DataHammer/scimrc huggingface dataset:
Question: By how much does transfer learning improve performance on this task?
Evidence: FLOAT SELECTED: Table 2: Transfer learning performance (Task 1)
FLOAT SELECTED: Table 2: Transfer learning performance (Task 1)
Answer: In task 1 best transfer learning strategy improves F1 score by 4.4% and accuracy score by 3.3%, in task 2 best transfer learning strategy improves F1 score by 2.9% and accuracy score by 1.7%
Question: Historically, what are the largest animals on earth? Please include dinosaurs
Answer: The largest animals to roam the earth were the dinosaurs. Of these, the Sauropods were the largest family of dinosaurs. Sauropods were herbivorous. The Diplodocus was the longest dinosaur found with a complete skeleton with a length of 26 metres or 85 feet.

Larger dinosaurs did exist but only individual bones have been found.
Question: Where can I go to find out what is on the ballot for any given election in Wisconsin?
Answer: The MyVote.wi.gov site has several resources to help Wisconsin voters.  One resource allows you to enter in your address, and based on that address, it will show you what a sample ballot will look like.  This helps voters to see what positions or questions will appear on the ballot so that they can research them prior to voting. Providing referendum questions in advance allows voters to read through them to make sure they understand what is being asked, as the language used in these questions is sometimes legalistic and easier to process outside of the pressure of the voting booth. This website is provided by the Wisconsin Elections Commission, which is a bipartisan commission charged with implementing Wisconsin's election statutes.
Question: When to use stones in your landscape?
Answer: Stones or rocks are great to prevent weeds from growing. They are better than mulch in that they are low maintenance. You will never need to replace stones. Stones do not attract insects comparing to mulch. Stones also prevent soil erosion.
Question: how does the java virtual machine work?
Answer: the java virtual machine or JVM works by providing a virtual set of instructions and facilities that Java programs rely on to run. It then translates these virtual instructions run by the program into instructions that can be run by the underlying system or hardware. As one of the major design goals of Java from its origins was to provide portability of code, this capability allows all java programs to be compiled only for the specifications of the Java Virtual Machine, with the guarantee that those programs will run on any system or hardware platform that has an available Java Virtual Machine that runs on it.
Question: What do the annotations aim at?
Evidence: Propaganda has been tackled mostly at the article level. BIBREF3 created a corpus of news articles labelled as propaganda, trusted, hoax, or satire. BIBREF4 experimented with a binarized version of that corpus: propaganda vs. the other three categories. BIBREF5 annotated a large binary corpus of propagandist vs. non-propagandist articles and proposed a feature-based system for discriminating between them. In all these cases, the labels were obtained using distant supervision, assuming that all articles from a given news outlet share the label of that outlet, which inevitably introduces noise BIBREF6.
A related field is that of computational argumentation which, among others, deals with some logical fallacies related to propaganda. BIBREF7 presented a corpus of Web forum discussions with instances of ad hominem fallacy. BIBREF8, BIBREF9 introduced Argotario, a game to educate people to recognize and create fallacies, a by-product of which is a corpus with $1.3k$ arguments annotated with five fallacies such as ad hominem, red herring and irrelevant authority, which directly relate to propaganda.
Unlike BIBREF8, BIBREF9, BIBREF7, our corpus uses 18 techniques annotated on the same set of news articles. Moreover, our annotations aim at identifying the minimal fragments related to a technique instead of flagging entire arguments.
The most relevant related work is our own, which is published in parallel to this paper at EMNLP-IJCNLP 2019 BIBREF10 and describes a corpus that is a subset of the one used for this shared task.
Moreover, our annotations aim at identifying the minimal fragments related to a technique instead of flagging entire arguments.
Answer: Identifying the minimal fragments related to a technique instead of flagging entire arguments.
Question: What latent variables are modeled in the PCFG?
Evidence: In their traditional use, the latent states in L-PCFGs aim to capture syntactic information. We introduce here the use of an L-PCFG with two layers of latent states: one layer is intended to capture the usual syntactic information, and the other aims to capture semantic and topical information by using a large set of states with specific feature functions.
We introduce here the use of an L-PCFG with two layers of latent states: one layer is intended to capture the usual syntactic information, and the other aims to capture semantic and topical information by using a large set of states with specific feature functions.
Answer: The answers are shown as follows:
* syntactic information
* semantic and topical information
Question: What colors would you use for a futuristic logo?
Answer: Colors such as blue, silver, grey and white evoke a feel of futurism and would be well suited to a futuristic logo.
Question: What are the benefits of working with a coach?
Answer: Working with a coach can help you move quicker and effectively towards achieving your goals. A coach can help you set the right goals, facilitate creating a plan of action to work towards your goals and help you stay accountable to taking actions that will lead you towards achieving your goals.
Question: Can a multi-attention approach with a projection layer achieve the highest performance?
Evidence: We present an attention-based approach for the detection of harassment language in tweets and the detection of different types of harassment as well. Our approach is based on the Recurrent Neural Networks and particularly we are using a deep, classiﬁcation specific attention mechanism. Moreover, we present a comparison between different variations of this attention-based approach and a few baseline methods. According to the results of our experiments and considering the F1 Score, the multi-attention method having a projected layer, achieved the highest performance. Also, we tackled the problem of the imbalance between the training, validation and test sets performing the technique of back-translation.
In the future, we would like to perform more experiments with this dataset applying different models using BERT BIBREF21. Also, we would like to apply the models presented in this work, in other datasets about hate speech in social media.
According to the results of our experiments and considering the F1 Score, the multi-attention method having a projected layer, achieved the highest performance.
Answer: Yes.
Question: Identify which instrument is string or percussion: Ainu fiddle, Apito
Answer: Apito is percussion, Ainu fiddle is string.
Question: From the passage provided, when was the home version of Pong released?
Evidence: The first video game consoles were produced in the early 1970s. Ralph H. Baer devised the concept of playing simple, spot-based games on a television screen in 1966, which later became the basis of the Magnavox Odyssey in 1972. Inspired by the table tennis game on the Odyssey, Nolan Bushnell, Ted Dabney, and Allan Alcorn at Atari, Inc. developed the first successful arcade game, Pong, and looked to develop that into a home version, which was released in 1975. The first consoles were capable of playing only a very limited number of games built into the hardware. Programmable consoles using swappable ROM cartridges were introduced with the Fairchild Channel F in 1976, though popularized with the Atari 2600 released in 1977.
Answer: The home version of Pong was released in 1975.
Question: What is a dam?
Answer: A dam is a barrier that stops the flow of water of a river and creates an artificial lake. Dams are used for different reasons. Some dams are used to gather water for industrial, agricultural needs or water supply to civil aqueducts. Another usage can be for power generation employing hydroelectric turbines. Some other times, it is mean of water flow control aimed at flood prevention or land reclamation.
Question: Can a neutral wire in a home electrical circuit give me an electric shock
Answer: Ideally the answer would be no. The neutral and the ground are always connected at the main panel. Hence the voltage difference between ground and neutral is only a few volts. However, if a neutral wire in a circuit is unspliced or disconnected, the neutral does get loaded and can give a person a nasty jolt.
Question: What is the value of x if x^2 = 4?
Answer: x is either equal to 2 or -2
Question: How much wood would a woodchuck chuck if a woodchuck could chuck wood?
Answer: This phrase is not meant to have an answer because it's a tongue twister. Tongue twisters are meant to be difficult to say, especially when spoken quickly. It's regarded as a fun way for children to learn about alliteration, how to pronounce and enunciate similar sounding words with different meaning and supports a basis for spoken language development.
Question: Extract the names of the companies that built the Pacific Railroad
Evidence: A transcontinental railroad in the United States is any continuous rail line connecting a location on the U.S. Pacific coast with one or more of the railroads of the nation's eastern trunk line rail systems operating between the Missouri or Mississippi Rivers and the U.S. Atlantic coast. The first concrete plan for a transcontinental railroad in the United States was presented to Congress by Asa Whitney in 1845.

A series of transcontinental railroads built over the last third of the 19th century created a nationwide transportation network that united the country by rail. The first of these, the 3,103 km (1,928 mi) "Pacific Railroad", was built by the Central Pacific Railroad and Union Pacific Railroad to link the San Francisco Bay at Alameda, California, with the nation's existing eastern railroad network at Council Bluffs, Iowa/Omaha, Nebraska, thereby creating the world's first transcontinental railroad when it opened in 1869. Its construction was made possible by the US government under Pacific Railroad Acts of 1862, 1864, and 1867. Its original course was very close to current Interstate 80.
Answer: The "Pacific Railroad" was built by the Central Pacific Railroad and Union Pacific Railroad.
Question: What field do they research?
Evidence: In this paper, we examine the use case of general adversarial networks (GANs) in the field of marketing. In particular, we analyze how GAN models can replicate text patterns from successful product listings on Airbnb, a peer-to-peer online market for short-term apartment rentals. To do so, we define the Diehl-Martinez-Kamalu (DMK) loss function as a new class of functions that forces the model's generated output to include a set of user-defined keywords. This allows the general adversarial network to recommend a way of rewording the phrasing of a listing description to increase the likelihood that it is booked. Although we tailor our analysis to Airbnb data, we believe this framework establishes a more general model for how generative algorithms can be used to produce text samples for the purposes of marketing.
In this paper, we examine the use case of general adversarial networks (GANs) in the field of marketing.
Answer: Marketing.
Question: Give me some examples sedimentary rocks.
Answer: Sandstone and chalk are sedimentary rocks.
Question: What is the largest lake in Switzerland?
Answer: The largest lake in Switzerland with an area of 218 km2 is Lake Neuchâtel. Lake Geneva is the largest freshwater lake in Central Europe, but is divided between Switzerland and France.
Question: Which film holds the record for most Academy Award wins?
Answer: Three films own the record for the most Academy Award wins. They are Titanic, Ben Hur, and Lord of the Rings: Return of the King
Question: What is Douglas Stuart Moore's best remembered for?
Evidence: Douglas Stuart Moore (August 10, 1893 – July 25, 1969) was an American composer, songwriter, organist, pianist, conductor, educator, actor, and author. A composer who mainly wrote works with an American subject, his music is generally characterized by lyricism in a popular or conservative style which generally eschewed the more experimental progressive trends of musical modernism. Composer Virgil Thomson described Moore as a neoromantic composer who was influenced by American folk music. While several of his works enjoyed popularity during his lifetime, only his folk opera The Ballad of Baby Doe (1956) has remained well known into the 21st century.
Answer: The Ballad of Baby Doe (1956) as it has remained well known into the 21st century.
Question: What year was Craigslist founded?
Evidence: Craigslist (stylized as craigslist) is a privately-held American company operating a classified advertisements website with sections devoted to jobs, housing, for sale, items wanted, services, community service, gigs, résumés, and discussion forums.

Craig Newmark began the service in 1995 as an email distribution list to friends, featuring local events in the San Francisco Bay Area. It became a web-based service in 1996 and expanded into other classified categories. It started expanding to other U.S. and Canadian cities in 2000, and now covers 70 countries.
Answer: Craigslist was founded in the year 1995 by Craig Newmark.
Question: What is the best way to teach your kids how to read?
Answer: The best way to teach your kids how to read is to put them in school.  You will also want to spend 20 minutes a day reading with them in the morning or 30 minutes before bed to augment and solidify what they learn at school.  Teach your kids how to spell, sentence punctuation, sentence intonation, and how to sound out words they do not know.  After reading ask questions about what was read to make sure your child understood what was read.  Ask them inference type questions, and questions directly related to what happened in the story.
Question: What Is the Population of San Francisco and the Bay Area?
Answer: The U.S. Census estimates the 2022 population of the City and County of San Francisco to be 808,437, representing a loss of 65,000 people and 7.5% compared to 2020. The city’s population dropped by 7.2% between 2020 and 2021, but only by 0.3% from 2021 to 2022.

A closer look at the Bay Area numbers tells a more dramatic story: The nine-county region has lost a quarter million residents between 2020 and 2022, or a 3.2% decline. The exodus left the 2022 population of the SF Bay Area at 7.5 million.
Question: What are the different kinds of rock climbing?
Answer: The most popular types of climbing are:

- Bouldering: climbing low hanging challenges, likely with crash pads to fall on.
- Sport climbing (or indoor climbing): Climbing a route with fixed anchors
- Traditional climbing: Climbing with gear that is inserted and removed without fixed anchors

Once climbers gain experience, they are able to begin climbing more extreme outdoor terrain however many climbers may stick to bouldering or sport climbing.
Question: What is the starting point in the setup in this paper?
Evidence: To paraphrase the great bard BIBREF21, there is something rotten in the state of the art. We propose Human-And-Model-in-the-Loop Entailment Training (HAMLET), a training procedure to automatically mitigate problems with current dataset collection procedures (see Figure FIGREF1).
In our setup, our starting point is a base model, trained on NLI data. Rather than employing automated adversarial methods, here the model's “adversary” is a human annotator. Given a context (also often called a “premise” in NLI), and a desired target label, we ask the human writer to provide a hypothesis that fools the model into misclassifying the label. One can think of the writer as a “white hat” hacker, trying to identify vulnerabilities in the system. For each human-generated example that is misclassified, we also ask the writer to provide a reason why they believe it was misclassified.
For examples that the model misclassified, it is necessary to verify that they are actually correct —i.e., that the given context-hypothesis pairs genuinely have their specified target label. The best way to do this is to have them checked by another human. Hence, we provide the example to human verifiers. If two human verifiers agree with the writer, the example is considered a good example. If they disagree, we ask a third human verifier to break the tie. If there is still disagreement between the writer and the verifiers, the example is discarded. Occasionally, verifiers will overrule the original label of the writer.
Once data collection for the current round is finished, we construct a new training set from the collected data, with accompanying development and test sets. While the training set includes correctly classified examples, the development and tests sets are built solely from them. The test set was further restricted so as to: 1) include pairs from “exclusive” annotators that are never included in the training data; and 2) be balanced by label classes (and genres, where applicable). We subsequently train a new model on this and other existing data, and repeat the procedure three times.
In our setup, our starting point is a base model, trained on NLI data.
Answer: The starting point is a base model, trained on NLI data.
Question: Here is a list of movies. Which of these are considered to be Action Movies. American Graffiti, Rain Man, Mission Impossible, Goldfinger, Speed, The Devil's Advocate, The Magnificent Seven, Dazed and Confused, Die Hard, Top Gun.
Answer: Mission Impossible, Goldfinger, Speed, The Magnificent Seven, Die Hard, Top Gun are all considered to be Action Movies. American Graffiti, Rain Man, The Devil's Advocate, Dazed and Confused are not Action Movies.
Question: Why would someone want to ride a bike?
Answer: Someone might want to ride a bike for a number of different reasons. Bikes, also known as bicycles, are used for recreation, fitness, and transportation. They are very common and used in nearly every city across the globe. There are also bike races across the world, particularly in Europe, where it is a pro sport.
Question: What does the paper provide?
Evidence: This paper provided a taxonomy of stereotype-driven descriptions in the Flickr30K dataset. I have divided these descriptions into two classes: linguistic bias and unwarranted inferences. The former corresponds to the annotators' choice of words when confronted with an image that may or may not match their stereotypical expectancies. The latter corresponds to the tendency of annotators to go beyond what the physical data can tell us, and expand their descriptions based on their past experiences and knowledge of the world. Acknowledging these phenomena is important, because on the one hand it helps us think about what is learnable from the data, and on the other hand it serves as a warning: if we train and evaluate language models on this data, we are effectively teaching them to be biased.
I have also looked at methods to detect stereotype-driven descriptions, but due to the richness of language it is difficult to find an automated measure. Depending on whether your goal is production or interpretation, it may either be useful to suppress or to emphasize biases in human language. Finally, I have discussed stereotyping behavior as the addition of a contextual layer on top of a more basic description. This raises the question what kind of descriptions we would like our models to produce.
This paper provided a taxonomy of stereotype-driven descriptions in the Flickr30K dataset.
Answer: A taxonomy of stereotype-driven descriptions in the Flickr30K dataset.
Question: Why do people like to ski?
Answer: Skiing is a fun outdoor sport that can be enjoyed solo or with friends or family. Skiing is relatively low impact, so that people can ski for many years. It is a great all-ages activity. Most mountains have varied terrain, so you can choose how beginner or advanced you'd like to ski each time you go. People who ski love the exercise they get from it and the thrill of sliding down the mountain. Unlike most sledding, while skiing, you have a chair lift that takes you up the hill, so you don't have to waste time or energy hiking up for your next run.
Question: Provide a list of all numbers mentioned in the provided text and what they represent
Evidence: The ancestors of llamas are thought to have originated from the Great Plains of North America about 40 million years ago, and subsequently migrated to South America about three million years ago during the Great American Interchange. By the end of the last ice age (10,000–12,000 years ago), camelids were extinct in North America. As of 2007, there were over seven million llamas and alpacas in South America and over 158,000 llamas and 100,000 alpacas, descended from progenitors imported late in the 20th century, in the United States and Canada.

In Aymara mythology, llamas are important beings. The Heavenly Llama is said to drink water from the ocean and urinates as it rains. According to Aymara eschatology, llamas will return to the water springs and lagoons where they come from at the end of time.
Answer: 40 million: The number of years ago when the ancestors of llamas are thought to have originated from the Great Plains of North America
three million: The number of years ago the ancestors of llamas are thought to have migrated to South America during the Great American Interchange
10,000–12,000: The number of years ago camelids were extinct in North America
2007: As of this year, there were over seven million llamas and alpacas in South America and over 158,000 llamas and 100,000 alpacas, descended from progenitors imported late in the 20th century, in the United States and Canada
seven million: The number of llamas and alpacas in South America as of 2007
158,000: The number of llamas in the United States and Canada, that descended from progenitors imported late in the 20th century, as of 2007
100,000: The number of alpacas in the United States and Canada, that descended from progenitors imported late in the 20th century, as of 2007
20: The century where progenitors were imported to United States and Canada
Question: Which of the following as water bodies? Classify them as 'water' and 'not water'. Oceans, Lakes, Ponds, Trees, Mountains, Sky, Roads, Fire.
Answer: 'water', 'water', 'water', 'not water', 'not water', 'not water', 'not water', 'not water'.
Question: Why do people use a mobile phone?
Answer: People use a mobile phones for different reasons. For example, they can use it to connect with friends and family by text messages or phone calls. Also, they can install other social apps such as Facebook, Instagram and Whatsapp that help them connect. Some might also use it for work, to communicate with colleagues and access work-related apps and email from anywhere. Also, mobile phones provide access to unlimited information through the Internet so that you can stay connected anytime from anywhere.
Question: What is the American show The Office based on?
Answer: The Office is based on the original version of the Office, which was produced in England and is known as the British Office
Question: What are the four ingredients for beer?
Answer: Water, Barley, Yeast and Hops
Question: How many kids does Apu have on the Simpsons?
Answer: 8
Question: Which of these countries is in North America: Canada, China, or Poland
Answer: Canada is located in North America