DataHammer/scimrc huggingface dataset:
Question: How do they compute corpus-level embeddings?
Evidence: Corpus Embedding
Suppose that INLINEFORM0 is the target low-resource corpus, we are interested in optimizing the acoustic model with a much larger training corpora set INLINEFORM1 where INLINEFORM2 is the number of corpora and INLINEFORM3 . Each corpus INLINEFORM4 is a collection of INLINEFORM5 pairs where INLINEFORM6 is the input features and INLINEFORM7 is its target.
Our purpose here is to compute the embedding INLINEFORM0 for each corpus INLINEFORM1 where INLINEFORM2 is expected to encode information about its corpus INLINEFORM3 . Those embeddings can be jointly trained with the standard multilingual model BIBREF4 . First, the embedding matrix INLINEFORM4 for all corpora is initialized, the INLINEFORM5 -th row of INLINEFORM6 is corresponding to the embedding INLINEFORM7 of the corpus INLINEFORM8 . Next, during the training phase, INLINEFORM9 can be used to bias the input feature INLINEFORM10 as follows. DISPLAYFORM0
where INLINEFORM0 is an utterance sampled randomly from INLINEFORM1 , INLINEFORM2 is its hidden features, INLINEFORM3 is the parameter of the acoustic model and Encoder is the stacked bidirectional LSTM as shown in Figure. FIGREF5 . Next, we apply the language specific softmax to compute logits INLINEFORM4 and optimize them with the CTC objective BIBREF29 . The embedding matrix INLINEFORM5 can be optimized together with the model during the training process.
Corpus Embedding
Suppose that INLINEFORM0 is the target low-resource corpus, we are interested in optimizing the acoustic model with a much larger training corpora set INLINEFORM1 where INLINEFORM2 is the number of corpora and INLINEFORM3 . Each corpus INLINEFORM4 is a collection of INLINEFORM5 pairs where INLINEFORM6 is the input features and INLINEFORM7 is its target.

Our purpose here is to compute the embedding INLINEFORM0 for each corpus INLINEFORM1 where INLINEFORM2 is expected to encode information about its corpus INLINEFORM3 . Those embeddings can be jointly trained with the standard multilingual model BIBREF4 . First, the embedding matrix INLINEFORM4 for all corpora is initialized, the INLINEFORM5 -th row of INLINEFORM6 is corresponding to the embedding INLINEFORM7 of the corpus INLINEFORM8 . Next, during the training phase, INLINEFORM9 can be used to bias the input feature INLINEFORM10 as follows. DISPLAYFORM0

where INLINEFORM0 is an utterance sampled randomly from INLINEFORM1 , INLINEFORM2 is its hidden features, INLINEFORM3 is the parameter of the acoustic model and Encoder is the stacked bidirectional LSTM as shown in Figure. FIGREF5 . Next, we apply the language specific softmax to compute logits INLINEFORM4 and optimize them with the CTC objective BIBREF29 . The embedding matrix INLINEFORM5 can be optimized together with the model during the training process.
Answer: The answers are shown as follows:
* First, the embedding matrix INLINEFORM4 for all corpora is initialized
* during the training phase, INLINEFORM9 can be used to bias the input feature
* Next, we apply the language specific softmax to compute logits INLINEFORM4 and optimize them with the CTC objective
Question: Identify which instrument is string or percussion: Timpani, Maguhu
Answer: Maguhu is string, Timpani is percussion.
Question: What was the inter-annotator agreement?
Evidence: The questions and answers are mainly collected from a large community QA website Baidu Zhidao and a small portion are from hand collected web documents. Therefore, all these questions are indeed asked by real-world users in daily life instead of under controlled conditions. All the questions are of single-entity factoid type, which means (1) each question is a factoid question and (2) its answer involves only one entity (but may have multiple words). The question in Figure FIGREF3 is a positive example, while the question “Who are the children of Albert Enistein?” is a counter example because the answer involves three persons. The type and correctness of all the question answer pairs are verified by at least two annotators.
The type and correctness of all the question answer pairs are verified by at least two annotators.
Answer: The answers are shown as follows:
* correctness of all the question answer pairs are verified by at least two annotators
Question: How much bigger is Switchboard-2000 than Switchboard-300 database?
Evidence: This study focuses on Switchboard-300, a standard 300-hour English conversational speech recognition task. Our acoustic and text data preparation follows the Kaldi BIBREF29 s5c recipe. Our attention based seq2seq model is similar to BIBREF30, BIBREF31 and follows the structure of BIBREF32.
As a contrast to our best results on Switchboard-300, we also train a seq2seq model on the 2000-hour Switchboard+Fisher data. This model consists of 10 encoder layers, and is trained for only 50 epochs. Our overall results on the Hub5'00 and other evaluation sets are summarized in Table TABREF14. The results in Fig. FIGREF12 and Table TABREF14 show that adding more training data greatly improves the system, by around 30% relative in some cases. For comparison with others, the 2000-hour system reaches 8.7% and 7.4% WER on rt02 and rt04. We observe that the regularization techniques, which are extremely important on the 300h setup, are still beneficial but have a significantly smaller effect.
This study focuses on Switchboard-300, a standard 300-hour English conversational speech recognition task.
As a contrast to our best results on Switchboard-300, we also train a seq2seq model on the 2000-hour Switchboard+Fisher data. 
Answer: Switchboard-2000 contains 1700 more hours of speech data.
Question: Who are the most famous cricket players of all time?
Answer: Sachin Tendulkar, Don Bradman, Shane Warne, Brian Lara, Viv Richards, Imran Khan, Ian Botham and Ricky Ponting are amongst the most famous cricket players of all time.
Question: State if the below is a haiku?
"boiling hot lava
  bubbles beneath the earths crust
erupts sparkling fire"
Answer: yes
Question: Name the two cities in India in which Kirby Building Systems produces their goods.
Evidence: Kirby Building Systems is a manufacturing company specialising in pre-engineered buildings. It was established in 1976 and is a wholly owned subsidiary of Alghanim Industries. Kirby has manufacturing facilities in Kuwait, Ras Al Khaimah, Hyderabad, Haridwar and Vietnam with a production capacity of over 400,000 MT per year. It has sales offices in 70 countries.
Answer: Haridwar and Hyderabad
Question: Which language has the lowest error rate reduction?
Evidence: FLOAT SELECTED: Table 9 Character error rates on the validation data using successively more of the system components described above for English (en), Spanish (es), German (de), Arabic (ar), Korean (ko), Thai (th), Hindi (hi), and Chinese (zh) along with the respective number of items and characters in the test sets. Average latencies for all languages and models were computed on an Intel Xeon E5-2690 CPU running at 2.6GHz.
FLOAT SELECTED: Table 9 Character error rates on the validation data using successively more of the system components described above for English (en), Spanish (es), German (de), Arabic (ar), Korean (ko), Thai (th), Hindi (hi), and Chinese (zh) along with the respective number of items and characters in the test sets. Average latencies for all languages and models were computed on an Intel Xeon E5-2690 CPU running at 2.6GHz.
Answer: thai
Question: From the passage, what awards did Shirley L. Fulton receive? List the awards using bullets with the year in which the award was given, in the form {year}: {award}
Evidence: Shirley L. Fulton (January 2, 1952 – February 8, 2023) was an American judge and prosecutor. She was the first African American woman to serve as a judge in the Superior Court of North Carolina, a position she held for 14 years. Earlier in her career, she had served as the first black female prosecutor in Mecklenburg County, North Carolina.

In 2009, Fulton was the recipient of a Citizen Lawyer Award from the North Carolina Bar Association. In 2010, Fulton received the Order of the Long Leaf Pine in recognition of her service to North Carolina.

In 2014, Fulton was presented with the Chief Justice's Professionalism Award, "for her selfless dedication and commitment to the principles of professionalism and public service in North Carolina".

In 2018, Fulton was inducted as a Legal Legend of Color by the NCBA Minorities in the Profession Committee. Other accolades included the Dr. Martin Luther King Jr. Medallion, awarded by the Charlotte Community Relations Committee.
Answer: * 2009: Citizen Lawyer Award
* 2010: Order of the Long Leaf Pine
* 2014: Chief Justice's Professionalism Award
* 2018: Legal Legend of Color

Another award that I for which I do not have a year is the Dr. Martin Luther King Jr. Medallion award.
Question: Extract what happened to Athens in the Peloponnesian War
Evidence: Lack of political unity within Greece resulted in frequent conflict between Greek states. The most devastating intra-Greek war was the Peloponnesian War (431–404 BC), won by Sparta and marking the demise of the Athenian Empire as the leading power in ancient Greece. Both Athens and Sparta were later overshadowed by Thebes and eventually Macedon, with the latter uniting most of the city-states of the Greek hinterland in the League of Corinth (also known as the Hellenic League or Greek League) under the control of Philip II. Despite this development, the Greek world remained largely fragmented and would not be united under a single power until the Roman years.
Answer: Athens lost the Peloponnesian war leading to the demise of the Athenian Empire
Question: From the given text, List me some important aspects of Gandhanahalli
Evidence: As of 2001 India census, Gandhanahalli had a population of 5106 with 2585 males and 2521 females. Gandhanhalli is located 56 km from district headquarters Mysore. This village name came from a man who is only son of a widower. his name is Gandha (Shrigandha). Both living in a jungle lonely. Gandha is the brave man. The goddess Adishakti Shri Hunasamma is located in south. Behind Hunasamma temple there was another temple i.e. Shri Anjaneya Swami temple. there is special in this temple. Most temples in the world are east faced but Anjaneya temple is west faced
Answer: 1. As per 2001 India census, Gandhali's total population is 5106 out of which there are 2585 males and 2521 are females.
2. It is 56 km far from Mysore city.
3. The place got its name from a man named Gandhabrave who is only son of a widower and lived together in jungle lonely.
4. In the south is located the temple of Goddess Adishakti Shri Hunasamma.
5. Behind the temple of Hunasamma is another temple 'Shri Anjaneya Swami temple'
6. The speciality about temple Shri Anjaneya Swami temple is that it faces west direction while most temples in the world are east faced
Question: Sally has 2 chickens, 3 cows and 2 motorcycles. Doug has 6 monkeys, 12 pigs and 2 tractors. Amy has 1 car, 10 cows and 6 ducks. How many farm animals do Sally, Doug and Amy have in total?
Answer: Chickens, cows, ducks and pigs are commonly considered to be farm animals because they are commonly raised in farms and are grown for human consumption. Meanwhile, monkeys are not considered to be farm animals because they often grow up in the wild and are not often consumed by humans. Cars, motorcycles and tractors are not living things so they are not farm animals. Sally, Doug and Amy have 2 + 3 + 12 + 10 + 6 = 33 farm animals in total.
Question: What is the best way to respond to proposed edits in a contract?
Answer: First, ensure you understand the nature of the transaction, including the potential risks involved, the goals and objectives of the parties on both sides of the transaction. When responding, clearly identify which edits are acceptable and which edits are not. When edits are not acceptable or require modification, include clear comments outlining your position on why the change cannot be accepted as-is. It is recommended that you use a track changes or comment feature in document review and editing software when responding to clearly accept or reject changes with accompanying comments but you may also summarize your points in an email or other message if necessary.
Question: Given the paragraph about Independence Day, the Thirteen Colonies were not free from which Monarch?
Evidence: Independence Day (colloquially the Fourth of July) is a federal holiday in the United States commemorating the Declaration of Independence, which was ratified by the Second Continental Congress on July 4, 1776, establishing the United States of America.

The Founding Father delegates of the Second Continental Congress declared that the Thirteen Colonies were no longer subject (and subordinate) to the monarch of Britain, King George III, and were now united, free, and independent states. The Congress voted to approve independence by passing the Lee Resolution on July 2 and adopted the Declaration of Independence two days later, on July 4.

Independence Day is commonly associated with fireworks, parades, barbecues, carnivals, fairs, picnics, concerts, baseball games, family reunions, political speeches, and ceremonies, in addition to various other public and private events celebrating the history, government, and traditions of the United States. Independence Day is the national day of the United States.
Answer: The monarch of Britain, King George III
Question: What is IFSC?
Answer: The Indian Financial System Code (IFS Code or IFSC) is an alphanumeric code that facilitates electronic funds transfer in India. A code uniquely identifies each bank branch participating in the three main Payment and settlement systems in India: the National Electronic Funds Transfer (NEFT), Real Time Gross Settlement (RTGS) and Immediate Payment Service (IMPS) systems.

The IFSC is an 11-character code with the first four alphabetic characters representing the bank name, and the last six characters (usually numeric, but can be alphabetic) representing the branch. The fifth character is 0 (zero) and reserved for future use. Bank IFS Code is used by the NEFT & RTGS systems to route the messages to the destination banks/branches.
Question: Does having constrained neural units imply word meanings are fixed across different context?
Evidence: In a natural language translation setting, suppose that an input word corresponds to a set of output tokens independently of its context. Even though this information might be useful to determine the syntax of the input utterance in the first place, the syntax does not determine this knowledge at all (by supposition). So, we can impose the constraint that our model's representation of the input's syntax cannot contain this context-invariant information. This regularization is strictly preferable to allowing all aspects of word meaning to propagate into the input's syntax representation. Without such a constraint, all inputs could, in principle, be given their own syntactic categories. This scenario is refuted by cognitive and neural theories. We incorporate the regularization with neural units that can separate representations of word meaning and arrangement.
So, we can impose the constraint that our model's representation of the input's syntax cannot contain this context-invariant information. This regularization is strictly preferable to allowing all aspects of word meaning to propagate into the input's syntax representation. Without such a constraint, all inputs could, in principle, be given their own syntactic categories.
Answer: No.
Question: What steps did their system solve the comparison and semi-ranking subtasks in?
Evidence: Our system estimated tweet probability using N-gram LMs. Specifically, it solved the comparison (Subtask A) and semi-ranking (Subtask B) subtasks in four steps:
Our system1 estimated tweet probability using Ngram LMs. Specifically, it solved the comparison (Subtask A) and semi-ranking (Subtask B) subtasks in four steps: 1. Corpus preparation and pre-processing: Collected all training data into a single file. Preprocessing included filtering and tokenization. 2. Language model training: Built N-gram language models using KenLM. 3. Tweet scoring: Computed log probability for each tweet based on trained N-gram language model. 4. Tweet prediction: Based on the log probability scores. • Subtask A – Given two tweets, compare and predict which one is funnier.• Subtask B – Given a set of tweets associated with one hashtag, rank tweets from the funniest to the least funny.
Answer: Corpus preparation and pre-processing, language model training, Tweet scoring, and Tweet prediction.
Question: What are some key considerations when deciding whether or not to implement ERP in my organization?
Answer: There are many considerations to take into account when deciding if you will implement an ERP in your organization. Common considerations include implementation cost, run costs, and implementation time. There are also a host of other very important, but less obvious, considerations that should be examined carefully, including: organizational change, the organization's capacity to train its employees, and IT/InfoSec strategy.
Question: What is the difference between a frog and a toad?
Answer: Frogs generally have smooth moist skin while Toads generally have bumpy dry skin.
Question: Why do people love Air Jordan shoes
Answer: Michael Jordan is the best basketball player of all time.  His talents and abilities we mimicked and idolized by millions of kids all over the globe.  His shoes represented to the kid or adult who bought them that they too could be like Jordan...if they had the shoes.  The different editions of shoes kept the demand from the public high and every new edition kept the consumers buying.  They also created a cult following of collectors who would buy only to hold so that they could sell the at higher prices when certain editions were no longer available.  Jordans became so popular that they had to do special edition versions of the earlier editions.  This created an even larger community of collector types who would buy them up in bulk to create new markets for the coveted shoes.  I, personally, am a huge fan of the 3's and 4's edition.
Question: What should you pay attention to when buying a house?
Answer: First of all, location matters a lot. You want to be in a safe neighborhood for your family, and with high school ratings so your children can go to the best schools and get the best education. Secondly, the price matters of course. A good metric to look at is the price per square foot when you are comparing multiple houses. You will usually decide a price range that you could afford, and then start filtering down the houses on the market based on your location choice. Last but not the least, the style and design of the house obviously matters a lot. Some people prefer open floor plan, while some people prefer older classical style of buildings. For example, you may like 2 story building designs better than 1 story design, while others would prefer to choose the opposite.
Question: What is SSL?
Answer: Secure Sockets Layer (SSL) is a standard security technology for establishing an encrypted link between a server and a client, typically a web server (website) and a browser, or a mail server and a mail client.
Question: Did Billy Corgan really play all of the instruments on Smashing Pumpkin's 1993 album "Siamese Dream"?
Evidence: Corgan's desire for musical perfection put further strain on the already-frayed relationships between the band members. Vig later recalled, "D'arcy would lock herself in the bathroom, James wouldn't say anything, or Billy would lock himself in the control room". Corgan often overdubbed Iha's and Wretzky's parts with his own playing. Wretzky stated that Corgan only performed most of the guitar and bass parts because he could lay them down more easily in recording and with far fewer takes. Stories of the album's recording had circulated in the music press. Corgan admitted there was some truth to accusations of tyrannical behavior, though he felt the press misunderstood the situation.

While Chamberlin performed all drum parts on the album, he would disappear for days on drug benders that caused everyone to fear for his life. After one incident where the drummer had disappeared for two or three days, Corgan "put the hammer down", according to Vig, and had Chamberlin perform the drum part for "Cherub Rock" until his hands bled. Due to Corgan's urging, Chamberlin checked into a rehab clinic. Corgan told Spin later that year, "You know, I gave them a year and a half to prepare for this record... I'm surrounded by these people who I care about very much, yet they continue to keep failing me." Corgan explained that he began to take the actions of others personally; he said, "If you really think about it, of course, someone doesn't do the job because they're lazy, or they don't think it's important. But I took it as, 'You're not worth going home and working on the song.'"
Answer: No. Jimmy Chamberlin recorded all of the drum parts. However, Billy Corgan often overdubbed the guitar and bass parts with his own playing.
Question: Name the top 10 Manchester United Scorers of all time and how many goals they scored?
Answer: 1) Wayne Rooney - 253 goals

2) Bobby Charlton- 249 goals

3) Denis Law- 227 goals

4) Jack Rowley- 211 goals

5) Dennis Viollet- 179 goals

6) George Best - 179 goals

7) Joe Spence- 168 goals

8) Ryan Giggs -168 goals

9) Mark Hughes - 163 goals

10) Paul Scholes - 155 goals
Question: What part of history called a fervent period of European cultural, artistic, political, and economic “rebirth” following the Middle Ages?
Answer: The Renaissance
Question: What is the fundamental problem of economics as a discipline?
Answer: a. The allocation of resources among competing wants because there are unlimited wants
limited resources
b. How to ensure continuous economic growth in the face of uncertainty
c. How to maximise profits for companies and consumer value for citizens
d. How to balance the needs of the economy with society and the environment
Question: Stevens Pass vs Whistler Blackcomb, which is better? Why?
Answer: Whistler Blackcomb is better than Stevens Pass for several reasons. First, it has a higher elevation, which means that it has better snow to ski on. Second, it has two big mountains with many lifts and gondolas, which gives skiers access to a huge collection of trails. Third, Stevens Pass' snow is sometimes icy, and the resort is less than half the size of Whistler Blackcomb. Finally, the 2010 Winter Olympics were held at Whistler Blackcomb, which is a testament to the resort's world-class skiing.
Question: List some of the most common types of sushi?
Answer: nigiri, makizushi, chirashi, inari, sashimi, oshizushi