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@@ -2,22 +2,21 @@ data: https://github.com/BigSalmon2/InformalToFormalDataset
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  Text Generation Informal Formal
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- Trained on this model: https://huggingface.co/CarperAI/FIM-NeoX-1.3B, which is geared toward filling in the blank.
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  ```
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  from transformers import AutoTokenizer, AutoModelForCausalLM
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-
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  tokenizer = AutoTokenizer.from_pretrained("BigSalmon/InformalToFormalLincoln82Paraphrase")
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  model = AutoModelForCausalLM.from_pretrained("BigSalmon/InformalToFormalLincoln82Paraphrase")
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  ```
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  ```
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  Demo:
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- https://huggingface.co/spaces/BigSalmon/GPT2Mask
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  ```
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  ```
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- prompt = """<|SUF|> into relaxation <|PRE|> music before bedtime <|MID|>"""
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  input_ids = tokenizer.encode(prompt, return_tensors='pt')
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  outputs = model.generate(input_ids=input_ids,
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  max_length=10 + len(prompt),
@@ -53,27 +52,20 @@ How To Make Prompt:
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  informal english: i am very ready to do that just that.
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  Translated into the Style of Abraham Lincoln: you can assure yourself of my readiness to work toward this end.
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  Translated into the Style of Abraham Lincoln: please be assured that i am most ready to undertake this laborious task.
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-
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  ***
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-
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  informal english: space is huge and needs to be explored.
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  Translated into the Style of Abraham Lincoln: space awaits traversal, a new world whose boundaries are endless.
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  Translated into the Style of Abraham Lincoln: space is a ( limitless / boundless ) expanse, a vast virgin domain awaiting exploration.
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-
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  ***
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  informal english: corn fields are all across illinois, visible once you leave chicago.
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  Translated into the Style of Abraham Lincoln: corn fields ( permeate illinois / span the state of illinois / ( occupy / persist in ) all corners of illinois / line the horizon of illinois / envelop the landscape of illinois ), manifesting themselves visibly as one ventures beyond chicago.
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-
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  informal english:
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  ```
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  ```
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  original: microsoft word's [MASK] pricing invites competition.
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  Translated into the Style of Abraham Lincoln: microsoft word's unconscionable pricing invites competition.
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-
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  ***
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  original: the library’s quiet atmosphere encourages visitors to [blank] in their work.
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  Translated into the Style of Abraham Lincoln: the library’s quiet atmosphere encourages visitors to immerse themselves in their work.
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  ```
@@ -82,53 +74,36 @@ Translated into the Style of Abraham Lincoln: the library’s quiet atmosphere
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  Essay Intro (Warriors vs. Rockets in Game 7):
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  text: eagerly anticipated by fans, game 7's are the highlight of the post-season.
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  text: ever-building in suspense, game 7's have the crowd captivated.
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  ***
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  Essay Intro (South Korean TV Is Becoming Popular):
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  text: maturing into a bona fide paragon of programming, south korean television ( has much to offer / entertains without fail / never disappoints ).
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  text: increasingly held in critical esteem, south korean television continues to impress.
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  text: at the forefront of quality content, south korea is quickly achieving celebrity status.
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  ***
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  Essay Intro (
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  ```
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  ```
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  Search: What is the definition of Checks and Balances?
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  https://en.wikipedia.org/wiki/Checks_and_balances
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  Checks and Balances is the idea of having a system where each and every action in government should be subject to one or more checks that would not allow one branch or the other to overly dominate.
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  https://www.harvard.edu/glossary/Checks_and_Balances
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  Checks and Balances is a system that allows each branch of government to limit the powers of the other branches in order to prevent abuse of power
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  https://www.law.cornell.edu/library/constitution/Checks_and_Balances
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  Checks and Balances is a system of separation through which branches of government can control the other, thus preventing excess power.
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  ***
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  Search: What is the definition of Separation of Powers?
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  https://en.wikipedia.org/wiki/Separation_of_powers
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  The separation of powers is a principle in government, whereby governmental powers are separated into different branches, each with their own set of powers, that are prevent one branch from aggregating too much power.
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  https://www.yale.edu/tcf/Separation_of_Powers.html
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  Separation of Powers is the division of governmental functions between the executive, legislative and judicial branches, clearly demarcating each branch's authority, in the interest of ensuring that individual liberty or security is not undermined.
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  ***
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  Search: What is the definition of Connection of Powers?
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  https://en.wikipedia.org/wiki/Connection_of_powers
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  Connection of Powers is a feature of some parliamentary forms of government where different branches of government are intermingled, typically the executive and legislative branches.
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  https://simple.wikipedia.org/wiki/Connection_of_powers
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  The term Connection of Powers describes a system of government in which there is overlap between different parts of the government.
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  ***
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  Search: What is the definition of
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  ```
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@@ -141,18 +116,14 @@ Shortest to Longest:
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  - wrinkle their noses at
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  - cast a jaundiced eye at
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  - teeter on the fence about
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-
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  ***
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  Search: What are phrase synonyms for "mean to newbies"?
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  https://www.powerthesaurus.org/mean_to_newbies/synonyms
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  Shortest to Longest:
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  - readiness to balk at rookies
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  - absence of tolerance for novices
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  - hostile attitude toward newcomers
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-
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  ***
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  Search: What are phrase synonyms for "make use of"?
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  https://www.powerthesaurus.org/make_use_of/synonyms
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  Shortest to Longest:
@@ -163,9 +134,7 @@ Shortest to Longest:
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  - seize on the merits of
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  - draw on the strength of
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  - tap into the potential of
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  ***
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  Search: What are phrase synonyms for "hurting itself"?
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  https://www.powerthesaurus.org/hurting_itself/synonyms
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  Shortest to Longest:
@@ -174,9 +143,7 @@ Shortest to Longest:
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  - forfeiting its integrity
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  - doing itself a disservice
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  - evincing a lack of backbone
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  ***
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  Search: What are phrase synonyms for "
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  ```
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  ```
@@ -184,9 +151,7 @@ Search: What are phrase synonyms for "
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  - unicamerical legislature
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  - different from federal house and senate
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  text: featuring a unicameral legislature, nebraska's political system stands in stark contrast to the federal model, comprised of a house and senate.
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  ***
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  - penny has practically no value
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  - should be taken out of circulation
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  - just as other coins have been in us history
@@ -194,35 +159,27 @@ text: featuring a unicameral legislature, nebraska's political system stands in
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  - value not enough
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  - to make environmental consequences worthy
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  text: all but valueless, the penny should be retired. as with other coins in american history, it has become defunct. too minute to warrant the environmental consequences of its production, it has outlived its usefulness.
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  ***
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  ```
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  original: sports teams are profitable for owners. [MASK], their valuations experience a dramatic uptick.
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  infill: sports teams are profitable for owners. ( accumulating vast sums / stockpiling treasure / realizing benefits / cashing in / registering robust financials / scoring on balance sheets ), their valuations experience a dramatic uptick.
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  ***
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  original:
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  ```
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  ```
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  wordy: classical music is becoming less popular more and more.
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  Translate into Concise Text: interest in classic music is fading.
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  ***
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  wordy:
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  ```
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  ```
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  sweet: savvy voters ousted him.
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  longer: voters who were informed delivered his defeat.
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  ***
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  sweet:
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  ```
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@@ -232,9 +189,7 @@ sweet:
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  3: in 2022, commercial space company spacex has its sights set on undertaking 52 flights.
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  4: 52 flights are in the pipeline for 2022, according to spacex, a commercial space company.
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  5: a commercial space company, spacex aims to conduct 52 flights in 2022.
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  ***
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  1:
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  ```
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@@ -246,16 +201,13 @@ ngos are characterized by:
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  □ encourage political participation
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  □ often serve humanitarian functions
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  □ work for social, economic, or environmental change
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  ***
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  what are the drawbacks of living near an airbnb?
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  □ noise
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  □ parking
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  □ traffic
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  □ security
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  □ strangers
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  ***
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  ```
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@@ -263,67 +215,47 @@ what are the drawbacks of living near an airbnb?
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  ```
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  original: musicals generally use spoken dialogue as well as songs to convey the story. operas are usually fully sung.
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  adapted: musicals generally use spoken dialogue as well as songs to convey the story. ( in a stark departure / on the other hand / in contrast / by comparison / at odds with this practice / far from being alike / in defiance of this standard / running counter to this convention ), operas are usually fully sung.
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  ***
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  original: akoya and tahitian are types of pearls. akoya pearls are mostly white, and tahitian pearls are naturally dark.
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  adapted: akoya and tahitian are types of pearls. ( a far cry from being indistinguishable / easily distinguished / on closer inspection / setting them apart / not to be mistaken for one another / hardly an instance of mere synonymy / differentiating the two ), akoya pearls are mostly white, and tahitian pearls are naturally dark.
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  ***
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  original:
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  ```
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  ```
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  original: had trouble deciding.
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  translated into journalism speak: wrestled with the question, agonized over the matter, furrowed their brows in contemplation.
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  ***
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  original:
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  ```
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  ```
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  input: not loyal
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  1800s english: ( two-faced / inimical / perfidious / duplicitous / mendacious / double-dealing / shifty ).
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  ***
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  input:
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  ```
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  ```
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  first: ( was complicit in / was involved in ).
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  antonym: ( was blameless / was not an accomplice to / had no hand in / was uninvolved in ).
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  ***
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  first: ( have no qualms about / see no issue with ).
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  antonym: ( are deeply troubled by / harbor grave reservations about / have a visceral aversion to / take ( umbrage at / exception to ) / are wary of ).
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  ***
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  first: ( do not see eye to eye / disagree often ).
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  antonym: ( are in sync / are united / have excellent rapport / are like-minded / are in step / are of one mind / are in lockstep / operate in perfect harmony / march in lockstep ).
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  ***
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  first:
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  ```
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  ```
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  stiff with competition, law school {A} is the launching pad for countless careers, {B} is a crowded field, {C} ranks among the most sought-after professional degrees, {D} is a professional proving ground.
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  ***
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  languishing in viewership, saturday night live {A} is due for a creative renaissance, {B} is no longer a ratings juggernaut, {C} has been eclipsed by its imitators, {C} can still find its mojo.
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  ***
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  dubbed the "manhattan of the south," atlanta {A} is a bustling metropolis, {B} is known for its vibrant downtown, {C} is a city of rich history, {D} is the pride of georgia.
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  ***
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  embattled by scandal, harvard {A} is feeling the heat, {B} cannot escape the media glare, {C} is facing its most intense scrutiny yet, {D} is in the spotlight for all the wrong reasons.
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  ```
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@@ -331,36 +263,23 @@ Infill / Infilling / Masking / Phrase Masking (Works pretty decently actually, e
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  ```
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  his contention [blank] by the evidence [sep] was refuted [answer]
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  ***
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  few sights are as [blank] new york city as the colorful, flashing signage of its bodegas [sep] synonymous with [answer]
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  ***
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  when rick won the lottery, all of his distant relatives [blank] his winnings [sep] clamored for [answer]
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  ***
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  the library’s quiet atmosphere encourages visitors to [blank] in their work [sep] immerse themselves [answer]
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  ***
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  the joy of sport is that no two games are alike. for every exhilarating experience, however, there is an interminable one. the national pastime, unfortunately, has a penchant for the latter. what begins as a summer evening at the ballpark can quickly devolve into a game of tedium. the primary culprit is the [blank] of play. from batters readjusting their gloves to fielders spitting on their mitts, the action is [blank] unnecessary interruptions. the sport's future is [blank] if these tendencies are not addressed [sep] plodding pace [answer] riddled with [answer] bleak [answer]
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  ***
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  microsoft word's [blank] pricing [blank] competition [sep] unconscionable [answer] invites [answer]
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  ***
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  ```
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  ```
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  original: microsoft word's [MASK] pricing invites competition.
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  Translated into the Style of Abraham Lincoln: microsoft word's unconscionable pricing invites competition.
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  ***
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  original: the library’s quiet atmosphere encourages visitors to [blank] in their work.
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  Translated into the Style of Abraham Lincoln: the library’s quiet atmosphere encourages visitors to immerse themselves in their work.
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  ```
@@ -369,9 +288,7 @@ Backwards
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  ```
370
  Essay Intro (National Parks):
371
  text: tourists are at ease in the national parks, ( swept up in the beauty of their natural splendor ).
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  ***
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  Essay Intro (D.C. Statehood):
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  washington, d.c. is a city of outsize significance, ( ground zero for the nation's political life / center stage for the nation's political machinations ).
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  ```
@@ -383,9 +300,7 @@ characterization 2: possessed of a remarkable cohesion.
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  characterization 3: helmed by superstar Stephen Curry.
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  characterization 4: perched atop the league’s hierarchy.
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  characterization 5: boasting a litany of hall-of-famers.
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  ***
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  topic: emojis.
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  characterization 1: shorthand for a digital generation.
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  characterization 2: more versatile than words.
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  characterization 4: a form of self-expression.
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  characterization 5: quintessentially millennial.
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  characterization 6: reflective of a tech-centric world.
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  ***
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  topic:
400
  ```
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  ```
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  regular: illinois went against the census' population-loss prediction by getting more residents.
406
  VBG: defying the census' prediction of population loss, illinois experienced growth.
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  ***
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  regular: microsoft word’s high pricing increases the likelihood of competition.
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  VBG: extortionately priced, microsoft word is inviting competition.
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  regular:
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  ```
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@@ -420,33 +328,22 @@ source: badminton should be more popular in the US.
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  QUERY: Based on the given topic, can you develop a story outline?
421
  target: (1) games played with racquets are popular, (2) just look at tennis and ping pong, (3) but badminton underappreciated, (4) fun, fast-paced, competitive, (5) needs to be marketed more
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  text: the sporting arena is dominated by games that are played with racquets. tennis and ping pong, in particular, are immensely popular. somewhat curiously, however, badminton is absent from this pantheon. exciting, fast-paced, and competitive, it is an underappreciated pastime. all that it lacks is more effective marketing.
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  ***
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426
  source: movies in theaters should be free.
427
  QUERY: Based on the given topic, can you develop a story outline?
428
  target: (1) movies provide vital life lessons, (2) many venues charge admission, (3) those without much money
429
  text: the lessons that movies impart are far from trivial. the vast catalogue of cinematic classics is replete with inspiring sagas of friendship, bravery, and tenacity. it is regrettable, then, that admission to theaters is not free. in their current form, the doors of this most vital of institutions are closed to those who lack the means to pay.
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  ***
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  source:
434
  ```
435
 
436
  ```
437
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438
  in the private sector, { transparency } is vital to the business’s credibility. the { disclosure of information } can be the difference between success and failure.
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  ***
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  the labor market is changing, with { remote work } now the norm. this { flexible employment } allows the individual to design their own schedule.
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  ***
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  the { cubicle } is the locus of countless grievances. many complain that the { enclosed workspace } restricts their freedom of movement.
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  ***
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  ```
451
 
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  ```
@@ -456,9 +353,7 @@ question: what does “do likewise” mean in the above context?
456
  (b) share in the promise of the american dream
457
  (c) start anew in the land of opportunity
458
  (d) make landfall on the united states
459
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460
  ***
461
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462
  in the private sector, { transparency } is vital to the business’s credibility. this orientation can be the difference between success and failure.
463
  question: what does “this orientation” mean in the above context?
464
  (a) visible business practices
@@ -468,21 +363,16 @@ question: what does “this orientation” mean in the above context?
468
  ```
469
 
470
  ```
471
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472
  example: suppose you are a teacher. further suppose you want to tell an accurate telling of history. then suppose a parent takes offense. they do so in the name of name of their kid. this happens a lot.
473
  text: educators' responsibility to remain true to the historical record often clashes with the parent's desire to shelter their child from uncomfortable realities.
474
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475
  ***
476
-
477
  example: suppose you are a student at college. now suppose you have to buy textbooks. that is going to be worth hundreds of dollars. given how much you already spend on tuition, that is going to hard cost to bear.
478
  text: the exorbitant cost of textbooks, which often reaches hundreds of dollars, imposes a sizable financial burden on the already-strapped college student.
479
  ```
480
 
481
  ```
482
  <Prefix> the atlanta hawks may attribute <Prefix> <Suffix> trae young <Suffix> <Middle> their robust season to <Middle>
483
-
484
  ***
485
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486
  <Prefix> the nobel prize in literature <Prefix> <Suffix> honor <Suffix> <Middle> is a singularly prestigious <Middle>
487
  ```
488
 
@@ -501,9 +391,7 @@ clarify: international ( {working together} / cooperation ) is called for when (
501
  ```
502
  description: when someone thinks that their view is the only right one.
503
  synonyms: intolerant, opinionated, narrow-minded, insular, self-righteous.
504
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  ***
506
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507
  description: when you put something off.
508
  synonyms: shelve, defer, table, postpone.
509
  ```
@@ -518,19 +406,14 @@ rewritten with phrases: the meritocratic nature of crowdfunding empowers entrepr
518
  *Note* Of all the masking techniques, this one works the best.
519
  ```
520
  <Prefix> the atlanta hawks may attribute <Prefix> <Suffix> trae young <Suffix> <Middle> their robust season to <Middle>
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522
  ***
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524
  <Prefix> the nobel prize in literature <Prefix> <Suffix> honor <Suffix> <Middle> is a singularly prestigious <Middle>
525
  ```
526
 
527
  ```
528
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529
  essence: when someone's views are keeping within reasonable.
530
  refine: the senator's voting record is ( moderate / centrist / pragmatic / balanced / fair-minded / even-handed ).
531
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532
  ***
533
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534
  essence: when things are worked through in a petty way.
535
  refine: the propensity of the u.s. congress to settle every dispute by way of ( mudslinging / bickering / demagoguery / name-calling / finger-pointing / vilification ) is appalling.
536
  ```
 
2
 
3
  Text Generation Informal Formal
4
 
5
+ CHECK OUT THIS MODEL: BigSalmon/FormalInformalConcise-FIM-NeoX-1.3B
6
 
7
  ```
8
  from transformers import AutoTokenizer, AutoModelForCausalLM
 
9
  tokenizer = AutoTokenizer.from_pretrained("BigSalmon/InformalToFormalLincoln82Paraphrase")
10
  model = AutoModelForCausalLM.from_pretrained("BigSalmon/InformalToFormalLincoln82Paraphrase")
11
  ```
12
 
13
  ```
14
  Demo:
15
+ https://huggingface.co/spaces/BigSalmon/FormalInformalConciseWordy
16
  ```
17
 
18
  ```
19
+ prompt = """informal english: corn fields are all across illinois, visible once you leave chicago.\nTranslated into the Style of Abraham Lincoln:"""
20
  input_ids = tokenizer.encode(prompt, return_tensors='pt')
21
  outputs = model.generate(input_ids=input_ids,
22
  max_length=10 + len(prompt),
 
52
  informal english: i am very ready to do that just that.
53
  Translated into the Style of Abraham Lincoln: you can assure yourself of my readiness to work toward this end.
54
  Translated into the Style of Abraham Lincoln: please be assured that i am most ready to undertake this laborious task.
 
55
  ***
 
56
  informal english: space is huge and needs to be explored.
57
  Translated into the Style of Abraham Lincoln: space awaits traversal, a new world whose boundaries are endless.
58
  Translated into the Style of Abraham Lincoln: space is a ( limitless / boundless ) expanse, a vast virgin domain awaiting exploration.
 
59
  ***
 
60
  informal english: corn fields are all across illinois, visible once you leave chicago.
61
  Translated into the Style of Abraham Lincoln: corn fields ( permeate illinois / span the state of illinois / ( occupy / persist in ) all corners of illinois / line the horizon of illinois / envelop the landscape of illinois ), manifesting themselves visibly as one ventures beyond chicago.
 
62
  informal english:
63
  ```
64
 
65
  ```
66
  original: microsoft word's [MASK] pricing invites competition.
67
  Translated into the Style of Abraham Lincoln: microsoft word's unconscionable pricing invites competition.
 
68
  ***
 
69
  original: the library’s quiet atmosphere encourages visitors to [blank] in their work.
70
  Translated into the Style of Abraham Lincoln: the library’s quiet atmosphere encourages visitors to immerse themselves in their work.
71
  ```
 
74
  Essay Intro (Warriors vs. Rockets in Game 7):
75
  text: eagerly anticipated by fans, game 7's are the highlight of the post-season.
76
  text: ever-building in suspense, game 7's have the crowd captivated.
 
77
  ***
 
78
  Essay Intro (South Korean TV Is Becoming Popular):
79
  text: maturing into a bona fide paragon of programming, south korean television ( has much to offer / entertains without fail / never disappoints ).
80
  text: increasingly held in critical esteem, south korean television continues to impress.
81
  text: at the forefront of quality content, south korea is quickly achieving celebrity status.
 
82
  ***
 
83
  Essay Intro (
84
  ```
85
 
86
  ```
87
  Search: What is the definition of Checks and Balances?
 
88
  https://en.wikipedia.org/wiki/Checks_and_balances
89
  Checks and Balances is the idea of having a system where each and every action in government should be subject to one or more checks that would not allow one branch or the other to overly dominate.
 
90
  https://www.harvard.edu/glossary/Checks_and_Balances
91
  Checks and Balances is a system that allows each branch of government to limit the powers of the other branches in order to prevent abuse of power
 
92
  https://www.law.cornell.edu/library/constitution/Checks_and_Balances
93
  Checks and Balances is a system of separation through which branches of government can control the other, thus preventing excess power.
 
94
  ***
 
95
  Search: What is the definition of Separation of Powers?
 
96
  https://en.wikipedia.org/wiki/Separation_of_powers
97
  The separation of powers is a principle in government, whereby governmental powers are separated into different branches, each with their own set of powers, that are prevent one branch from aggregating too much power.
 
98
  https://www.yale.edu/tcf/Separation_of_Powers.html
99
  Separation of Powers is the division of governmental functions between the executive, legislative and judicial branches, clearly demarcating each branch's authority, in the interest of ensuring that individual liberty or security is not undermined.
 
100
  ***
 
101
  Search: What is the definition of Connection of Powers?
 
102
  https://en.wikipedia.org/wiki/Connection_of_powers
103
  Connection of Powers is a feature of some parliamentary forms of government where different branches of government are intermingled, typically the executive and legislative branches.
 
104
  https://simple.wikipedia.org/wiki/Connection_of_powers
105
  The term Connection of Powers describes a system of government in which there is overlap between different parts of the government.
 
106
  ***
 
107
  Search: What is the definition of
108
  ```
109
 
 
116
  - wrinkle their noses at
117
  - cast a jaundiced eye at
118
  - teeter on the fence about
 
119
  ***
 
120
  Search: What are phrase synonyms for "mean to newbies"?
121
  https://www.powerthesaurus.org/mean_to_newbies/synonyms
122
  Shortest to Longest:
123
  - readiness to balk at rookies
124
  - absence of tolerance for novices
125
  - hostile attitude toward newcomers
 
126
  ***
 
127
  Search: What are phrase synonyms for "make use of"?
128
  https://www.powerthesaurus.org/make_use_of/synonyms
129
  Shortest to Longest:
 
134
  - seize on the merits of
135
  - draw on the strength of
136
  - tap into the potential of
 
137
  ***
 
138
  Search: What are phrase synonyms for "hurting itself"?
139
  https://www.powerthesaurus.org/hurting_itself/synonyms
140
  Shortest to Longest:
 
143
  - forfeiting its integrity
144
  - doing itself a disservice
145
  - evincing a lack of backbone
 
146
  ***
 
147
  Search: What are phrase synonyms for "
148
  ```
149
  ```
 
151
  - unicamerical legislature
152
  - different from federal house and senate
153
  text: featuring a unicameral legislature, nebraska's political system stands in stark contrast to the federal model, comprised of a house and senate.
 
154
  ***
 
155
  - penny has practically no value
156
  - should be taken out of circulation
157
  - just as other coins have been in us history
 
159
  - value not enough
160
  - to make environmental consequences worthy
161
  text: all but valueless, the penny should be retired. as with other coins in american history, it has become defunct. too minute to warrant the environmental consequences of its production, it has outlived its usefulness.
 
162
  ***
 
163
  -
164
  ```
165
  ```
166
  original: sports teams are profitable for owners. [MASK], their valuations experience a dramatic uptick.
167
  infill: sports teams are profitable for owners. ( accumulating vast sums / stockpiling treasure / realizing benefits / cashing in / registering robust financials / scoring on balance sheets ), their valuations experience a dramatic uptick.
 
168
  ***
 
169
  original:
170
  ```
171
 
172
  ```
173
  wordy: classical music is becoming less popular more and more.
174
  Translate into Concise Text: interest in classic music is fading.
 
175
  ***
 
176
  wordy:
177
  ```
178
 
179
  ```
180
  sweet: savvy voters ousted him.
181
  longer: voters who were informed delivered his defeat.
 
182
  ***
 
183
  sweet:
184
  ```
185
 
 
189
  3: in 2022, commercial space company spacex has its sights set on undertaking 52 flights.
190
  4: 52 flights are in the pipeline for 2022, according to spacex, a commercial space company.
191
  5: a commercial space company, spacex aims to conduct 52 flights in 2022.
 
192
  ***
 
193
  1:
194
  ```
195
 
 
201
  □ encourage political participation
202
  □ often serve humanitarian functions
203
  □ work for social, economic, or environmental change
 
204
  ***
 
205
  what are the drawbacks of living near an airbnb?
206
  □ noise
207
  □ parking
208
  □ traffic
209
  □ security
210
  □ strangers
 
211
  ***
212
  ```
213
 
 
215
  ```
216
  original: musicals generally use spoken dialogue as well as songs to convey the story. operas are usually fully sung.
217
  adapted: musicals generally use spoken dialogue as well as songs to convey the story. ( in a stark departure / on the other hand / in contrast / by comparison / at odds with this practice / far from being alike / in defiance of this standard / running counter to this convention ), operas are usually fully sung.
 
218
  ***
 
219
  original: akoya and tahitian are types of pearls. akoya pearls are mostly white, and tahitian pearls are naturally dark.
220
  adapted: akoya and tahitian are types of pearls. ( a far cry from being indistinguishable / easily distinguished / on closer inspection / setting them apart / not to be mistaken for one another / hardly an instance of mere synonymy / differentiating the two ), akoya pearls are mostly white, and tahitian pearls are naturally dark.
 
221
  ***
 
222
  original:
223
  ```
224
 
225
  ```
226
  original: had trouble deciding.
227
  translated into journalism speak: wrestled with the question, agonized over the matter, furrowed their brows in contemplation.
 
228
  ***
 
229
  original:
230
  ```
231
 
232
  ```
233
  input: not loyal
234
  1800s english: ( two-faced / inimical / perfidious / duplicitous / mendacious / double-dealing / shifty ).
 
235
  ***
 
236
  input:
237
  ```
238
 
239
  ```
240
  first: ( was complicit in / was involved in ).
241
  antonym: ( was blameless / was not an accomplice to / had no hand in / was uninvolved in ).
 
242
  ***
 
243
  first: ( have no qualms about / see no issue with ).
244
  antonym: ( are deeply troubled by / harbor grave reservations about / have a visceral aversion to / take ( umbrage at / exception to ) / are wary of ).
 
245
  ***
 
246
  first: ( do not see eye to eye / disagree often ).
247
  antonym: ( are in sync / are united / have excellent rapport / are like-minded / are in step / are of one mind / are in lockstep / operate in perfect harmony / march in lockstep ).
 
248
  ***
 
249
  first:
250
  ```
251
 
252
  ```
253
  stiff with competition, law school {A} is the launching pad for countless careers, {B} is a crowded field, {C} ranks among the most sought-after professional degrees, {D} is a professional proving ground.
 
254
  ***
 
255
  languishing in viewership, saturday night live {A} is due for a creative renaissance, {B} is no longer a ratings juggernaut, {C} has been eclipsed by its imitators, {C} can still find its mojo.
 
256
  ***
 
257
  dubbed the "manhattan of the south," atlanta {A} is a bustling metropolis, {B} is known for its vibrant downtown, {C} is a city of rich history, {D} is the pride of georgia.
 
258
  ***
 
259
  embattled by scandal, harvard {A} is feeling the heat, {B} cannot escape the media glare, {C} is facing its most intense scrutiny yet, {D} is in the spotlight for all the wrong reasons.
260
  ```
261
 
 
263
 
264
  ```
265
  his contention [blank] by the evidence [sep] was refuted [answer]
 
266
  ***
 
267
  few sights are as [blank] new york city as the colorful, flashing signage of its bodegas [sep] synonymous with [answer]
 
268
  ***
 
269
  when rick won the lottery, all of his distant relatives [blank] his winnings [sep] clamored for [answer]
 
270
  ***
 
271
  the library’s quiet atmosphere encourages visitors to [blank] in their work [sep] immerse themselves [answer]
 
272
  ***
 
273
  the joy of sport is that no two games are alike. for every exhilarating experience, however, there is an interminable one. the national pastime, unfortunately, has a penchant for the latter. what begins as a summer evening at the ballpark can quickly devolve into a game of tedium. the primary culprit is the [blank] of play. from batters readjusting their gloves to fielders spitting on their mitts, the action is [blank] unnecessary interruptions. the sport's future is [blank] if these tendencies are not addressed [sep] plodding pace [answer] riddled with [answer] bleak [answer]
 
274
  ***
 
275
  microsoft word's [blank] pricing [blank] competition [sep] unconscionable [answer] invites [answer]
 
276
  ***
277
  ```
278
 
279
  ```
280
  original: microsoft word's [MASK] pricing invites competition.
281
  Translated into the Style of Abraham Lincoln: microsoft word's unconscionable pricing invites competition.
 
282
  ***
 
283
  original: the library’s quiet atmosphere encourages visitors to [blank] in their work.
284
  Translated into the Style of Abraham Lincoln: the library’s quiet atmosphere encourages visitors to immerse themselves in their work.
285
  ```
 
288
  ```
289
  Essay Intro (National Parks):
290
  text: tourists are at ease in the national parks, ( swept up in the beauty of their natural splendor ).
 
291
  ***
 
292
  Essay Intro (D.C. Statehood):
293
  washington, d.c. is a city of outsize significance, ( ground zero for the nation's political life / center stage for the nation's political machinations ).
294
  ```
 
300
  characterization 3: helmed by superstar Stephen Curry.
301
  characterization 4: perched atop the league’s hierarchy.
302
  characterization 5: boasting a litany of hall-of-famers.
 
303
  ***
 
304
  topic: emojis.
305
  characterization 1: shorthand for a digital generation.
306
  characterization 2: more versatile than words.
 
308
  characterization 4: a form of self-expression.
309
  characterization 5: quintessentially millennial.
310
  characterization 6: reflective of a tech-centric world.
 
311
  ***
 
312
  topic:
313
  ```
314
 
315
 
316
  ```
 
317
  regular: illinois went against the census' population-loss prediction by getting more residents.
318
  VBG: defying the census' prediction of population loss, illinois experienced growth.
 
319
  ***
 
320
  regular: microsoft word’s high pricing increases the likelihood of competition.
321
  VBG: extortionately priced, microsoft word is inviting competition.
 
322
  ***
 
323
  regular:
324
  ```
325
 
 
328
  QUERY: Based on the given topic, can you develop a story outline?
329
  target: (1) games played with racquets are popular, (2) just look at tennis and ping pong, (3) but badminton underappreciated, (4) fun, fast-paced, competitive, (5) needs to be marketed more
330
  text: the sporting arena is dominated by games that are played with racquets. tennis and ping pong, in particular, are immensely popular. somewhat curiously, however, badminton is absent from this pantheon. exciting, fast-paced, and competitive, it is an underappreciated pastime. all that it lacks is more effective marketing.
 
331
  ***
 
332
  source: movies in theaters should be free.
333
  QUERY: Based on the given topic, can you develop a story outline?
334
  target: (1) movies provide vital life lessons, (2) many venues charge admission, (3) those without much money
335
  text: the lessons that movies impart are far from trivial. the vast catalogue of cinematic classics is replete with inspiring sagas of friendship, bravery, and tenacity. it is regrettable, then, that admission to theaters is not free. in their current form, the doors of this most vital of institutions are closed to those who lack the means to pay.
 
336
  ***
 
337
  source:
338
  ```
339
 
340
  ```
 
341
  in the private sector, { transparency } is vital to the business’s credibility. the { disclosure of information } can be the difference between success and failure.
 
342
  ***
 
343
  the labor market is changing, with { remote work } now the norm. this { flexible employment } allows the individual to design their own schedule.
 
344
  ***
 
345
  the { cubicle } is the locus of countless grievances. many complain that the { enclosed workspace } restricts their freedom of movement.
 
346
  ***
 
347
  ```
348
 
349
  ```
 
353
  (b) share in the promise of the american dream
354
  (c) start anew in the land of opportunity
355
  (d) make landfall on the united states
 
356
  ***
 
357
  in the private sector, { transparency } is vital to the business’s credibility. this orientation can be the difference between success and failure.
358
  question: what does “this orientation” mean in the above context?
359
  (a) visible business practices
 
363
  ```
364
 
365
  ```
 
366
  example: suppose you are a teacher. further suppose you want to tell an accurate telling of history. then suppose a parent takes offense. they do so in the name of name of their kid. this happens a lot.
367
  text: educators' responsibility to remain true to the historical record often clashes with the parent's desire to shelter their child from uncomfortable realities.
 
368
  ***
 
369
  example: suppose you are a student at college. now suppose you have to buy textbooks. that is going to be worth hundreds of dollars. given how much you already spend on tuition, that is going to hard cost to bear.
370
  text: the exorbitant cost of textbooks, which often reaches hundreds of dollars, imposes a sizable financial burden on the already-strapped college student.
371
  ```
372
 
373
  ```
374
  <Prefix> the atlanta hawks may attribute <Prefix> <Suffix> trae young <Suffix> <Middle> their robust season to <Middle>
 
375
  ***
 
376
  <Prefix> the nobel prize in literature <Prefix> <Suffix> honor <Suffix> <Middle> is a singularly prestigious <Middle>
377
  ```
378
 
 
391
  ```
392
  description: when someone thinks that their view is the only right one.
393
  synonyms: intolerant, opinionated, narrow-minded, insular, self-righteous.
 
394
  ***
 
395
  description: when you put something off.
396
  synonyms: shelve, defer, table, postpone.
397
  ```
 
406
  *Note* Of all the masking techniques, this one works the best.
407
  ```
408
  <Prefix> the atlanta hawks may attribute <Prefix> <Suffix> trae young <Suffix> <Middle> their robust season to <Middle>
 
409
  ***
 
410
  <Prefix> the nobel prize in literature <Prefix> <Suffix> honor <Suffix> <Middle> is a singularly prestigious <Middle>
411
  ```
412
 
413
  ```
 
414
  essence: when someone's views are keeping within reasonable.
415
  refine: the senator's voting record is ( moderate / centrist / pragmatic / balanced / fair-minded / even-handed ).
 
416
  ***
 
417
  essence: when things are worked through in a petty way.
418
  refine: the propensity of the u.s. congress to settle every dispute by way of ( mudslinging / bickering / demagoguery / name-calling / finger-pointing / vilification ) is appalling.
419
  ```