DataHammer/scimrc huggingface dataset:
Question: What is the GENETAG database?
Evidence: To illustrate that semantically different yet related applications may have significant potential for reuse of features, let us consider the problem of event extraction, which involves identifying occurrences of specific type of events or activities from raw text.
Towards that, we analysed published works on three different types of events in different domains as described next:
Objective of this study is to design a ML model for identifying if there exist mentions of one of the nine types of bio-molecular interactions in (publicly available) Biomedical data. To train SVM based classifier, authors use GENETAG database, which is a tagged corpus for gene/protein named entity recognition. BioNLP 2009 shared task test-set was used to estimate performance of the system. Further details can be found at BIBREF22.
Objective of the study was to design ML model for enabling automated detection of specific financial events in the news text. Ten diﬀerent types of ﬁnancial events were considered including announcements regarding CEOs, presidents, products, competitors, partners, subsidiaries, share values, revenues, proﬁts, and losses. To train and test SVM and CRF based ML models, authors used data set consisting of 200 news messages extracted from the Yahoo! Business and Technology newsfeeds, having financial events and relations manually annotated by 3 domain experts. Further details can be found at BIBREF23.
Objective of the study was to design an ML based system for extracting open domain calendar of significant events from Twitter-data. 38 different types of events were considered for designing the system. To train the ML model, an annotated corpus of 1000 tweets (containing 19,484 tokens) was used and trained model was tested on 100 million most recent tweets. Further details can be found at BIBREF24.
Table TABREF21 below depicts classes of features selected by authors of these works (as described in the corresponding references above) to highlight the point that despite domain differences, these applications share similar sets of features. Since authors of these works did not cite each other, it is possible that that these features might have been identified independently. This, in turn, supports the hypothesis that if adequate details of any one or two of these applications are fed to a system described in this work, which is designed to estimate semantic similarities across applications, system can automatically suggest potential features for consideration for the remaining applications to start with without requiring manual knowledge of the semantically related applications.
To train SVM based classifier, authors use GENETAG database, which is a tagged corpus for gene/protein named entity recognition.
Answer: It is a tagged corpus for gene/protein named entity recognition.
Question: In the Impeachment proceeding against Donald Trump, the motion was passed by?
Answer: 229 votes against 197 in the House of Representatives
Question: Does Delta Lake support writes or reads using the Spark Streaming DStream API?
Answer: Delta does not support the DStream API. We recommend Table streaming reads and writes.
Question: Who is the best shooter in the NBA?
Answer: Jose Harris has the highest 3-pointers percentage, but Stephen Curry is THE best shooter in the NBA all time. He broke NBA 3-pointers field goals record in 2022.
Question: Which of the following is a database or Streaming solution? Oracle, Kinesis, Event hub, SQL Server
Answer: Oracle- Database, Kinesis- Streaming solution, Event hub- Streaming solution, SQL Server- Database
Question: What is the largest amount of money in coins without being able to make change for a dollar?
Answer: To make change for a dollar, you would need 4 quarters or 10 dimes or 20 nickels or 100 pennies or a combination of those that add up to a dollar.  The largest amount of money in coins without being able to make change for a dollar would be $1.19.  If you have 3 quarters, 4 dimes, and 4 pennies, you would have $1.19, but you wouldn't be able to combine those to an even one dollar.
Question: Extract all the names of people from this article about Robert Ball.
Evidence: He was born at Queenstown, County Cork. He was the third child of Bob Stawell Ball, a customs official, and Mary Ball (née Green). The Ball family lived in Youghal, County Cork. Robert had two sisters who shared his interest in nature, Anne, a well-known phycologist, and Mary, an entomologist. He also had a brother, Bent (7 March 1806 - 19 May 1860), who did not appear to pursue any interest in these fields. He initially attended a school Clonakilty, before attending a Quaker school in Ballitore, County Kildare where his interest for natural history was developed with encouragement from his schoolmaster James White. He returned to Youghal in 1824 to take up a post as a magistrate which involved travel and was sometimes dangerous, even escaping an assassination attempt, but aided his natural history specimen collecting. He left Youghal for Dublin in 1827, and as he was unable to afford medical studies he worked for 20 years in the civil service, firstly as clerk in the Constabulary and Yeomanry Office, Dublin, and later assistant librarian and keeper of records at the same. He considered the work as "soul-subduing slavery" and pursued his natural history interests, actively associating with the local scientific circles. Ball left the civil service in 1852 with a small pension, as it was deemed he spent too much of his time on scientific pursuits than was suitable for a public servant. He went on natural history excursions with William Todhunter, William Thompson, Robert Patterson, George Hyndman, and Edward Forbes apart from travels to museums in Paris and meetings in Great Britain.
Answer: Bob Stawell Ball, Mary Ball, Robert Ball, Anne Ball, Mary Ball, Bent Ball, James White, William Todhunter, William Thompson, Robert Patterson, George Hyndman, Edward Forbes
Question: After the song "Holding Out for a Hero" appeared in Footloose, what album did it appear in?
Evidence: "Holding Out for a Hero" (often erroneously titled I Need a Hero) is a song recorded by Welsh singer Bonnie Tyler for the soundtrack to the 1984 film Footloose. It later featured on her sixth studio album, Secret Dreams and Forbidden Fire (1986). The track was produced by Jim Steinman, who co-wrote the song with Dean Pitchford and was a Top 40 hit in several European countries, as well as Canada and the United States. Its 1985 re-release in the United Kingdom reached number two (remaining there for three weeks) and topped the singles chart in Ireland.
Answer: Secret Dreams and Forbidden Fire
Question: Which cities should a perfect trip to Germany include.
Answer: The perfect trip to Germany includes three major cities. If you plan to travel to Germany via plane, it is best to fly into either Berlin, Munich, or Frankfurt airport. These are the biggest airports in the country. From there, you can either travel around by high-speed train or you can take a car and drive on the famous German 'Autobahn.' If you want to experience driving without a speed limit, I would recommend the latter. A perfect trip to Germany must include visiting Munich, Berlin, and Hamburg. All three cities are amongst the largest cities and Germany, with over 1 million people living there, but have each unique cultural as well as historical characteristics. Berlin's present is still influenced by its division into East and West Berlin during the cold war. The city with its two centers is a world city of culture, politics, media, and science. Berlin offers great nightlife, world-class museums, and a lot of sights of historic relevance. Hamburg is known for its port, playing a historic role in trade as a member of the medieval Hanseatic League. The city lies on the River Elbe, and its many canals are crossed by around 2,500 bridges, making it the city with the highest number of bridges in Europe. Munich is the last city you must include on your trip. The city is the largest city in the German state of Bavaria and is well known for its world famous October Fest. Munich is often ranked as one of the most liveable cities in Germany, and attracts visitors with its food culture, parks, and is proximity to the German Alps.
Question: Categorize  the below names into fishes and insects.
salmon, ant, bee, rohu, pike, wasp, beetle, carp, butterfly, cod, moth
Answer: Insects - ant, bee, wasp, beetle, butterfly, moth
Fish - salmon, rohu, carp, pike, cod
Question: What encoding do they adopt to embed positions of tokens?
Evidence: In our notation, a sentence of length $l$ tokens is indicated as ${\rm \textbf {X}}=\lbrace x_1, x_2, ... ,x_l\rbrace $. Each token is concatenated by word embeddings and position embeddings. Word embeddings $w_i$ of token $x_i$ are a $d_w$-dimensional vector obtained by pre-trained Word2Vec model BIBREF30, i.e., $w_i \in \mathbb {R}^{d_w}$. Position embeddings refer to vectorization representations of position information of words in a sentence. We employ one-hot encoding to represent position embeddings $p_i$ of token $x_i$, where $p_i \in \mathbb {R}^{d_p}$, $d_p$ is the positional embedding dimension. Therefore, the embeddings of a sentence are represented as $ {\rm \textbf {E}}=\lbrace [w_1;p_1 ], [w_2;p_2], ..., [w_l;p_l]\rbrace , {\rm \textbf {E}}\in \mathbb {R}^{l \times (d_p+d_w)}$. In particular, we adopt one-hot encoding to embed positions of tokens, rather than sinusoidal position encoding recommended in BERT model BIBREF31. The reason is that our experiments show that compared with one-hot encoding, sinusoidal position encoding not only increases the complexity of models but also performs poorly on relatively small datasets.
In particular, we adopt one-hot encoding to embed positions of tokens, rather than sinusoidal position encoding recommended in BERT model (Devlin et al., 2018). The reason is that our experiments show that compared with one-hot encoding, sinusoidal position encoding not only increases the complexity of models but also performs poorly on relatively small datasets.
Answer: One-hot encoding.
Question: Can you give me some details about the moroccan geography ?
Evidence: Morocco has a coast by the Atlantic Ocean that reaches past the Strait of Gibraltar into the Mediterranean Sea. It is bordered by Spain to the north (a water border through the Strait and land borders with three small Spanish-controlled exclaves, Ceuta, Melilla, and Peñón de Vélez de la Gomera), Algeria to the east, and Western Sahara to the south. Since Morocco controls most of Western Sahara, its de facto southern boundary is with Mauritania.

The internationally recognised borders of the country lie between latitudes 27° and 36°N, and longitudes 1° and 14°W. Adding Western Sahara, Morocco lies mostly between 21° and 36°N, and 1° and 17°W (the Ras Nouadhibou peninsula is slightly south of 21° and west of 17°).

The geography of Morocco spans from the Atlantic Ocean, to mountainous areas, to the Sahara desert. Morocco is a Northern African country, bordering the North Atlantic Ocean and the Mediterranean Sea, between Algeria and the annexed Western Sahara. It is one of only three nations (along with Spain and France) to have both Atlantic and Mediterranean coastlines.

A large part of Morocco is mountainous. The Atlas Mountains are located mainly in the centre and the south of the country. The Rif Mountains are located in the north of the country. Both ranges are mainly inhabited by the Berber people. At 446,550 km2 (172,414 sq mi), Morocco excluding Western Sahara is the fifty-seventh largest country in the world. Algeria borders Morocco to the east and southeast, though the border between the two countries has been closed since 1994.

Spanish territory in Northwest Africa neighbouring Morocco comprises five enclaves on the Mediterranean coast: Ceuta, Melilla, Peñón de Vélez de la Gomera, Peñón de Alhucemas, the Chafarinas islands, and the disputed islet Perejil. Off the Atlantic coast the Canary Islands belong to Spain, whereas Madeira to the north is Portuguese. To the north, Morocco is bordered by the Strait of Gibraltar, where international shipping has unimpeded transit passage between the Atlantic and Mediterranean.

The Rif mountains stretch over the region bordering the Mediterranean from the north-west to the north-east. The Atlas Mountains run down the backbone of the country, from the northeast to the southwest. Most of the southeast portion of the country is in the Sahara Desert and as such is generally sparsely populated and unproductive economically.
Answer: Morocco has a coast by the Atlantic ocean and the mediterranean sea. It's bordered by Spain, Algeria and Mauritania. The geography of Morocco spans from the Atlantic ocean , to mountainous areas to the Sahara desert. The Rif mountains are located in the North and The Atlas mountains are located mainly in the center and south of the country.
Question: What are the baseline systems that are compared against?
Evidence: FLOAT SELECTED: Table 1: Accuracy on the ListOps dataset. All models have 128 dimensions. Results for models with * are taken from Nangia and Bowman (2018).
FLOAT SELECTED: Table 1: Accuracy on the ListOps dataset. All models have 128 dimensions. Results for models with * are taken from Nangia and Bowman (2018).
Answer: The system is compared to baseline models: LSTM, RL-SPINN and Gumbel Tree-LSTM
Question: Extract all the weights and measures from the text
Evidence: The Island Packet 27 is a recreational keelboat, built predominantly of fiberglass, with teak wood trim and a teak and holly cabin sole. It is a Cutter-rigged sloop; with a spooned raked stem; a vertical transom; a rudder mounted to the keel, controlled by a wheel and a fixed long keel or optional long keel and centerboard. It displaces 8,000 lb (3,629 kg) and carries 3,000 lb (1,361 kg) of ballast.

The keel-equipped version of the boat has a draft of 3.70 ft (1.13 m), while the centerboard-equipped version has a draft of 6.0 ft (1.8 m) with the centerboard extended and 2.67 ft (0.81 m) with it retracted.

The boat is fitted with a Japanese Yanmar diesel engine of 18 hp (13 kW). The fuel tank holds 19 U.S. gallons (72 L; 16 imp gal) and the fresh water tank has a capacity of 31 U.S. gallons (120 L; 26 imp gal).

The mainsheet traveler is on the rear taffrail. The cockpit features two jib winches and two halyard winches. The cockpit has room for eight adults and includes an icebox. There is a bowsprit with an anchor roller.

The galley is located on the port side of the boat and includes a two-burner alcohol-fired stove and optional pressure water supply. The head is located just aft of the forward "V"-berth, on the starboard side. Additional sleeping accommodation is provided by a cabin settee, which converts to a double berth, plus a single berth to port. The cabin table folds up against the bulkhead.

Cabin ventilation consists of six opening ports and a forward hatch.
Answer: 8000 lb / 3629 kg
3000 lb / 1361 kg
3.70 ft / 1.13 m
6.0 ft / 1.8 m
2.67 ft / 0.81m
18 hp / 13 kW
19 US gallons / 72 L / 16 imp gal
31 US gallons / 120 L / 26 imp gal
Question: What further analysis is done?
Evidence: Figure FIGREF30 shows the test accuracy with increasing epoch on DBP24K and Game30K. We can see that test accuracy first rapidly increased in the first ten iterations, but reaches a stable stages when epoch is larger than 40. Figure FIGREF31 shows test accuracy with different embedding size and training data proportions. We can note that too small embedding size or training data proportions can not generate sufficient global information. In order to further analysis the embeddings learned by our method, we use t-SNE tool BIBREF27 to visualize the learned embedding. Figure FIGREF32 shows the visualization of 256 dimensional entity's embedding on Game30K learned by KANE, R-GCN, PransE and TransE. We observe that our method can learn more discriminative entity's embedding than other other methods.
In order to further analysis the embeddings learned by our method, we use t-SNE tool BIBREF27 to visualize the learned embedding.
Answer: The answers are shown as follows:
* we use t-SNE tool BIBREF27 to visualize the learned embedding
Question: How long do you need to train before running a marathon?
Answer: Experts recommend at least 3-6 months of training before running a marathon for the first time. This also depends on your physical fitness when you start training.
Question: What is the best part of staying in a vacation rental on the lake?
Answer: Our vacation rental is on Lake James in Indiana. This lake is pristine, and the water is warm during the summer. You can go boating, tubing, skiing, or check out the local sandbar, where people come together to hang out. The nearby town has go-carting, local restaurants, and a lovely donut shop that opens first thing on Saturday mornings and may even sell out. If you like the appeal of a laid-back and low-key vacation, Lake James is your destination.
Question: India's Last 10 Prime Ministers
Answer: Narendra Modi
Manmohan Singh
Atal Bihari Vajpayee
Inder Kumar Gujral
H. D. Deve Gowda
Atal Bihari Vajpayee
P. V. Narasimha Rao
Chandra Shekhar
Vishwanath Pratap Singh
Rajiv Gandhi
Question: Could you tell me how Cao Cao's fleet got destroyed during the battle of Red Cliffs based on this paragraph?
Evidence: In 208, Cao Cao marched south with his army hoping to quickly unify the empire. Liu Biao's son Liu Cong surrendered Jing Province and Cao was able to capture a sizable fleet at Jiangling. Sun Quan, the successor to Sun Ce in the lower Yangtze, continued to resist. His advisor Lu Su secured an alliance with Liu Bei, himself a recent refugee from the north, and Zhou Yu was placed in command of Sun Quan's navy, along with a veteran general who served the Sun family, Cheng Pu. Their combined armies of 50,000 met Cao Cao's fleet and 200,000-strong force at Red Cliffs that winter. Cao Cao had to cross the mighty Yangtze River. So when he along with his fleet sailed down the river, many of his men fell to exhaustion, disease and the northerners were not very comfortable on ships and the marshy terrain. So when the two sides met for war at Wulin, Cao Cao wasn’t able to inflict any defeat on the Allied Force. On the other hand, General Huang Gai of Sun Quan’s army came up with a sneaky plan. He sent a forged letter to Cao Cao, stating that he and others wanted to inflict to his side and they would also bring some of the finest ships of the allies. But little did Cao know that the ships were full of flammable reeds. So when they sailed and approached his fleet, they were set alight and they destroyed Cao Cao’s fleet and camps. Seeing the hopeless situation, Cao Cao ordered his army for a difficult retreat through the Marshlands, during which more of his men fell to disease and exhaustion. The allied victory at Red Cliffs ensured the survival of Liu Bei and Sun Quan, and provided the basis for the states of Shu and Wu.
Answer: Cao Cao's fleet got set on fire by the General Huang Gai. Huang Gai initially informed Cao Cao that he'd betray the Allied Force formed by Liu Bei and Sun Quan. But Huang Gai was actually trying to take this chance to send ships loaded with flammable reeds to Cao Cao's fleet. Cao Cao took the bait and accepted the offer from Huang Gai. Then, when Huang Gai's ships arrived, the Allied Force set Cao Cao's fleet and camps on fire and essentially destroyed Cao Cao's army.
Question: When did Florida become a state?
Answer: Florida became a state on March 3, 1845.
Question: I plan a trip to Italy, what is the top 2 cities to visit?
Answer: Italy has many popular destinations featuring historical landmarks, vibrant local culture and beautiful architecture. While exact choice will depend on your specific interests, Rome and Florence are one of the most popular destinations for tourists.

In Rome you can visit Coliseum, Vatican and numerous other architectural landmarks, while Florence is considered the birthplace of European Renaissance.
Question: What are some examples of popular sitcoms on television in the 1980s?
Answer: Popular sitcoms that were on television in the 1980s include Cheers, Family Ties, the Cosby Show, Diff'rent Strokes, and the Facts of Life.
Question: How many tasks do they set in their experiments?
Evidence: We apply our adaptively sparse Transformers on four machine translation tasks. For comparison, a natural baseline is the standard Transformer architecture using the softmax transform in its multi-head attention mechanisms. We consider two other model variants in our experiments that make use of different normalizing transformations:
1.5-entmax: a Transformer with sparse entmax attention with fixed $\alpha =1.5$ for all heads. This is a novel model, since 1.5-entmax had only been proposed for RNN-based NMT models BIBREF14, but never in Transformers, where attention modules are not just one single component of the seq2seq model but rather an integral part of all of the model components.
$\alpha $-entmax: an adaptive Transformer with sparse entmax attention with a different, learned $\alpha _{i,j}^t$ for each head.
The adaptive model has an additional scalar parameter per attention head per layer for each of the three attention mechanisms (encoder self-attention, context attention, and decoder self-attention), i.e.,
and we set $\alpha _{i,j}^t = 1 + \operatornamewithlimits{\mathsf {sigmoid}}(a_{i,j}^t) \in ]1, 2[$. All or some of the $\alpha $ values can be tied if desired, but we keep them independent for analysis purposes.
We apply our adaptively sparse Transformers on four machine translation tasks.
Answer: Four.
Question: Who was Nikola Tesla?
Answer: Nikola Tesla was a Serbian-American inventor known for his innovations around electricity. He discovered the rotating magnetic field.
Question: Identify which car manufacturer is German or American: Porsche, Chrysler
Answer: Porsche is German, Chrysler is American
Question: How many episodes of the first season of Game of Thrones did Alan Taylor direct?
Answer: Alan Taylor directed the last two episodes of the first season of Game of Thrones: Baelor and Fire and Blood.
Question: How much money comes in a game of Monopoly?
Answer: Newer (September 2008 and later) U.S. editions provide a total of $20,580—30 of each denomination
Question: Name four colleges in the Boston area.
Answer: Four colleges in the Boston Area are Harvard, MIT, Boston University, and Boston College.
Question: What are the ten best restaurants in London?
Answer: - Behind; Dalston
- Manteca; Shoreditch
- Restaurant St. Barts; Smithfield
- St. John; Farringdon
- F.K.A.B.A.M; Highbury
- Sabor; Mayfair
- Blacklock; Soho
- Planque; Haggerston
- Cycene; Shoreditch
- Brat; Shoreditch
Question: Tell me the country of these cities: Tokyo, London, New York, Taipei
Answer: These are the corresponding countries of the cities you listed out:
Tokyo: Japan
London: United Kingdom
New York: United States
Taipei: Taiwan
Question: Who designed Augusta National?
Answer: Augusta National was designed by Bobby Jones and Alister MacKenzie. Bobby Jones had heard about MacKenzie's prowess for designing golf courses and loved his design of Pasatiempo in Santa Cruz, CA. He visited MacKenzie at his course in Santa Cruz and asked him to partner with him in designing the world renowned Augusta National.
Question: From the passage provided, extract the total product revenue and % YoY growth using format: {$x} product revenue with {x%} YoY growth

Product revenue of $555.3 million in the fourth quarter, representing 54% year-over-year growth
Remaining performance obligations of $3.7 billion, representing 38% year-over-year growth
7,828 total customers
Net revenue retention rate of 158%
330 customers with trailing 12-month product revenue greater than $1 million
Authorized a $2.0 billion stock repurchase program
Answer: $555.3m product revenue with 54% YoY growth