DataHammer/scimrc huggingface dataset:
Question: Who is the greatest NFL running back of all time?
Answer: Arguably, Barry Sanders is the greatest running back of all time.  Unlike Emmitt Smith, Barry Sanders played behind an offensive line that was soft and weak.  There were no pro bowl players on the Detroit Lions offensive line during Barry's tenure in Detroit.  Barry Sanders also retired at his peak because he was disheartened by the direction of the franchise's inability to improve year over year.
Question: Do the authors achieve a F1 score of 0.876 with the single model on the test set 1?
Evidence: Results on SKE dataset are presented in Table 1. The baseline model is based on the Google BERT, use hard label embedding and train on only SKE dataset without NER pretraining. As shown in table 1, the F1 score increase from 0.864 to 0.871 when combined with our enhanced BERT. NER pretraining using the extra corpus, soft label embedding and auxiliary sentence-level relation classification prediction also improve the F1 score. Combined all of these contributions, we achieve F1-score 0.876 with the single model on test set 1.
Combined all of these contributions, we achieve F1-score 0.876 with the single model on test set 1.
Answer: Yes, they do.
Question: Name some of the major battles in the US Civil War.
Answer: Major battles in the US Civil War include: Gettysburg, Fort Sumpter, Vicksburg, and Shiloh.
Question: What is EFTPOS?
Answer: Electronic funds transfer at point of sale, or EFTPOS, is an electronic payment system involving electronic funds transfers based on the use of payment cards, such as debit or credit cards, at payment terminals located at points of sale. EFTPOS technology was developed during the 1980s. In Australia and New Zealand, it is also the brand name of a specific system used for such payments; these systems are mainly country-specific and do not interconnect. In Singapore, it is known as NETS.

Debit and credit cards are embossed plastic cards complying with ISO/IEC 7810 ID-1 standard. The cards have an embossed bank card number conforming with the ISO/IEC 7812 numbering standard.
Question: What is Multicloud?
Answer: Multicloud simply refers to deploying workloads to multiple public clouds. Companies may have several motivations for multicloud deployments. SaaS platforms often wish to offer services close to existing customer workloads, which is especially critical for data intensive applications, where network latency and bandwidth limitations can negatively affect performance and data egress costs can be prohibitive. Another common motivation for multicloud approach is to take advantage of the best services across several clouds. For example, a company might want to handles its Google Ads and Analytics data in Google Cloud and deploy kubernetes through GKE. And the company might want to adopt Azure specifically for Microsoft workloads. And the company may like AWS for some best-in-class services and its huge mindshare, making it easy to find AWS-proficient engineers. Given the intense competition among cloud providers, expect them to offer more best-of-breed services, making multicloud more compelling.
Question: Why do you need family meeting frequently
Answer: 1. To make sure you are bonded
2. You know family first
3. Family is always keep you safe
Question: What domain is their model targeting?
Evidence: Visual dialog BIBREF0 is an interesting new task combining the research efforts from Computer Vision, Natural Language Processing and Information Retrieval. While BIBREF1 presents some tips and tricks for VQA 2.0 Challenge, we follow their guidelines for the Visual Dialog challenge 2018. Our models use attention similar to BIBREF2 to get object level image representations from Faster R-CNN model BIBREF3. We experiment with different encoder mechanisms to get representations of conversational history.
Visual dialog [2] is an interesting new task combining the research efforts from Computer Vision, Natural Language Processing and Information Retrieval. While [6] presents some tips and tricks for VQA 2.0 Challenge, we follow their guidelines for the Visual Dialog challenge 2018. Our models use attention similar to [1] to get object level image representations from Faster R-CNN model [5]. We experiment with different encoder mechanisms to get representations of conversational history.
Answer: Visual dialog.
Question: Do they use attention?
Evidence: The NLG model is a seq2seq model with attention as described in section SECREF2. It takes as input a MR and generates a natural language text. The objective is to find the model parameters $\theta ^{nlg}$ such that they minimize the loss which is defined as follows:
The NLG model is a seq2seq model with attention as described in section SECREF2.
Answer: Yes.
Question: How much snow feel in the California Sierra mountains in 2023?
Answer: In 2023, California recorded the over 700" of snow, the second heaviest amount ever recorded.
Question: Tell me whether these items would be found under the hood of a car or inside a human: engine, transmission, heart, lungs, battery, alternator, blood, wiper fluid, engine oil, kidneys.
Answer: The car parts in this list include the engine, transmission, battery, alternator, wiper fluid and engine oil. The human parts include heart, lungs, blood and kidneys.
Question: What is the distinction between skiing and backcountry skiing?
Answer: Usually skiing is referred to ski on prepared slopes. These are areas in a mountain which have been preselected in a sense that they are relatively save from avalanches, are suitable to build the infrastructure on them and get prepared daily. Backcountry on the other side refers to ski on unprepared terrain in the nature.
Question: Why did the population expand in Seattle in the 2000s?
Answer: A large job expansion in technology, with Microsoft and Amazon being high wage paying jobs and 10s of thousands of new employees
Question: What percentage of Manewra's population work for the government?
Evidence: Manewra (Maneora) is a small village in Phalodi tehsil, Jodhpur district, Rajasthan, India. Its population is one thousand.

Most of the people in the village are Bishnoi, subcaste Bhanwal, but in ten houses there are Meghwal, and in one Lohar.

Manewra is situated near Champasar (4 km.), Ajasar (5 km.), Kharia (4 km0, choutin/laxmannagar (11 km.) and Chadi 15 km . Its postal pin code is 342312.

In this village two hundred person are in government service. Most are in the Indian army and some are teachers. Other are farmers, but agriculture depends on the weather, as there are no facilities for irrigation water, so villagers depend on the rainy season.
Answer: 20 percent. 200 / 1000 = 20%
Question: Give me a bulleted list of the seven most recently elected presidents from Argentina.
Answer: Sure! Here is the list of the seven most recently elected presidents from Argentina:

- Alberto Fernandez (2019 - Current)
- Mauricio Macri (2015 - 2019)
- Cristina Fernández de Kirchner (2007 - 2015)
- Néstor Kirchner (2003 - 2007)
- Fernando de la Rúa (1999 - 2001)
Question: Which company constructed the Japanese submarine Yu 12?
Evidence: Yu 12 was an Imperial Japanese Army transport submarine of the Yu 1 subclass of the Yu I type. Constructed for use during the latter stages of World War II, she served in the waters of the Japanese archipelago.

Construction
In the final two years of World War II, the Imperial Japanese Army constructed transport submarines — officially the Type 3 submergence transport vehicle and known to the Japanese Army as the Maru Yu — with which to supply its isolated island garrisons in the Pacific. Only submarines of the Yu I type were completed and saw service. The Yu I type was produced in four subclasses, each produced by a different manufacturer and differing primarily in the design of their conning towers and details of their gun armament. None carried torpedoes or had torpedo tubes. Yu 12 was a unit of the Yu 1 subclass.

The Hitachi Kasado Works (Hitachi Kasado Seisakujo) at Kudamatsu, Japan, constructed Yu 12. Records of the details of the construction of Yu 12 have not been discovered, but the earlier Yu I-type submarines were laid down and launched during the latter half of 1943 and entered service at the end of 1943 or early in 1944.
Answer: The company that constructed the Japanese submarine Yu 12 was Hitachi Kasado Works.
Question: What dataset they use for evaluation?
Evidence: We validate our approach on the Gigaword corpus, which comprises of a training set of 3.8M article headlines (considered to be the full text) and titles (summaries), along with 200K validation pairs, and we report test performance on the same 2K set used in BIBREF7. Since we want to learn systems from fully unaligned data without giving the model an opportunity to learn an implicit mapping, we also further split the training set into 2M examples for which we only use titles, and 1.8M for headlines. All models after the initialization step are implemented as convolutional seq2seq architectures using Fairseq BIBREF20. Artificial data generation uses top-15 sampling, with a minimum length of 16 for full text and a maximum length of 12 for summaries. rouge scores are obtained with an output vocabulary of size 15K and a beam search of size 5 to match BIBREF11.
We validate our approach on the Gigaword corpus, which comprises of a training set of 3.8M article headlines (considered to be the full text) and titles (summaries), along with 200K validation pairs, and we report test performance on the same 2K set used in BIBREF7. 
Answer: The same 2K set from Gigaword used in BIBREF7
Question: What causes global warming?
Answer: Global warming is caused by the release of greenhouses gases into the atmosphere. Greenhouse gases in the atmosphere trap the heat from the sun and lead to an overall increase in temperature on the planet. Greenhouse gases are mostly produced by burning fossil fuels like coal, oil, and natural gas. Deforestation is also a contributing factor to global warming since trees capture carbon from the atmosphere when growing, so cutting them down or burning them both releases carbon they’ve been storing, as well as removes their ability to clean the air.
Question: Classify each of the following as supercar or hypercar:  Lamborghini Huracán, Ferrari 488GTB, Aston Martin Vantage, or Bugatti Veryron.
Answer: The Lamborghini Huracán is a supercar, the Ferrari 488GTB is a supercar, the Aston Martin Vantage is a supercar, and the Bugatti Veryron is a hypercar.
Question: Tell me whether these are names of automobile or motorcycle companies: Ford, Triumph, Indian, Harley Davidson, Rolls Royce, Mercedes, Toyota.
Answer: Ford is an automobile company.
Triumph is a motorcycle company.
Indian is a motorcycle company.
Harley Davidson is a motorcycle company.
Rolls Royce is an automobile company.
Mercedes is an automobile company.
Toyota is an automobile company.
Question: Why do people like the color green?
Answer: It is a neutral color. When people look at something green, it is natural for them to think about trees, grasses, and anything in nature. It is naturally a delightful color and make people feel relaxed. People came from living in the wild millions of years ago. A prosperous season after the rain brings "dead" plants back to the green colors. It means lives are coming back, life is becoming abundance again.
Question: How do you make the best shepherds pie?
Answer: There are many ingredients that go into a shepherds pie.  Using organic vegetables and meat is a great way to start.  You can use either minced beef or lamb but I prefer beef.  You will need to brown the meat and then add a shepherds pie seasoning mix.  Once mixed add the combination to a baking dish.  Next peel the potatoes and boil them for 20 minutes.  Once boiled you will need to mash the potatoes and add milk and butter if you want them to be more creamy.  Next steam carrots and peas and then add to the beef mixture.  Top the mixture with the potatoes and cook for 30 minutes at 350 degrees.  This is a great meal for a cold day!
Question: What are the key signs of slow development for a 12-month infant?
Answer: * Can't sit up from bed
* Can't stand without support
* Can't walk with support
* Haven't grown teeth.
* Really fussy at night.
* Resist solid food or choke on solid food.
* Can't say word like dada, gaga, kaka, baba, mama.
* Don't react to his/her name.
* Don't recognize his/her caregivers.
* Still need to take two naps a day.
Question: How large is the dataset for training？
Evidence: Training We collect 50,000 Wikipedia articles according to the number of its hyperlinks as our training data. For efficiency, we trim the articles to the first three paragraphs leading to 1,035,665 mentions in total. Using CoNLL-Test A as the development set, we evaluate the trained NCEL on the above benchmarks. We set context window to 20, neighbor mention window to 6, and top INLINEFORM0 candidates for each mention. We use two layers with 2000 and 1 hidden units in MLP encoder, and 3 layers in sub-GCN. We use early stop and fine tune the embeddings. With a batch size of 16, nearly 3 epochs cost less than 15 minutes on the server with 20 core CPU and the GeForce GTX 1080Ti GPU with 12Gb memory. We use standard Precision, Recall and F1 at mention level (Micro) and at the document level (Macro) as measurements.
Complexity Analysis Compared with local methods, the main disadvantage of collective methods is high complexity and expensive costs. Suppose there are INLINEFORM0 mentions in documents on average, among these global models, NCEL not surprisingly has the lowest time complexity INLINEFORM1 since it only considers adjacent mentions, where INLINEFORM2 is the number of sub-GCN layers indicating the iterations until convergence. AIDA has the highest time complexity INLINEFORM3 in worst case due to exhaustive iteratively finding and sorting the graph. The LBP and PageRank/random walk based methods achieve similar high time complexity of INLINEFORM4 mainly because of the inference on the entire graph.
Training We collect 50,000 Wikipedia articles according to the number of its hyperlinks as our training data. For efficiency, we trim the articles to the first three paragraphs leading to 1,035,665 mentions in total.
Answer: They collect 50,000 Wikipedia articles according to the number of its hyperlinks as their training data. For efficiency, they trim the articles to the first three paragraphs leading to 1,035,665 mentions in total.
Question: What is the difference between alligator and a crocodile
Answer: Snout: Alligators have a wider, U-shaped snout, while crocodiles have a pointier, V-shaped snout. Water: Alligators prefer fresh water, while crocs tend to prefer saltwater or brackish water, which is a combination of saltwater and freshwater.
Question: Give me a list of items I should bring to the beach this weekend.
Answer: Here is a list of items you should bring to the beach this weekend:
1. Bathing Suit
2. Tent
3. Beers
4. Towels
5. Sandals
6. Sand Toys
7. Sand Blanket
8. Cooler
Question: What is Barter?
Answer: This is a way of paying for things, without using money, by exchanging goods
Question: What is Ontology?
Evidence: "In metaphysics, ontology is the philosophical study of being, as well as related concepts such as existence, becoming, and reality.

Ontology addresses questions like how entities are grouped into categories and which of these entities exist on the most fundamental level. Ontologists often try to determine what the categories or highest kinds are and how they form a system of categories that encompasses the classification of all entities. Commonly proposed categories include substances, properties, relations, states of affairs, and events. These categories are characterized by fundamental ontological concepts, including particularity and universality, abstractness and concreteness, or possibility and necessity. Of special interest is the concept of ontological dependence, which determines whether the entities of a category exist on the most fundamental level. Disagreements within ontology are often about whether entities belonging to a certain category exist and, if so, how they are related to other entities."
Answer: In metaphysics, ontology is the philosophical study of being
Question: Which of these foods are likely to cause allergic reactions among humans: milk, peanuts, rice, grapes, wheat, lettuce, mint.
Answer: Foods likely to cause allergies: milk, peanuts, wheat.
Question: Which is a species of fish? Reedfish or Reed
Answer: Reedfish
Question: From the passage identify the risk factors of pneumonia. Display the results in a comma separated format.
Evidence: Pneumonia is an inflammatory condition of the lung primarily affecting the small air sacs known as alveoli. Symptoms typically include some combination of productive or dry cough, chest pain, fever, and difficulty breathing. The severity of the condition is variable.

Pneumonia is usually caused by infection with viruses or bacteria, and less commonly by other microorganisms. Identifying the responsible pathogen can be difficult. Diagnosis is often based on symptoms and physical examination. Chest X-rays, blood tests, and culture of the sputum may help confirm the diagnosis. The disease may be classified by where it was acquired, such as community- or hospital-acquired or healthcare-associated pneumonia.

Risk factors for pneumonia include cystic fibrosis, chronic obstructive pulmonary disease (COPD), sickle cell disease, asthma, diabetes, heart failure, a history of smoking, a poor ability to cough (such as following a stroke), and a weak immune system.

Vaccines to prevent certain types of pneumonia (such as those caused by Streptococcus pneumoniae bacteria, linked to influenza, or linked to COVID-19) are available. Other methods of prevention include hand washing to prevent infection, not smoking, and social distancing.

Treatment depends on the underlying cause. Pneumonia believed to be due to bacteria is treated with antibiotics. If the pneumonia is severe, the affected person is generally hospitalized. Oxygen therapy may be used if oxygen levels are low.
Answer: cystic fibrosis, chronic obstructive pulmonary disease (COPD), sickle cell disease, asthma, diabetes, heart failure, a history of smoking, a poor ability to cough (such as following a stroke), a weak immune system
Question: here is a short history of Plainview – Old Bethpage John F. Kennedy High School, which color was changed when the name changed in 1991?
Evidence: The school was opened in 1966 under the name John F. Kennedy High School. It was Plainview's second high school. Originally, all senior high school students went to Plainview High School, but were split by residential location when JFK High School opened. In 1991, Plainview-Old Bethpage High School and John F. Kennedy High School were merged into the John F. Kennedy High School building. The school was renamed Plainview-Old Bethpage John F. Kennedy High School. The newly merged school abandoned Plainview High School's colors of green and white in favor of John F. Kennedy's blue and white. Both the original Plainview High School mascot, the Gulls, and the John F. Kennedy High School mascot, the Eagles, were replaced with a new mascot, The Hawks. It is now the only public high school for residents of the community of Plainview and Old Bethpage.
Answer: The school colors swapped out green for blue and white stayed the same.
Question: How did they use the domain tags?
Evidence: The multi domain method is originally motivated by BIBREF14 , which uses tags to control the politeness of NMT translations. The overview of this method is shown in the dotted section in Figure 2 . In this method, we simply concatenate the corpora of multiple domains with two small modifications: a. Appending the domain tag “<2domain>" to the source sentences of the respective corpora. This primes the NMT decoder to generate sentences for the specific domain. b. Oversampling the smaller corpus so that the training procedure pays equal attention to each domain.
In this method, we simply concatenate the corpora of multiple domains with two small modifications: a. Appending the domain tag “<2domain>" to the source sentences of the respective corpora. 
Answer: The answers are shown as follows:
* Appending the domain tag “<2domain>" to the source sentences of the respective corpora
Question: Kamba Ramayanam was written by
Answer: Kamba Ramayanam was written by Kamba Ramanarayanan, a Tamil poet of the late 19th century. The book is an adaptation of the epic Ramayana from the Sanskrit text and focuses on the life of Lord Rama. It includes stories from his childhood and early life, as well as his journey to the Kingdom of Ayodhya and his return after the war with Ravana. The book is set in the backdrop of the South Indian landscape and includes stories of love, devotion and heroism. It is a highly popular book in Tamil Nadu and is often used as a school text.
Question: Do twitter users tend to tweet about the DOS attack when it occurs? How much data supports this assumption?
Evidence: In this subsection we discuss the experiment on the attack tweets found in the whole dataset. As stated in section 3.3, the whole dataset was divided into two parts. $D_a$ contained all of the tweets collected on the attack day of the five attacks mentioned in section 4.2. And $D_b$ contained all of the tweets collected before the five attacks. There are 1180 tweets in $D_a$ and 7979 tweets in $D_b$. The tweets on the attack days ($D_a$) are manually annotated and only 50 percent of those tweets are actually about a DDoS attack.
$D_a$ contained all of the tweets collected on the attack day of the five attacks mentioned in section 4.2. And $D_b$ contained all of the tweets collected before the five attacks. There are 1180 tweets in $D_a$ and 7979 tweets in $D_b$. The tweets on the attack days ($D_a$) are manually annotated and only 50 percent of those tweets are actually about a DDoS attack.
Answer: The dataset contains about 590 tweets about DDos attacks.
Question: What is Angular?
Answer: Angular is a JavaScript based platform for building web and mobile applications.
Question: Given this reference text on the creation of centaurs, where did the mythology originate?
Evidence: The centaurs were usually said to have been born of Ixion and Nephele. As the story goes, Nephele was a cloud made into the likeness of Hera in a plot to trick Ixion into revealing his lust for Hera to Zeus. Ixion seduced Nephele and from that relationship centaurs were created. Another version, however, makes them children of Centaurus, a man who mated with the Magnesian mares. Centaurus was either himself the son of Ixion and Nephele (inserting an additional generation) or of Apollo and the nymph Stilbe. In the latter version of the story, Centaurus's twin brother was Lapithes, ancestor of the Lapiths.

Another tribe of centaurs was said to have lived on Cyprus. According to Nonnus, they were fathered by Zeus, who, in frustration after Aphrodite had eluded him, spilled his seed on the ground of that land. 

There were also the Lamian Pheres, twelve rustic daimones (spirits) of the Lamos river. They were set by Zeus to guard the infant Dionysos, protecting him from the machinations of Hera, but the enraged goddess transformed them into ox-horned Centaurs. The Lamian Pheres later accompanied Dionysos in his campaign against the Indians.

The centaur's half-human, half-horse composition has led many writers to treat them as liminal beings, caught between the two natures they embody in contrasting myths; they are both the embodiment of untamed nature, as in their battle with the Lapiths (their kin), and conversely, teachers like Chiron.
Answer: A centaur is a creature from Greek mythology according to this paragraph. It can be inferred because numerous Greek gods were referenced in the passage.