, spending most of his free time writing, often late in the night. He burned an estimated 90 per cent of his total work due to his persistent struggles with self-doubt. Much of the remaining 10 per cent is lost or otherwise unpublished. Few of Kafka's works were published during his lifetime: the story collections Contemplation and A Country Doctor, and individual stories (such as "The Metamorphosis") were published in literary magazines but received little public attention.

In his will, Kafka instructed his close friend and literary executor Max Brod to destroy his unfinished works, including his novels The Trial, The Castle, and Amerika, but Brod ignored these instructions, and had much of his work published. Kafka's work became famous in German-speaking countries after World War II, influencing their literature, and it spread elsewhere in the world in the 1960s. It has since influenced a range of writers, critics, artists, and philosophers.
Answer: Though Kafka was a prolific writer he struggled with low self-esteem and destroyed 90% of his work. Rest of his works were lost or were not published. In his will Kafka instructed that his unfinished novels be destroyed, luckily those instructions were ignored and we are able to read his novels like The Trial and The Castle.