DataHammer/scimrc huggingface dataset:
Question: Do the use word embeddings alone or they replace some previous features of the model with word embeddings?
Evidence: While the co-occurrence representation yields good results in classification scenarios, some important features are not considered in the model. For example, long-range syntactical links, though less frequent than adjacent syntactical relationships, might be disregarded from a simple word adjacency approach BIBREF12. In addition, semantically similar words not sharing the same lemma are mapped into distinct nodes. In order to address these issues, here we introduce a modification of the traditional network representation by establishing additional edges, referred to as “virtual” edges. In the proposed model, in addition to the co-occurrence edges, we link two nodes (words) if the corresponding word embedding representation is similar. While this approach still does not merge similar nodes into the same concept, similar nodes are explicitly linked via virtual edges.
In the proposed model, in addition to the co-occurrence edges, we link two nodes (words) if the corresponding word embedding representation is similar.
Answer: They use it as addition to previous model - they add new edge between words if word embeddings are similar.
Question: Which of the Jurassic Park movies were based on novels?
Evidence: Jurassic Park, later also referred to as Jurassic World, is an American science fiction media franchise created by Michael Crichton and centered on a disastrous attempt to create a theme park of cloned dinosaurs. It began in 1990 when Universal Pictures and Amblin Entertainment bought the rights to Crichton's novel Jurassic Park before it was published. The book was successful, as was Steven Spielberg's 1993 film adaptation. The film received a theatrical 3D re-release in 2013, and was selected in 2018 for preservation in the United States National Film Registry by the Library of Congress as being "culturally, historically, or aesthetically significant". A 1995 sequel novel, The Lost World, was followed by a film adaptation in 1997. Subsequent films in the series, including Jurassic Park III (2001), are not based on the novels.

In 2015, a second trilogy of films began with the fourth film in the series, Jurassic World. The film was successful, becoming the first film to gross over $500 million worldwide in its opening weekend, and grossed over $1.6 billion through the course of its theatrical run, making it the third highest-grossing film at the time. It became the second highest-grossing film of 2015, and is currently the eighth highest-grossing film of all time. When adjusted for monetary inflation, Jurassic World is the second highest-grossing film in the franchise after Jurassic Park. A sequel, Jurassic World: Fallen Kingdom (2018) grossed over $1.3 billion worldwide, making it the third Jurassic film to pass the billion-dollar mark. It is the third highest-grossing film of 2018, and currently the 18th highest-grossing film of all time. The final film in the trilogy, Jurassic World Dominion, was released in 2022. It grossed over $1 billion worldwide and became the third highest-grossing film of 2022. Jurassic World Dominion also became the fourth film in the franchise to pass the billion-dollar mark.
Answer: Jurassic Park and The Lost World are based on novels.
Question: What is Perseverance doing on Mars?
Answer: Perseverance is studying Mars' habitability, seeking signs of past microbial life, collecting and storing samples of selected rock and soil, and preparing for future human missions.
Question: Why is JDAM so cost effective?
Evidence: The Joint Direct Attack Munition (JDAM) is a guidance kit that converts unguided bombs, or "dumb bombs", into all-weather precision-guided munitions. JDAM-equipped bombs are guided by an integrated inertial guidance system coupled to a Global Positioning System (GPS) receiver, giving them a published range of up to 15 nautical miles (28 km). JDAM-equipped bombs range from 500 to 2,000 pounds (230 to 910 kg). The JDAM's guidance system was jointly developed by the United States Air Force and United States Navy, hence the "joint" in JDAM. When installed on a bomb, the JDAM kit is given a GBU (Guided Bomb Unit) identifier, superseding the Mark 80 or BLU (Bomb, Live Unit) nomenclature of the bomb to which it is attached.

The JDAM is not a stand-alone weapon; rather it is a "bolt-on" guidance package that converts unguided gravity bombs into precision-guided munitions (PGMs). The key components of the system consist of a tail section with aerodynamic control surfaces, a (body) strake kit, and a combined inertial guidance system and GPS guidance control unit.

The JDAM was meant to improve upon laser-guided bomb and imaging infrared technology, which can be hindered by bad ground and weather conditions. Laser seekers are now being fitted to some JDAMs.
Answer: The Joint Direct Attack Munition (JDAM) is a guidance kit that converts unguided bombs to precision-guided munitions. There are several reasons why JDAM is one of the most cost effective weapons ever invented.

By using GPS navigation, the JDAM guidance kit can be extremely cheap, as low as $25k/kit.  It is likely cheaper than any other precision-guided weapons.

GPS navigation provides good targeting precision, typically within meters. Combined with blast radius of 500-2000 lbs unguided bombs, JDAM can effectively destroy any targets on the ground.

Because JDAM has navigation capability, pilots no longer need to precisely aim the bombers  against the targets. It allows a bomber to quickly and precisely hit multiple targets along the route.

Some JDAM guidance kits include targeting sensors, such as laser targeting. They can be used against mobile targets, which further increases the use cases for JDAM.

In summary, by combining dumb bombs with a guidance kit, JDAM becomes a very cost effective weapon system, and is widely adopted by the US and other military forces.
Question: Identify which animal is domesticated or wild: Water buffalo, Eastern honey bee
Answer: Eastern honey bee is wild, Water buffalo is domesticated
Question: Can you tell if someone has hypothyroidism by looking at their face?
Answer: Quite often, symptoms of hypothyroidism can be seen by the appearance of an individual's face or neck. The first and most common symptom is an unusually puffy or swollen face or neck.  Individuals with hypothyroidism may also have thin eyebrows, with the outer portion of the brow either extremely sparse or missing.  Dry skin on the face and neck, persistent acne around the mouth or chin, tired, swollen looking eyes and thinning hair are also common symptoms of hypothyroidism.  If you or someone you know are experiencing any of these symptoms, it's important to be seen by a doctor.
Question: Classify each of the following as either an animal or plant: elephant, tree, tulip, human, dog, rose
Answer: The following are animals: elephant, human and dog and the rest are plants: tree, tulip and rose
Question: Is the sum of an even number and an odd number even or odd?
Answer: It's an odd number.
Question: How are noble gases obtained?
Evidence: The noble gases (historically also the inert gases; sometimes referred to as aerogens) make up a class of chemical elements with similar properties; under standard conditions, they are all odorless, colorless, monatomic gases with very low chemical reactivity. The six naturally occurring noble gases are helium (He), neon (Ne), argon (Ar), krypton (Kr), xenon (Xe), and the radioactive radon (Rn).
Oganesson (Og) is a synthetically produced highly radioactive element. Although IUPAC has used the term "noble gas" interchangeably with "group 18" and thus included oganesson, it may not be significantly chemically noble and is predicted to break the trend and be reactive due to relativistic effects. Because of the extremely short 0.7 ms half-life of its only known isotope, its chemistry has not yet been investigated.
For the first six periods of the periodic table, the noble gases are exactly the members of group 18. Noble gases are typically highly unreactive except when under particular extreme conditions. The inertness of noble gases makes them very suitable in applications where reactions are not wanted. For example, argon is used in incandescent lamps to prevent the hot tungsten filament from oxidizing; also, helium is used in breathing gas by deep-sea divers to prevent oxygen, nitrogen and carbon dioxide toxicity.
The properties of the noble gases can be well explained by modern theories of atomic structure: Their outer shell of valence electrons is considered to be "full", giving them little tendency to participate in chemical reactions, and it has been possible to prepare only a few hundred noble gas compounds. The melting and boiling points for a given noble gas are close together, differing by less than 10 °C (18 °F); that is, they are liquids over only a small temperature range.
Neon, argon, krypton, and xenon are obtained from air in an air separation unit using the methods of liquefaction of gases and fractional distillation. Helium is sourced from natural gas fields that have high concentrations of helium in the natural gas, using cryogenic gas separation techniques, and radon is usually isolated from the radioactive decay of dissolved radium, thorium, or uranium compounds. Noble gases have several important applications in industries such as lighting, welding, and space exploration. A helium-oxygen breathing gas is often used by deep-sea divers at depths of seawater over 55 m (180 ft). After the risks caused by the flammability of hydrogen became apparent in the Hindenburg disaster, it was replaced with helium in blimps and balloons.
Answer: Neon, argon, krypton, and xenon are obtained from air in an air separation unit using the methods of liquefaction of gases and fractional distillation. Helium is sourced from natural gas fields that have high concentrations of helium in the natural gas, using cryogenic gas separation techniques, and radon is usually isolated from the radioactive decay of dissolved radium, thorium, or uranium compounds.
Question: What is fleece?
Answer: Fleece is light, warm, quick-drying synthetic material often used for winter clothing. It does not do well as protection from the wind so is often used as an inner layer underneath a wind block like a gortex shell.
Question: How much of the territory of Costa Rica is protected land?
Answer: Costa Rica has protected above 25% of the territory and operates this land as National Parks. Some of the land includes primary forest land, completely untouched by humans.
Question: From the passage provided, extract the low end in Celsius of the optimal coffee extraction temperature range.
Evidence: Coffee beans must be ground and brewed to create a beverage. The criteria for choosing a method include flavor and economy. Almost all methods of preparing coffee require that the beans be ground and then mixed with hot water long enough to allow the flavor to emerge but not so long as to draw out bitter compounds. The liquid can be consumed after the spent grounds are removed. Brewing considerations include the fineness of the grind, how the water is used to extract the flavor, the ratio of coffee grounds to water (the brew ratio), additional flavorings such as sugar, milk, and spices, and the technique to be used to separate spent grounds. Optimal coffee extraction occurs between 91 and 96 °C (196 and 205 °F). Ideal holding temperatures range from 85 to 88 °C (185 to 190 °F) to as high as 93 °C (199 °F) and the ideal serving temperature is 68 to 79 °C (154 to 174 °F).
Answer: The low end of the optimal coffee extraction temperature range is 91 °C.
Question: What is Football?
Answer: Football can be used to refer multiple team sports, in most common use case, it's the team sport played between two teams of eleven players, with primary goal to use their feet to kick ball and score goals. It's considered as most popular sports in the world. However in United States, the sport is called soccer, and instead football, or American Football is used to refer to a different sports.
Question: How are the annotated results evaluated?
Evidence: We asked medical doctors experienced in extracting knowledge related to medical entities from texts to annotate the entities described above. Initially, we asked four annotators to test our guidelines on two texts. Subsequently, identified issues were discussed and resolved. Following this pilot annotation phase, we asked two different annotators to annotate two case reports according to our guidelines. The same annotators annotated an overall collection of 53 case reports.
Inter-annotator agreement is calculated based on two case reports. We reach a Cohen's kappa BIBREF6 of 0.68. Disagreements mainly appear for findings that are rather unspecific such as She no longer eats out with friends which can be seen as a finding referring to “avoidance behaviour”.
Inter-annotator agreement is calculated based on two case reports. We reach a Cohen's kappa (Cohen, 1960) of 0.68.
Answer: They used Cohen's kappa (Cohen, 1960) on two case reports, and reached a score of 0.68.
Question: Is learning piano on a keyboard just as effective as learning on a grand/upright piano?
Answer: Since the layout of keys for both electronic keyboards and pianos are the same, keyboards could be effective for beginners. However, Pianos have more “action” than keyboards (i.e. how the keys feel when pushed down, whether they are light or heavy).  So learning on a keyboard may not prepare a person for the heavier feeling of piano keys. If a piano is too costly or large, another option is learning on a keyboard with weighted keys that feel much more similar to a piano.
Question: How can you answer questions like "Are certain kinds of storms responsible to drive certain type of disease related group (DRG) admits?"?
Answer: Answering questions like this would require using data and statistical analysis of the data. You would need to collect storm data for a given location and combine it with the hospital visits data for the period before and after the storm and simply plot the correlation between each storm and the type of admits in the hospital around the same period. The findings must be validated by performing the similar analysis on data from another time period or a geographical location with similar characteristics.
Question: Classify the following shapes by which have 4 sides or which have more than 4 sides: Hexagon, square, rectangle, octagon, decagon, rhombus, parallelogram, pentagon, dodecahedron, heptagon
Answer: 4 sides: Square, rectangle, rhombus, parallelogram
More than 4 sides: Hexagon, octagon, decagon, pentagon, dodecahedron, heptagon
Question: On what month and day was Antwan Deon Odom born?
Evidence: Antwan Deon Odom (born September 24, 1981) is a former American football defensive end. He was drafted by the Tennessee Titans in the second round of the 2004 NFL Draft. He played college football at Alabama. He has also played for the Cincinnati Bengals.
Answer: September 24
Question: What challenges this work presents that must be solved to build better language-neutral representations?
Evidence: Using a set of semantically oriented tasks that require explicit semantic cross-lingual representations, we showed that mBERT contextual embeddings do not represent similar semantic phenomena similarly and therefore they are not directly usable for zero-shot cross-lingual tasks.
Using a set of semantically oriented tasks that require explicit semantic cross-lingual representations, we showed that mBERT contextual embeddings do not represent similar semantic phenomena similarly and therefore they are not directly usable for zero-shot cross-lingual tasks.
Answer: The answers are shown as follows:
* contextual embeddings do not represent similar semantic phenomena similarly and therefore they are not directly usable for zero-shot cross-lingual tasks
Question: What are the 4 best ski resorts in New England.
Answer: Jay Peak, Sugarloaf, Burke Mountain, Loon Mountain
Question: Classify the following drinks as alcoholic or non-alcoholic: Bourbon, Whiskey, Vodka, Lemonade, Iced Tea
Answer: Bourbon: Alcoholic
Whiskey: Alcoholic
Vodka: Alcoholic
Lemonade: Non-Alcoholic
Iced Tea: Non-Alcoholic
Question: From the passage provided, extract the states that encompass South India. Separate them with a comma.
Evidence: South India, also known as Peninsular India, consists of the peninsular southern part of India. It encompasses the Indian states of Andhra Pradesh, Karnataka, Kerala, Tamil Nadu, and Telangana, as well as the union territories of the Andaman and Nicobar Islands, Lakshadweep and Puducherry, comprising 19.31% of India's area (635,780 km2 or 245,480 sq mi) and 20% of India's population. Covering the southern part of the peninsular Deccan Plateau, South India is bounded by the Bay of Bengal in the east, the Arabian Sea in the west and the Indian Ocean in the south. The geography of the region is diverse with two mountain ranges – the Western and Eastern Ghats – bordering the plateau heartland. The Godavari, Krishna, Kaveri, Tungabhadra, Periyar, Bharathappuzha, Pamba, Thamirabarani, Palar, and Vaigai rivers are important perennial rivers.
Answer: Andhra Pradesh, Karnataka, Kerala, Tamil Nadu, Telangana
Question: What are teeth?
Answer: Teeth are a part of your digestive system.  They are used to mash and grind food to allow your digestive system to be able to process it into nutrients and energy for the body.  Most humans have 32 teeth, and enamel is the protective outer layer of the teeth.  Teeth attach the the mandible bone and are very strong.  If you eat a lot of sugar the enamel on the teeth will break down causing cavities that have to be fixed and repaired at the dentist.
Question: What is shallow discourse parser?
Evidence: Automated deriving discourse relation from free text is a challenging but im-portant problem. The shallow discourse parsing is very useful in the text summariza-tion BIBREF0 , opinion analysis BIBREF1 and natural language generation. Shallow discourse parser is the system of parsing raw text into a set of discourse relations between two adjacent or non-adjacent text spans. Discourse relation is composed of a discourse connective, two arguments of the discourse connective and the sense of the discourse connective. Discourse connective signals the explicit dis-course relation, but in non-explicit discourse relation, a discourse connective is omit-ted. Two arguments of the discourse connective, Arg1 and Arg2, which are the two adjacent or non-adjacent text spans connecting in the discourse relation. The sense of the discourse connective characterizes the nature of the discourse relations. The following discourse relation annotation is taken from the document in the PDTB. Arg1 is shown in italicized, and Arg2 is shown in bold. The discourse connective is underlined.
The connective identifier finds the connective word, “unless”. The arguments identifier locates the two arguments of “unless”. The sense classifier labels the dis-course relation. The non-explicit identifier checks all the pair of adjacent sentences. If the non-explicit identifier indentifies the pair of sentences as non-explicit relation, it will label it the relation sense. Though many research work BIBREF2 , BIBREF3 , BIBREF4 are committed to the shallow discourse parsing field, all of them are focus on the subtask of parsing only rather than the whole parsing process. Given all that, a full shallow discourse parser framework is proposed in our paper to turn the free text into discourse relations set. The parser includes connective identifier, arguments identifier, sense classifier and non-explicit identifier, which connects with each other in pipeline. In order to enhance the performance of the parser, the feature-based maximum entropy model approach is adopted in the experiment. Maximum entropy model offers a clean way to combine diverse pieces of contextual evidence in order to estimate the probability of a certain linguistic class occurring with a certain linguistic context in a simple and accessible manner. The three main contributions of the paper are:
The rest of this paper is organized as follows. Section 2 reviews related work in discourse parsing. Section 3 describes the experimental corpus–PDTB. Section 4 de-scribes the framework and the components of the parser. Section 5 presents experi-ments and evaluations. Conclusions are presented in the Section 6.
Shallow discourse parser is the system of parsing raw text into a set of discourse relations between two adjacent or non-adjacent text spans.
Answer: The system of parsing raw text into a set of discourse relations between two adjacent or non-adjacent text spans.
Question: Identify which car manufacturer is French or American: Citroen, Chrysler
Answer: Citroen is French, Chrysler is American
Question: What equipment do I need to go camping?
Answer: The basics of camping equipment are food and shelter. Your equipment will vary based on where you're camping, but the most basic equipment consists of a tent and sleeping bag to allow you to sleep out of the elements. If you want to camp comfortably, however, you'll want to look into things like a pillow, sleeping mat or cot, clothing to keep you comfortable in the elements, a way to start a fire, and anything that will allow you to participate in activities for the area. Everyone is different, so focusing on what will help you be comfortable is the most important aspect.
Question: Extract from the following passage two key uses of electricity in modern technology.
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: 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.