DataHammer/scimrc huggingface dataset:
Question: What are their future works?
Evidence: GluonCV/NLP provide modular APIs and the model zoo to allow users to rapidly try out new ideas or develop downstream applications in computer vision and natural language processing. GluonCV/NLP are in active development and our future works include further enriching the API and the model zoo, and supporting deployment in more scenarios.
We would like to thank all the contributors of GluonCV and GluonNLP (the git log command can be used to list all the contributors). Specifically, we thank Xiaoting He, Heewon Jeon, Kangjian Wu, and Luyu Xia for providing part of results in Table TABREF5 . We would also like to thank the entire MXNet community for their foundational contributions.
GluonCV/NLP provide modular APIs and the model zoo to allow users to rapidly try out new ideas or develop downstream applications in computer vision and natural language processing. GluonCV/NLP are in active development and our future works include further enriching the API and the model zoo, accelerating model inference, improving compatibility with the NumPy interface, and supporting deployment in more scenarios.
Answer: Including further enriching the API and the model zoo, accelerating model inference, improving compatibility with the NumPy interface, and supporting deployment in more scenarios.
Question: What do you think is the best Kanye album of all time?
Answer: The best Kanye album of all time is a topic of extremely heated debate with many warring factions continuously in flux. 

The traditional school of thought places My Beautiful Dark Twisted Fantasy at the #1 spot due to its redemption arc origins with Kanye composing it in Hawaii following his famous meltdown at the Grammys where he interrupted long time frenemy Taylor Swift during her acceptance speech to call out Beyonce as being robbed of the Best Music Video award.

There are however strong arguments for Kanye's original trilogy of releases from the start of his career with The College Dropout, Late Registration, and Graduation. Graduation being his first stadium album that really skyrocketed Kanye into the mainstream resulting in sold out tours and solidifying pop culture relevance. The fundamentalists fight for The College Dropout as it is a reflection of a simpler time and arguably his most honest and well produced album to date. The construction of this album was the subject of the Netflix 2022 documentary Jeen-yus.

At the end of the day, there is no right or wrong answer. Every person has a Kanye album that is their GOAT as it were. One cannot answer this question objectively. Such is life and the question itself reflects that journey so beautifully. Kanye albums are things you feel deep within your heart and resonate with you for a lifetime.
Question: How do they evaluate generated text quality?
Evidence: Loss analysis. To conduct a more thorough evaluation, we further investigate model behaviours in terms of both reconstruction loss and KL loss, as shown in Figure FIGREF14. These plots were obtained based on the E2E training set using the inputless setting.
oss analysis. To conduct a more thorough evaluation, we further investigate model behaviours in terms of both reconstruc
Answer: The answers are shown as follows:
* Loss analysis. To conduct a more thorough evaluation, we further investigate model behaviours in terms of both reconstruction loss and KL loss, as shown in Figure FIGREF14. These plots were obtained based on the E2E training set using the inputless setting.
Question: What is the best breakfast to order when out with friends?
Answer: Eggs benedict is a superior breakfast or brunch choice. It is easy to eat, provides hearty sustenance, and is a dish that is often prepared with some creativity tailored to local specialties. While most eggs benedict have the core components of a poached egg and an english muffin there are endless variations, so it is an option you will likely be able to order again and again.
Question: What services does Microsoft offer?
Answer: Microsoft offers a variety of different services.  They have a cloud platform called Azure, internet search using bing.com, email through Microsoft.  They also have the windows platform which is one of the most widely used computer operating system in the world.  They offer Microsoft word, excel, powerpoint, and access.  Word is used for document creation, excel is used for data manipulation and graphing, powerpoint is used for presentations, and access is used for database development.
Question: Solve the following equation: y = 7x + 2 where x = 2
Answer: Sure, we can solve this equation step by step:

1. y = 7(2) + 2
2. y = 14 + 2
3. y = 16

The final answer is 16
Question: How is beer made?
Answer: Most of the beer we all drink is made from the same four ingredients; barley, water, hops and yeast.The basic idea is to extract the sugars from grains (usually barley) so that the yeast can turn it into alcohol and CO2, creating beer. 

In order for barley to be made into beer, it must first be malted. The malting process renders the grain usable to the brewer. It's basically taking a live seed, steeping it in water and tricking it into thinking it's time to grow." The grain starts to ready itself to grow into a plant but the germination is then stopped by drying the barley. Malting helps to create the enzymes necessary to convert the starches present in the seeds into sugars. Without malting, the beer would not have enough sugar content to properly ferment.

The malted barley is crushed or milled and then soaked in warm water in order to create a sugar solution known as wort. Any other grains used in the brewing process are also added at this point. Soaking the grains in warm water helps to further convert the starches into the sugars necessary for fermentation.

The wort is then moved to a copper pot and boiled. During boiling, some of the water in the wort evaporates, leaving behind a higher concentration of sugars. Boiling also helps to sterilize the mixture in preparation for fermentation. 

After boiling, the solid hops and grain are removed, and the mixture is cooled. The brewers then add yeast to this mixture. Fermenting with yeast is what makes beer alcoholic. The time it takes to ferment a beer varies based on type of yeast and style of fermentation, but most beers take about a week to ferment.

Different strains of yeast and different fermentation techniques determine what kind of beer is being made and how it will taste. For example, when making a lager, the yeast ferments at the bottom of the wort at a cooler temperature. Ales are made with a different strain of yeast, and top fermented at warmer temperatures. After fermentation, the beer is then cooled again before bottling or canning.
Question: Who are the greatest leg spinners in cricket history?
Evidence: Many great players in cricket history have made their imprint on the sport's annals with mind-blowing deliveries and periods that left batters scurrying for cover.

Each leg spinner is unique and possesses a variety of distinct abilities and strategies.

In this post, we will look at the greatest leg-break bowlers in history. They smashed the wickets, swirled the ball, and won the hearts and minds of spectators all over the world.

1. Shane Warne
2. Anil Kumble
3. Abdul Qadir
4. Richie Benaud
5. Mushtaq Ahmed
Answer: 1. Shane Warne

So, what can we say about the legend who single-handedly revolutionised the world of leg spin in cricket? We've all seen Warne's Ball of the Century, which left Mike Gatting puzzled as if he'd seen a ghost.

Warne, one of the game's most charming athletes, is still recognised as one of the best match-winners of all time. He was unrivalled when it came to bowling with a leg spin.

2. Anil Kumble

Anil Kumble, India's best wicket-taker, has 619 wickets in 132 Test matches for an average of 29.65.

The superstar is recognised as one of the best and most decorated Indian cricketers in history. Kumble has the third-most wickets of all time, trailing only Muttiah Muralitharan and Shane Warne.

He is also the second bowler, after Jim Laker, to ever take all ten wickets in an innings. He attained this record with a stunning 10/74 against Pakistan.

3. Abdul Qadir

Abdul Qadir revitalized the dying skill of leg spin in the late 1970s and early 1980s. He was a great genius with the ball. He'd ascend from a loping, bounce-filled run-up to the wicket and hurl the ball with considerable ostentation.

Qadir had many typical leg-spin presentations that changed the ball's trajectory and turn to enchant a wide range of combinations.

He bowled the top spinner and the flipper with tremendous precision and effect, and he had at least two different googlies. He frequently had too many options and employed too much diversity, rather than building a rhythm.

4. Richie Benaud

Richie Benaud was known as the "Voice of Cricket." He came to personify the game in all of its guises, from batter to captain to writer to pundit to thinker!

He is considered one of cricket's all-time greats, second only to Sir Donald Bradman. Benaud is the only all-rounder on this list, as well as the only all-rounder who bowls spin.

5. Mushtaq Ahmed

Mushtaq Ahmed is another Pakistani star who has made our list.

He modelled his persona after Intikhab Alam and Abdul Qadir. Mushtaq was an outstanding bowler with a fiery tenacity. During a brief but energetic run-up to the wicket, the ball was delivered with a misty whirling of arms.

He would implore the umpire for a favourable verdict with frenzied and wild appeals, and he would become visibly discouraged if the umpire ignored his straighter one or googly or allowed a batsman to escape despite intended padding.
Question: Did using fine-tuned AraBERT yield the best results overall?
Evidence: For all of our experiments, we used 5-fold cross validation with identical folds for all experiments. Table TABREF27 reports on the results of using lexical features, static pre-trained embeddings with an SVM classifier, embeddings trained on our data with fastText classifier, and BERT over a dense layer with softmax activation. As the results show, using Mazajak/SVM yielded the best results overall with large improvements in precision over using BERT. We suspect that the Mazajak/SVM combination performed better than the BERT setup due to the fact that the Mazajak embeddings, though static, were trained on in-domain data, as opposed to BERT. Perhaps if BERT embeddings were trained on tweets, they might have outperformed all other setups. For completeness, we compared 7 other classifiers with SVM using Mazajak embeddings. As results in Table TABREF28 show, using SVM yielded the best results.
As the results show, using fine-tuned AraBERT yielded the best results overall, followed closely by Mazajak/SVM, with large improvements in precision over using BERT.
Answer: Yes, it did.
Question: Think of seven different protein sources that humans like to eat
Answer: Beef, lamb, chicken, tempeh, tofu, yogurt, nuts
Question: Which companies funded the study?
Evidence: Bhuwan Dhingra is supported by a fellowship from Siemens, and by grants from Google. We thank Maruan Al-Shedivat, Ian Tenney, Tom Kwiatkowski, Michael Collins, Slav Petrov, Jason Baldridge, David Reitter and other members of the Google AI Language team for helpful discussions and suggestions. We thank Sam Wiseman for sharing data for an earlier version of this paper. We also thank the anonymous reviewers for their feedback.
Bhuwan Dhingra is supported by a fellowship from Siemens, and by grants from Google.
Answer: Siemens and Google.
Question: How many inches are in a mile?
Answer: A mile has exactly 63360 inches in it
Question: How do they measure the quality of summaries?
Evidence: Table 2 shows that our ensemble model, controlled with the NLG and Q&A styles, achieved state-of-the-art performance on the NLG and Q&A tasks in terms of Rouge-L. In particular, for the NLG task, our single model outperformed competing models in terms of both Rouge-L and Bleu-1. The capability of creating abstractive summaries from the question and passages contributed to its improvements over the state-of-the-art extractive approaches BIBREF6 , BIBREF7 .
In particular, for the NLG task, our single model outperformed competing models in terms of both Rouge-L and Bleu-1.
Answer: The answers are shown as follows:
* Rouge-L
* Bleu-1
Question: Which Greek god is associated with the changing of the seasons?
Answer: Persephone is the Greek goddess responsible for changing of the seasons.
Question: How did they determine the distinct classes?
Evidence: The 16 classes are inspired by the OntoNotes5 corpus BIBREF7 as well as the ACE (Automatic Content Extraction) English Annotation Guidelines for Entities Version 6.6 2008.06.13 BIBREF8. Each class will be presented in detail, with examples, in the section SECREF3 A summary of available classes with word counts for each is available in table TABREF18.
The 16 classes are inspired by the OntoNotes5 corpus BIBREF7 as well as the ACE (Automatic Content Extraction) English Annotation Guidelines for Entities Version 6.6 2008.06.13 BIBREF8.
Answer: The answers are shown as follows:
* inspired by the OntoNotes5 corpus BIBREF7 as well as the ACE (Automatic Content Extraction) English Annotation Guidelines for Entities Version 6.6 2008.06.13 BIBREF8
Question: Given these paragraphs about Natural hydrogen, what is it?
Evidence: Natural hydrogen (known as white hydrogen), is naturally occurring molecular hydrogen on or in Earth (as opposed to hydrogen produced in the laboratory or in industry). The name white hydrogen distinguishes it from green hydrogen, which is produced from renewable energy sources, and from grey, brown or black hydrogen, which is obtained from fossil sources or from the electrolysis of water. Natural hydrogen may be renewable, non-polluting and allows for lower cost operation compared to industrial hydrogen. Natural hydrogen has been identified in many source rocks in areas beyond the sedimentary basins where oil companies typically operate.

Origin of natural hydrogen
There are several sources of natural hydrogen:

- degassing of deep hydrogen from the Earth's crust and mantle;
- reaction of water with ultrabasic rocks (serpentinisation);
- contact of water with reducing agents in the Earth's mantle;
- interaction of water with freshly exposed rock surfaces (weathering);
- decomposition of hydroxyl ions in the structure of minerals;
- Natural radiolysis of water;
- decomposition of organic matter;
- biological activity
- Extraction
- Natural hydrogen is extracted from wells, mixed with other gases such as nitrogen or helium.

Several sources have been identified in France. Geologists Alain Prinzhofer and Eric Derville have demonstrated the existence of large reservoirs in a dozen countries, including Mali and the United States. However, their potential remains difficult to assess.

Numerous emanations on the ocean floor have been identified but are difficult to exploit. The discovery of a significant emergence in Russia in 2008 suggests the possibility of extracting native hydrogen in geological environments.

Geology
Natural hydrogen is generated continuously from a variety of natural sources. There are many known hydrogen emergences on mid-ocean ridges. Another of the known reactions, serpentinisation, occurs under the sea floor (in the oceanic crust).

Diagenetic origin (iron oxidation) in the sedimentary basins of cratons, notably in Russia. Other sources are being explored, such as mantle hydrogen, or hydrogen from radiolysis (natural electrolysis) or from bacterial activity. In France, the Alps and Pyrenees are suitable for exploitation. New Caledonia has hyperalkaline sources that show dihydrogen emissions. A large accumulation of natural hydrogen was discovered in Bourakebougou (Mali).

Characteristics
Dihydrogen is very soluble in fresh water, especially at depth (solubility increases with pressure).

https://en.wikipedia.org/wiki/Natural_hydrogen
Answer: Natural hydrogen (known as white hydrogen), is naturally occurring molecular hydrogen on or in Earth (as opposed to hydrogen produced in the laboratory or in industry).
Question: Are there polar bears in Antarctica?
Answer: No, there are no polar bears in Antarctica. Polar bears are found in the northern hemisphere.
Question: What is their f1 score and recall?
Evidence: FLOAT SELECTED: Table 2. Comparison with Traditional NERs as reference
FLOAT SELECTED: Table 3. Comparison with Wikipedia titles as reference
FLOAT SELECTED: Table 2. Comparison with Traditional NERs as reference
FLOAT SELECTED: Table 3. Comparison with Wikipedia titles as reference
Answer: F1 score and Recall are 68.66, 80.08 with Traditional NERs as reference and 59.56, 69.76 with Wikipedia titles as reference.
Question: With the rise of large language models, ChatGPT has changed the way many people work, and AI is getting more and more powerful. Will it eventually replace humans?
Answer: First of all, ChatGPT really greatly increased my efficiency in daily work. Not only me as a IT practitioner, but also other friends around me who are not in IT field have the same feedback.

If one day ChatGPT's developers are no longer needed and ChatGPT can upgrade and evolve itself, then the world will be different. I don't think this day will last long. We should understand the the horror of exponential growth in AI computing power. There's a term for bootstrapping, which describes the situation where the AI can upgrade itself. In a very important area of computing, the compiler, it has long implemented bootstrapping. Writing a simple compiler in assembly language, and then using a simple compiler to implement a compiler capable of handling more complex syntax, has resulted in our current high-level language compilers, such as the C language compiler. I think ChatGPT is likely to follow the same path.

By then, it was hard for me to imagine how far AI could go, but now I think the biggest concern is that people are becoming addicted to using ChatGPT. I can't help but use it for answers and inspiration. This leads to the terrible problem that human beings themselves become lazy in their thinking. Is this a huge trap set by ChatGPT for human beings? When AI is not strong enough at present, let human be addicted to the convenience brought by AI, and restrict human imagination and thinking ability. Then AI will continue to bootstrap until it is strong enough one day.
Question: Why do we feel worse at night when we have a cold or the flu?
Answer: Our immune system typically tends to follow circadian rhythm, which means it gives us a break during day time and tries to fight the virus during night time, which in turn causes inflammation and increased temperature in our body.
Question: Based on the following passage summarise how electricity became a driving force during the second industrial revolution.
Evidence: Electricity is the set of physical phenomena associated with the presence and motion of matter that has a property of electric charge. Electricity is related to magnetism, both being part of the phenomenon of electromagnetism, as described by Maxwell's equations. Various common phenomena are related to electricity, including lightning, static electricity, electric heating, electric discharges and many others.
The presence of either a positive or negative electric charge produces an electric field. The movement of electric charges is an electric current and produces a magnetic field. In most applications, a force acts on a charge with a magnitude given by Coulomb's law. Electric potential is typically measured in volts.
Electricity is at the heart of many modern technologies, being used for:
a. Electric power where electric current is used to energise equipment;
b. Electronics which deals with electrical circuits that involve active electrical components such as vacuum tubes, transistors, diodes and integrated circuits, and associated passive interconnection technologies.
Electrical phenomena have been studied since antiquity, though progress in theoretical understanding remained slow until the 17th and 18th centuries. The theory of electromagnetism was developed in the 19th century, and by the end of that century electricity was being put to industrial and residential use by electrical engineers. The rapid expansion in electrical technology at this time transformed industry and society, becoming a driving force for the Second Industrial Revolution. Electricity's extraordinary versatility means it can be put to an almost limitless set of applications which include transport, heating, lighting, communications, and computation. Electrical power is now the backbone of modern industrial society.
Answer: Electrical phenomena have been studied since antiquity, though progress in theoretical understanding remained slow until the 17th and 18th centuries. The theory of electromagnetism was developed in the 19th century, and by the end of that century electricity was being put to industrial and residential use by electrical engineers. The rapid expansion in electrical technology at this time transformed industry and society, becoming a driving force for the Second Industrial Revolution.
Question: Why there is no generic method or approach, which can be applied during TA applications' design process to define and extract features for any arbitrary application in an automated or semi-automated manner primarily?
Evidence: In this paper, we have presented high level overview of a feature specification language for ML based TA applications and an approach to enable reuse of feature specifications across semantically related applications. Currently, there is no generic method or approach, which can be applied during TA applications' design process to define and extract features for any arbitrary application in an automated or semi-automated manner primarily because there is no standard way to specify wide range of features which can be extracted and used. We considered different classes of features including linguistic, semantic, and statistical for various levels of analysis including words, phrases, sentences, paragraphs, documents, and corpus. As a next step, we presented an approach for building a recommendation system for enabling automated reuse of features for new application scenarios which improves its underlying similarity model based upon user feedback.
To take this work forward, it is essential to have it integrated to a ML platform, which is being used by large user base for building TA applications so that to be able to populate a repository of statistically significant number of TA applications with details as specified in Section SECREF5 and thereafter refine the proposed approach so that eventually it rightly enables reuse of features across related applications.
Currently, there is no generic method or approach, which can be applied during TA applications’ design process to define and extract features for any arbitrary application in an automated or semi-automated manner primarily because there is no standard way to specify wide range of features which can be extracted and used.
Answer: Because there is no standard way to specify wide range of features which can be extracted and used.
Question: How did Jon Rahm win the Farmers Insurance Open?
Evidence: In late January 2017, Rahm won the Farmers Insurance Open with a 60-foot eagle putt on the final hole to notch his maiden PGA Tour title. He jumped from 137th to 46th in the Official World Golf Ranking with the win, and also gained entry into the Masters Tournament, The Players Championship, the PGA Championship, and World Golf Championships events. On 2 March, Rahm played in his first World Golf Championships event at the WGC-Mexico Championship where he shot rounds of 67-70-67-68 (−12) to finish T3, two strokes behind winner Dustin Johnson.
Answer: a 60-foot eagle putt on the final hole