DataHammer/scimrc huggingface dataset:
Question: Which language models generate text that can be easier to classify as genuine or generated?
Evidence: Suppose we are given a specific language model such as GPT-2 BIBREF6, GROVER BIBREF8, or CTRL BIBREF7, and it is characterized in terms of estimates of either cross-entropy $H(P,Q)$ or perplexity $\mathrm {PPL}(P,Q)$.
We can see directly that the Neyman-Pearson error of detection in the case of i.i.d. tokens is:
and similar results hold for ergodic observations.
Since we think of $H(P)$ as a constant, we observe that the error exponent for the decision problem is precisely an affine shift of the cross-entropy. Outputs from models that are better in the sense of cross-entropy or perplexity are harder to distinguish from authentic text.
Thus we see that intuitive measures of generative text quality match a formal operational measure of indistinguishability that comes from the hypothesis testing limit.
Suppose we are given a specific language model such as GPT-2 BIBREF6, GROVER BIBREF8, or CTRL BIBREF7, and it is characterized in terms of estimates of either cross-entropy $H(P,Q)$ or perplexity $\mathrm {PPL}(P,Q)$.

We can see directly that the Neyman-Pearson error of detection in the case of i.i.d. tokens is:

and similar results hold for ergodic observations.

Since we think of $H(P)$ as a constant, we observe that the error exponent for the decision problem is precisely an affine shift of the cross-entropy. Outputs from models that are better in the sense of cross-entropy or perplexity are harder to distinguish from authentic text.

Thus we see that intuitive measures of generative text quality match a formal operational measure of indistinguishability that comes from the hypothesis testing limit.
Answer: The answers are shown as follows:
* Outputs from models that are better in the sense of cross-entropy or perplexity are harder to distinguish from authentic text.
Question: Determine which continent the following cities are located: London, Singapore, New York, Sao Paulo, Buenos Aires, Melbourne, Jakarta, Boston, Paris, Riyadh, Lagos, Casablanca, Toronto, and Berlin.
Answer: New York, Boston, and Toronto are based in North America. London, Paris, and Berlin are in Europe. Jakarta, Riyadh, and Singapore are in Asia. Lagos and Casablanca are in Africa. Buenos Aires and Sao Paulo are in South America. Lastly, Melbourne is in Australia.
Question: What monolingual word representations are used?
Evidence: Feature-based models. We used state-of-the-art features that have shown to be useful in ID: some of them are language-independent (e.g., punctuation marks, positive and negative emoticons, quotations, personal pronouns, tweet's length, named entities) while others are language-dependent relying on dedicated lexicons (e.g., negation, opinion lexicons, opposition words). Several classical machine learning classifiers were tested with several feature combinations, among them Random Forest (RF) achieved the best result with all features. Neural model with monolingual embeddings. We used Convolutional Neural Network (CNN) network whose structure is similar to the one proposed by BIBREF29. For the embeddings, we relied on $AraVec$ BIBREF30 for Arabic, FastText BIBREF31 for French, and Word2vec Google News BIBREF32 for English . For the three languages, the size of the embeddings is 300 and the embeddings were fine-tuned during the training process. The CNN network was tuned with 20% of the training corpus using the $Hyperopt$ library.
 For the embeddings, we relied on $AraVec$ BIBREF30 for Arabic, FastText BIBREF31 for French, and Word2vec Google News BIBREF32 for English . 
Answer: AraVec for Arabic, FastText for French, and Word2vec Google News for English.
Question: What is the difference between a piano and a harpsichord?
Answer: A harpsichord is an instrument with a keyboard, but the strings are not hit by a hammer like at a piano, but are plucked. A harpsichord was developed and built before the piano was invented. A harpsichord has a different sound than a piano. Another difference is that it is not possible to play with different volume levels on a harpsichord. Playing in a dynamic way was the main driver for developing the piano, which was therefore call piano-forte, which means quietly-loud.
Question: Name five NFL teams in the NFC.
Answer: Five NFL teams in the NFC are the Carolina Panthers, New Orleans Saints, Philadelphia Eagles, New York Giants, and Detroit Lions.
Question: How does increasing interest rates impact inflation?
Answer: Increased interest rates raises the cost of borrowing money, which tends to reduce spending and ultimately inflation.
Question: Extract all the geographical places from the following passage: On Thursday we flew to Sandakan in Sabah. The Qatar flight had several newspapers available for passengers to read. On the front page of all of them were stories about Saddam Hussein and the invasion of Iraq.  When we arrived in Borneo, we saw a two-page spread in a newspaper that dove into the history of Kurdistan. The very next article celebrated the liberation of Baghdad, the city juxtaposed against a backdrop of New York City in the United States.
Answer: Geographical Places: Sandakan, Sabah, Iraq, Borneo, Kurdistan, Baghdad, New York City, the United States.
Question: Make me a bullet list of things to bring camping
Answer: - Tent
- Camping stove
- Water bottles
- Camping dishes
- Hiking boots
- Backpack
- Sleeping bag
Question: Where did basketball originate?
Answer: Basketball was invented in the winter of 1891-92 in Springfield, Massachusetts at Springfield College (then known as the International YMCA Training School). James Naismith invented basketball as a game that could be played indoors during the colder months to keep the young men in the area fit and entertained.
Question: In Paul Simon's famous song, how many different ways are there to leave your lover?
Answer: Paul Simon tells us there are fifty ways to leave your lover.
Question: How many news articles does the test dataset consist of?
Evidence: The Finnish text data used for the language modeling task is provided by BIBREF13. The dataset consists mainly of newspapers and books of around 144 million word tokens and 4.2 million unique tokens. We use a Morfessor 2.0 BIBREF14 using the basic unsupervised Morfessor Baseline algorithm BIBREF15 with a corpus weight parameter ($\alpha $) of 0.001. We have a vocabulary of 34K subword tokens for the left+right-marked (+m+) markings and 19K subword tokens for the left-marked (+m) markings. We also pre-process the data to remove any punctuation marks such that we can use the same data with an ASR system. The input is one sentence per line and we shuffle the sentences at each epoch. The data is randomly divided into- training dataset and a validation dataset. The test dataset consists of 2850 Finnish news articles obtained from the Finnish national broadcaster YLE.
The test dataset consists of 2850 Finnish news articles obtained from the Finnish national broadcaster YLE.
Answer: 2850 Finnish news articles.
Question: Name five teams in the Ligue 1 in France.
Answer: Five teams in League 1 are Lyon, Nice, Marseille, Lens, and PSG.
Question: What are the common toppings that can go on a hotdog?
Evidence: A hot dog (commonly spelled hotdog) is a food consisting of a grilled or steamed sausage served in the slit of a partially sliced bun. The term hot dog can refer to the sausage itself. The sausage used is a wiener (Vienna sausage) or a frankfurter (Frankfurter Würstchen, also just called frank). The names of these sausages commonly refer to their assembled dish. Some consider a hot dog to technically be a sandwich. Hot dog preparation and condiments vary worldwide. Typical condiments include mustard, ketchup, relish, onions in tomato sauce, and cheese sauce. Common garnishes include sauerkraut, diced onions, jalapeños, chili, grated cheese, coleslaw, bacon, and olives. Hot dog variants include the corn dog and pigs in a blanket. The hot dog's cultural traditions include the Nathan's Hot Dog Eating Contest and the Oscar Mayer Wienermobile.

These types of sausages were culturally imported from Germany and became popular in the United States. It became a working-class street food in the U.S., sold at stands and carts. The hot dog became closely associated with baseball and American culture. Although particularly connected with New York City and its cuisine, the hot dog eventually became ubiquitous throughout the US during the 20th century. Its preparation varies regionally in the country, emerging as an important part of other regional cuisines, including Chicago street cuisine.
Answer: Common toppings or garnishes include sauerkraut, diced onions, jalapeños, chili, grated cheese, coleslaw, bacon, and olives
Question: Who brews Shiner Bock beer?
Evidence: Spoetzl Brewery (originally Shiner Brewing Association) is a brewery located in Shiner, Texas, United States. It produces a diverse line of Shiner beers, including their flagship Shiner Bock, a dark lager that is now distributed throughout the US. The brewery is owned by the Gambrinus Company, a family-owned company based in San Antonio, which also owns Trumer Brewery in Berkeley, California.
Answer: Spoetzl Brewery (originally Shiner Brewing Association) is a brewery located in Shiner, Texas, United States. It produces a diverse line of Shiner beers, including their flagship Shiner Bock, a dark lager that is distributed throughout the US.
Question: What work will they do in the future?
Evidence: We provided an analysis of existing evaluation metrics for scientific summarization with evaluation of all variants of Rouge. We showed that Rouge may not be the best metric for summarization evaluation; especially in summaries with high terminology variations and paraphrasing (e.g. scientific summaries). Furthermore, we showed that different variants of Rouge result in different correlation values with human judgments, indicating that not all Rouge scores are equally effective. Among all variants of Rouge, Rouge-2 and Rouge-3 are better correlated with manual judgments in the context of scientific summarization. We furthermore proposed an alternative and more effective approach for scientific summarization evaluation (Summarization Evaluation by Relevance Analysis - Sera). Results revealed that in general, the proposed evaluation metric achieves higher correlations with semi-manual pyramid evaluation scores in comparison with Rouge.
Our analysis on the effectiveness of evaluation measures for scientific summaries was performed using correlations with manual judgments. An alternative approach to follow would be to use statistical significance testing on the ability of the metrics to distinguish between the summarizers (similar to Rankel:2011). We studied the effectiveness of existing summarization evaluation metrics in the scientific text genre and proposed an alternative superior metric. Another extension of this work would be to evaluate automatic summarization evaluation in other genres of text (such as social media). Our proposed method only evaluates the content quality of the summary. Similar to most of existing summarization evaluation metrics, other qualities such as linguistic cohesion, coherence and readability are not captured by this method. Developing metrics that also incorporate these qualities is yet another future direction to follow.
Our proposed method only evaluates the content quality of the summary. Similar to most of existing summarization evaluation metrics, other qualities such as linguistic cohesion, coherence and readability are not captured by this method. Developing metrics that also incorporate these qualities is yet another future direction to follow.
Answer: To develope metrics that also incorporate qualities such as linguistic cohesion, coherence and, readability besides the content quality of the summary.
Question: Can I have a lizard as a pet?
Answer: Lizards can make great pets if they are well-maintained. They look like dinosaurs, without the typical danger associated with a dinosaur. However, lizards are not social animals and will likely not form a great bond. Mammals typically form a better human to animal bond.
Question: Give me a bullet list of five different European languages
Answer: - Spanish
- French
- German
- Dutch
- Italian
Question: What age would a child become a tween?
Answer: Generally a tween is in between their child years and teenage years, between the ages of10 and 13.
Question: What is the best way to relax after work?
Answer: Ideally a person should do something post work that relaxes them. For example, take a hot shower, watch tv, cook, run, workout or anything that might interest you. I could also be beneficial to have a nice hot meal or hot tea to relax. Reading a book might also be a good option.
Question: Who became king of Holland in 1806?
Answer: William I of the Netherlands became king of Holland in 1806.
Question: How is a grilled cheese sandwich prepared?
Answer: To prepare a grilled cheese sandwich, first select two pieces of standard white sandwich bread and lightly apply butter to the outside of each piece.  Use room temperature butter as it is much easier to spread than cold butter straight from the refrigerator.  Turn on an electric griddle and set the temperature to 350 degrees Fahrenheit.  Place one slice of the bread butter side down on the griddle.  Next place two slices of an easily meltable cheese on top of the bread.  Finally place the remaining piece of bread on top of the cheese with the buttered side facing up.  Periodically use a spatula to lift the sandwich and inspect the bottom surface.  When the surface is toasted to a light golden brown flip the sandwich.  Periodically inspect the bottom surface.  When it has reached a light golden brow, remove the sandwich from the griddle and place it on a plate.
Question: What two functions do the authors maintain for monolingual clustering?
Evidence: Each document INLINEFORM0 is represented by two vectors in INLINEFORM1 and INLINEFORM2 . The first vector exists in a “monolingual space” (of dimensionality INLINEFORM3 ) and is based on a bag-of-words representation of the document. The second vector exists in a “crosslingual space” (of dimensionality INLINEFORM4 ) which is common to all languages. More details about these representations are discussed in § SECREF4 .
With our clustering algorithm, we maintain two types of centroid functions for each monolingual cluster. The first is a centroid function H : N × L → Rk1 ∪ {⊥} that assists in associating each document with a monolingual cluster. The second is a centroid function G: N → Rk2 ∪ {⊥} that assists in associating each monolingual cluster with a crosslingual cluster. The ⊥ symbol is reserved to denote documents which are not associated with any cluster yet.
Answer: The first is a centroid function H ,The second is a centroid function G.
Question: What are good native plants to grow in Ohio?
Answer: Echinacea purpurea, Pycnanthemum tenuifolium, and Schizachyrium scoparium are all native to Ohio in the United States. Each of these plants will grow well in full sun, and these plants can adapt to a good range of soil conditions common in Ohio.
Question: Exact all the names related to 'Qin' in the paragraph
Evidence: The name 'Qin' is believed to be the etymological ancestor of the modern-day European name of the country, China. The word probably made its way into the Indo-Aryan languages first as 'Cina' or 'Sina' and then into Greek and Latin as 'Sinai' or 'Thinai'. It was then transliterated into English and French as 'China' and 'Chine'. This etymology is dismissed by some scholars, who suggest that 'Sina' in Sanskrit evolved much earlier before the Qin dynasty. 'Jin', a state controlled by the Zhou dynasty in seventh century BC, is another possible origin. Others argued for the state of Jing (荆, another name for Chu), as well as other polities in the early period as the source of the name.
Answer: Qin, Cina, Sina, Sinai, Thinai, Jin, Jing, Chu are names related to Qin
Question: When buying a used car, what are some red flags to look out for?
Answer: A car is a costly purchase and you should be especially careful when buying it used.The first thing to look out for is any visual damages you can find by just thoroughly inspecting it.Ask for the full service history of the vehicle and look for any outliers.Use trusted third party websites to check for accident, stolen vehicle and insurance write off history.Its also better to get the car inspected by a professional car mechanic for a complete peace of mind.
Question: classify the following people as males vs females:
john oliver
stephen colbert
vir das
oprah winfrey
michelle obama
donald trump
queen of england
halle berry
joseph stalin
Answer: males:
john oliver
stephen colbert
vir das
donald trump
joseph stalin

females:
oprah winfrey
michelle obama
queen of england
halle berry
Question: What is implemented as an attentional encoder-decoder network with recurrent neural networks?
Evidence: Neural machine translation has recently achieved impressive results BIBREF0 , BIBREF1 , while learning from raw, sentence-aligned parallel text and using little in the way of external linguistic information. However, we hypothesize that various levels of linguistic annotation can be valuable for neural machine translation. Lemmatisation can reduce data sparseness, and allow inflectional variants of the same word to explicitly share a representation in the model. Other types of annotation, such as parts-of-speech (POS) or syntactic dependency labels, can help in disambiguation. In this paper we investigate whether linguistic information is beneficial to neural translation models, or whether their strong learning capability makes explicit linguistic features redundant.
Let us motivate the use of linguistic features using examples of actual translation errors by neural MT systems. In translation out of English, one problem is that the same surface word form may be shared between several word types, due to homonymy or word formation processes such as conversion. For instance, close can be a verb, adjective, or noun, and these different meanings often have distinct translations into other languages. Consider the following English INLINEFORM0 German example:
For the English source sentence in Example SECREF4 (our translation in Example SECREF5 ), a neural MT system (our baseline system from Section SECREF4 ) mistranslates close as a verb, and produces the German verb schließen (Example SECREF6 ), even though close is an adjective in this sentence, which has the German translation nah. Intuitively, part-of-speech annotation of the English input could disambiguate between verb, noun, and adjective meanings of close.
As a second example, consider the following German INLINEFORM0 English example:
German main clauses have a verb-second (V2) word order, whereas English word order is generally SVO. The German sentence (Example UID7 ; English reference in Example UID8 ) topicalizes the predicate gefährlich 'dangerous', putting the subject die Route 'the route' after the verb. Our baseline system (Example UID9 ) retains the original word order, which is highly unusual in English, especially for prose in the news domain. A syntactic annotation of the source sentence could support the attentional encoder-decoder in learning which words in the German source to attend (and translate) first.
We will investigate the usefulness of linguistic features for the language pair German INLINEFORM0 English, considering the following linguistic features:
The inclusion of lemmas is motivated by the hope for a better generalization over inflectional variants of the same word form. The other linguistic features are motivated by disambiguation, as discussed in our introductory examples.
The neural machine translation system is implemented as an attentional encoder-decoder network with recurrent neural networks.
Answer: The neural machine translation system is implemented as an attentional encoder-decoder network with recurrent neural networks.
Question: How much nutritional value do dried fruits retain?
Evidence: Dried fruit is fruit from which the majority of the original water content has been removed either naturally, through sun drying, or through the use of specialized dryers or dehydrators. Dried fruit has a long tradition of use dating back to the fourth millennium BC in Mesopotamia, and is prized because of its sweet taste, nutritive value and long shelf life.
Today, dried fruit consumption is widespread. Nearly half of the dried fruits sold are raisins, followed by dates, prunes, figs, apricots, peaches, apples, and pears. These are referred to as "conventional" or "traditional" dried fruits: fruits that have been dried in the sun or in heated wind tunnel dryers. Many fruits such as cranberries, blueberries, cherries, strawberries, and mango are infused with a sweetener (e.g. sucrose syrup) prior to drying. Some products sold as dried fruit, like papaya, kiwifruit and pineapple, are most often candied fruit.
Dried fruits retain most of the nutritional value of fresh fruits. The specific nutrient content of the different dried fruits reflects their fresh counterpart and the processing method.
Answer: Dried fruits retain most of the nutritional value of fresh fruits. The specific nutrient content of the different dried fruits reflects their fresh counterpart and the processing method.
Question: What was the purpose of Major League Baseball's rule changes this year?
Answer: Major League Baseball has been facing a decline in interest for years. The reasons commonly given for this decline are the length of games and lack of action attributed to the shift.

In an effort to speed up the games and make them more interesting, baseball implemented a number of changes. 

- They made the bases bigger to encourage more base stealing.
- They banned the "shift". The "shift" became prevalent over the last decade and is seen as one of the main contributors to a reduction in scoring. They hope to increase offense with the ban on the shift.
- A pitch clock. Pitchers have to deliver a pitch within 15 seconds if no runner is on base; if a runner is on base, the pitcher must deliver the pitch within 20 seconds. Batters also must be in the batter's box and ready to hit with at least 8 seconds remaining on the clock. If a pitcher fails to deliver the pitch within the allotted time, the batter is awarded an automatic ball. If the batter is not ready to hit within 8 seconds, the batter receives an automatic strike.
Question: Which of these teams play in the National Rugby League (NRL) or the Australian Football League (AFL)? Sydney Swans, Penrith Panthers, South Sydney Rabbitohs, Brisbane Lions, Brisbane Broncos, Manly Sea Eagles & Fremantle Dockers
Answer: NRL teams: Penrith Panthers, South Sydney Rabbitohs, Brisbane Broncos, Manly Sea Eagles
AFL teams: Sydney Swans, Brisbane Lions, Fremantle Dockers
Question: Identify which instrument is string or woodwind: Brac, Piri
Answer: Piri is woodwind, Brac is string.
Question: Give me a bulleted list of 5 states in alphabetical order
Answer: Alabama, Alaska, Arizona, Arkansas, California