wanyu/IteraTeR_full_sent huggingface dataset:
Original:  To tacklethese problems, we evaluate the feasibility of thoseexisting methods for imbalanced image classifica-tion problem on graphs with extensive experiments, and present a new method to alleviate the imbal-anced labels and also augment graph representa-tions using a Reverse-Imbalance Weighted Sam-pling (RIWS) strategy, followed with insightfulanalyses and discussions.
Revised:  To tacklethese problems, we evaluate the feasibility of thoseexisting methods for imbalanced image classifica-tion problem on graphs with extensive experiments, and present a new method to alleviate the imbalanced labels and also augment graph representa-tions using a Reverse-Imbalance Weighted Sam-pling (RIWS) strategy, followed with insightfulanalyses and discussions.
Edit intent: fluency
Original:  To tacklethese problems, we evaluate the feasibility of thoseexisting methods for imbalanced image classifica-tion problem on graphs with extensive experiments, and present a new method to alleviate the imbal-anced labels and also augment graph representa-tions using a Reverse-Imbalance Weighted Sam-pling (RIWS) strategy, followed with insightfulanalyses and discussions.
Revised:  To tacklethese problems, we evaluate the feasibility of thoseexisting methods for imbalanced image classifica-tion problem on graphs with extensive experiments, and present a new method to alleviate the imbal-anced labels and also augment graph representations using a Reverse-Imbalance Weighted Sam-pling (RIWS) strategy, followed with insightfulanalyses and discussions.
Edit intent: fluency
Original:  To tacklethese problems, we evaluate the feasibility of thoseexisting methods for imbalanced image classifica-tion problem on graphs with extensive experiments, and present a new method to alleviate the imbal-anced labels and also augment graph representa-tions using a Reverse-Imbalance Weighted Sam-pling (RIWS) strategy, followed with insightfulanalyses and discussions.
Revised:  To tacklethese problems, we evaluate the feasibility of thoseexisting methods for imbalanced image classifica-tion problem on graphs with extensive experiments, and present a new method to alleviate the imbal-anced labels and also augment graph representa-tions using a Reverse-Imbalance Weighted Sampling (RIWS) strategy, followed with insightfulanalyses and discussions.
Edit intent: fluency
Original:  To tacklethese problems, we evaluate the feasibility of thoseexisting methods for imbalanced image classifica-tion problem on graphs with extensive experiments, and present a new method to alleviate the imbal-anced labels and also augment graph representa-tions using a Reverse-Imbalance Weighted Sam-pling (RIWS) strategy, followed with insightfulanalyses and discussions.
Revised:  To tacklethese problems, we evaluate the feasibility of thoseexisting methods for imbalanced image classifica-tion problem on graphs with extensive experiments, and present a new method to alleviate the imbal-anced labels and also augment graph representa-tions using a Reverse-Imbalance Weighted Sam-pling (RIWS) strategy, followed with insightful analyses and discussions.
Edit intent: fluency
Original:  While the simple model agrees well with market data on long time scales, it cannot explain the observed market trends over time horizons from one month to one year. In a next step, the approach should therefore be extended to other models of critical dynamics and to general network topologies.
Revised:  While the simple model agrees well with market data on long time scales, it cannot explain the observed short-term auto-correlations, the model should be extended beyond the critical domain, to other network topologies, and to other models of critical dynamics and to general network topologies.
Edit intent: meaning-changed
Original:  Availability  : The source code, the models, and the data sets are available at URL Contact: arzucan.ozgur@boun.edu.tr, elif.ozkirimli@roche.com
Revised:  Availability and Implementation : The source code, the models, and the data sets are available at URL Contact: arzucan.ozgur@boun.edu.tr, elif.ozkirimli@roche.com
Edit intent: meaning-changed
Original:  Availability  : The source code, the models, and the data sets are available at URL Contact: arzucan.ozgur@boun.edu.tr, elif.ozkirimli@roche.com
Revised:  Availability : The source code, the models, and the datasets are freely available for download at URL implementation in Python3, and supported for Linux, MacOS and MS Windows. Contact: arzucan.ozgur@boun.edu.tr, elif.ozkirimli@roche.com
Edit intent: meaning-changed
Original:  The Anti-Poverty Committee (APC) has taken full responsibility for four people splattering latex paint on the front of British Columbia premier Gordon Campbell's office in Vancouver Thursday afternoon .
Revised: A group of Olympic protesters tried to break into British Columbia premier Gordon Campbell's office in Vancouver Thursday afternoon and splattered paint on the entrance. The Anti-Poverty Committee (APC) has taken full responsibility for four people splattering latex paint on the front of British Columbia premier Gordon Campbell's office in Vancouver Thursday afternoon .
Edit intent: meaning-changed
Original:    The paint represented three official colours of the Olympic flag;
Revised:  "Just after 2 p.m. a group of people attended the premier's office … and threw paint on the exterior of the building," said Const. Jana McGuinness of the Vancouver Police Department. "This is a criminal charge. This is mischief, so if charges are warranted we'll definitely be laying charges." The paint represented three official colours of the Olympic flag;
Edit intent: meaning-changed
Original:  Attorney General of British Columbia Wally Oppal spoke out against the group : "It's disturbing when you have people like these, who are continually intimidating law-abiding citizens  and I think the public is getting sick and tired of this group."
Revised:  Attorney General of British Columbia Wally Oppal spoke out against the group , "It's disturbing when you have people like these, who are continually intimidating law-abiding citizens and I think the public is getting sick and tired of this group."
Edit intent: fluency
Original:  Attorney General of British Columbia Wally Oppal spoke out against the group : "It's disturbing when you have people like these, who are continually intimidating law-abiding citizens  and I think the public is getting sick and tired of this group."
Revised:  Attorney General of British Columbia Wally Oppal spoke out against the group : "It's disturbing when you have people like these, who are continually intimidating law-abiding citizens , and I think the public is getting sick and tired of this group."
Edit intent: fluency
Original:  Cunningham said the group will not stop the "criminal acts" until the government's budget surplus is spent on social housing and on the citizen's . "Just after 2 p.m. a group of people attended the premier's office …
Revised:  Cunningham said the group will not stop the "criminal acts" until the government's budget surplus is spent on social housing and on the citizen's "Just after 2 p.m. a group of people attended the premier's office …
Edit intent: fluency
Original:  Cunningham said the group will not stop the "criminal acts" until the government's budget surplus is spent on social housing and on the citizen's . "Just after 2 p.m. a group of people attended the premier's office … and threw paint on the exterior of the building," said Const. Jana McGuinness of the Vancouver Police Department. "This is a criminal charge. This is mischief, so if charges are warranted we'll definitely be laying charges."
Revised:  Cunningham said the group will not stop the "criminal acts" until the government's budget surplus is spent on social housing and on the citizen's . 
Edit intent: coherence
Original:  In an article published Tuesday, the Sydney Morning Herald reported that former Novell computer scientist Jeff Merkey alleged Wales had made edits to his article on his behalf, in exchange for a donation to the Wikimedia Foundation.
Revised:  In an article published Tuesday, the reported that former Novell computer scientist Jeff Merkey alleged Wales had made edits to his article on his behalf, in exchange for a donation to the Wikimedia Foundation.
Edit intent: clarity
Original:  Merkey made a donation of USD$5,000 to the Wikimedia Foundation, and Wales made edits to the Wikipedia article about Merkey around the same time. Merkey published his claims on a public Wikimedia mailing list and sent a statement to The Associated Press. In a response Wales called Merkey's statements "nonsense", saying "Of course I would never offer, nor accept any offer, whereby a donation would buy someone special editorial treatment in the encyclopedia. I do routinely assist people with WP:BLP issues, and I do courtesies for many people. Donations have no bearing on that at all." WP:BLP refers to Wikipedia's policy regarding biographies of living persons on the encyclopedia. After deleting the Wikipedia article about Merkey in 2006, Wales wrote to Wikipedia editors he had done so "because of the unpleasantness of it" and requested that they "be extra careful here to be courteous and assume good faith". After erasing the article, Wales placed the article under protection with editing access limited to established users. Merkey ceased his $ 5,    000.00 per year payments to the Wikimedia Foundation after reviewing what he called "evidence of diversion and mismanagement of the charities funds by Wales and the Wikimedia Board of Trustees".
Revised:  Merkey made a donation of 5, 000.00 per year payments to the Wikimedia Foundation after reviewing what he called "evidence of diversion and mismanagement of the charities funds by Wales and the Wikimedia Board of Trustees".
Edit intent: meaning-changed
Original:  Merkey ceased his $ 5,    000.00 per year payments to the Wikimedia Foundation after reviewing what he called "evidence of diversion and mismanagement of the charities funds by Wales and the Wikimedia Board of Trustees".
Revised:  Merkey ceased his $ 5, 000 to the Wikimedia Foundation, and Wales made edits to the Wikipedia article about Merkey around the same time. Merkey published his claims on a public Wikimedia mailing list and sent a statement to . 000.00 per year payments to the Wikimedia Foundation after reviewing what he called "evidence of diversion and mismanagement of the charities funds by Wales and the Wikimedia Board of Trustees".
Edit intent: meaning-changed
Original:  Merkey ceased his $ 5,    000.00 per year payments to the Wikimedia Foundation after reviewing what he called "evidence of diversion and mismanagement of the charities funds by Wales and the Wikimedia Board of Trustees".
Revised:  Merkey ceased his $ 5, In a response Wales called Merkey's statements "nonsense", saying "Of course I would never offer, nor accept any offer, whereby a donation would buy someone special editorial treatment in the encyclopedia. I do routinely assist people with WP:BLP issues, and I do courtesies for many people. Donations have no bearing on that at all." refers to Wikipedia's policy regarding biographies of living persons on the encyclopedia. 000.00 per year payments to the Wikimedia Foundation after reviewing what he called "evidence of diversion and mismanagement of the charities funds by Wales and the Wikimedia Board of Trustees".
Edit intent: meaning-changed
Original:  Merkey ceased his $ 5,    000.00 per year payments to the Wikimedia Foundation after reviewing what he called "evidence of diversion and mismanagement of the charities funds by Wales and the Wikimedia Board of Trustees".
Revised:  Merkey ceased his $ 5, After deleting the Wikipedia article about Merkey in 2006, Wales wrote to Wikipedia editors he had done so "because of the unpleasantness of it" and requested that they "be extra careful here to be courteous and assume good faith". After erasing the article, Wales placed the article under protection with editing access limited to established users. Merkey ceased his $5, 000.00 per year payments to the Wikimedia Foundation after reviewing what he called "evidence of diversion and mismanagement of the charities funds by Wales and the Wikimedia Board of Trustees".
Edit intent: meaning-changed
Original:  In a statement responding to a post about the incident on the site Techtree.com, Wikimedia Foundation's Head of Communications Jay Walsh addressed the Foundation's principles regarding conflict of interest : "The Wikimedia Foundation (the Foundation which operates and maintains Wikipedia and other free knowledge projects) has never solicited or accepted donations for the purposes of making edits or offering protection to Wikipedia articles.
Revised:  In a statement responding to a post about the incident on the site Techtree.com, Wikimedia Foundation's Head of Communications addressed the Foundation's principles regarding conflict of interest : "The Wikimedia Foundation (the Foundation which operates and maintains Wikipedia and other free knowledge projects) has never solicited or accepted donations for the purposes of making edits or offering protection to Wikipedia articles.
Edit intent: clarity
Original:  In a statement responding to a post about the incident on the site Techtree.com, Wikimedia Foundation's Head of Communications Jay Walsh addressed the Foundation's principles regarding conflict of interest : "The Wikimedia Foundation (the Foundation which operates and maintains Wikipedia and other free knowledge projects) has never solicited or accepted donations for the purposes of making edits or offering protection to Wikipedia articles.
Revised:  In a statement responding to a post about the incident on the site Techtree.com, Wikimedia Foundation's Head of Communications Jay Walsh addressed the Foundation's principles regarding : "The Wikimedia Foundation (the Foundation which operates and maintains Wikipedia and other free knowledge projects) has never solicited or accepted donations for the purposes of making edits or offering protection to Wikipedia articles.
Edit intent: clarity
Original:  The Wikipedia Signpost , Wikipedia's community-written and community-edited newspaper, reported that a Wikipedia user account used by Merkey was blocked in October 2005 for "Personal attacks, legal threats, harassment, disruption".
Revised:  , Wikipedia's community-written and community-edited newspaper, reported that a Wikipedia user account used by Merkey was blocked in October 2005 for "Personal attacks, legal threats, harassment, disruption".
Edit intent: coherence
Original:  Last week Jimmy Wales faced accusations by former Wikimedia Foundation executive Danny Wool that he misused the non-profit organization 's funds, and attempted to expense a visit to a Moscow massage parlor and high-priced bottles of wine.
Revised:  Last week Jimmy Wales faced accusations by former Wikimedia Foundation executive Danny Wool that he misused the 's funds, and attempted to expense a visit to a Moscow massage parlor and high-priced bottles of wine.
Edit intent: clarity
Original:  In an interview with CNET TV , Wikimedia Foundation Executive Director Sue Gardner described Wool as "a disgruntled former employee" and called his claims "a whole bunch of unsubstantiated rumors and gossip".
Revised:  In an interview with , Wikimedia Foundation Executive Director Sue Gardner described Wool as "a disgruntled former employee" and called his claims "a whole bunch of unsubstantiated rumors and gossip".
Edit intent: coherence
Original:  In an interview with CNET TV , Wikimedia Foundation Executive Director Sue Gardner described Wool as "a disgruntled former employee" and called his claims "a whole bunch of unsubstantiated rumors and gossip".
Revised:  In an interview with CNET TV , Wikimedia Foundation Executive Director described Wool as "a disgruntled former employee" and called his claims "a whole bunch of unsubstantiated rumors and gossip".
Edit intent: clarity
Original: Jeff " Legenday One " Yang has completed the first stage of [   [ [   ]  [  the race and is currently in first place and wearing a blessed jerseygiven to him by the Ruby Buddha  
Revised: Jeff " Legenday One " , set up for basic bicycle sport promotion. Two cyclists from Merida Europe Team crossed the finish line firstly. Giant Asia Racing Team, the Team Champion in this series. A 72-golden-hour race of 2008 Tour de Taiwan in the Taipei-Keelung metropolitan area came to an end after entering the Taipei Xinyi Shopping Area as the final stage today. Before the main race, the organizer, Chinese Taipei Cycling Association held "The 3rd Taipei Citizen Elimination Road Race" to examine the achievements of basic cycling promotion. Even though its racing scale is one third of the Taipei Stage (60 laps, 1 km/lap), but several local cycling clubs and senior cyclists participated in this promotional race. [ [ [ ] [ the race and is currently in first place and wearing a blessed jerseygiven to him by the Ruby Buddha 
Edit intent: meaning-changed
Original: Jeff " Legenday One " Yang has completed the first stage of [   [ [   ]  [  the race and is currently in first place and wearing a blessed jerseygiven to him by the Ruby Buddha  
Revised: Jeff " Legenday One " Yang has completed the first stage of Kuan-hua Lai, a cyclist from Giant Asia Racing Team, the current Taiwan leader of Tour de Taiwan, spoke to Wikinews Reporter Rico Shen before racing: "Since we[ [ [ ] [ the race and is currently in first place and wearing a blessed jerseygiven to him by the Ruby Buddha 
Edit intent: meaning-changed
Original: Jeff " Legenday One " Yang has completed the first stage of [   [ [   ]  [  the race and is currently in first place and wearing a blessed jerseygiven to him by the Ruby Buddha  
Revised: Jeff " Legenday One " Yang has completed the first stage of [the Team [ [ ] [ the race and is currently in first place and wearing a blessed jerseygiven to him by the Ruby Buddha 
Edit intent: meaning-changed
Original: Jeff " Legenday One " Yang has completed the first stage of [   [ [   ]  [  the race and is currently in first place and wearing a blessed jerseygiven to him by the Ruby Buddha  
Revised: Jeff " Legenday One " Yang has completed the first stage of [ took the leading from Changhua County Stage until now, we were still be cautious of this current status because the competitors just lost behind within 15 seconds." And also, he commented about an "earlier suspension" incident in the same stage in 2007: "I didn't participate in this series last year. However, with several cyclists' actual strengths in several criterium stages, I think that the same incident won't take place again this year." [ [ ] [ the race and is currently in first place and wearing a blessed jerseygiven to him by the Ruby Buddha 
Edit intent: meaning-changed
Original: Jeff " Legenday One " Yang has completed the first stage of [   [ [   ]  [  the race and is currently in first place and wearing a blessed jerseygiven to him by the Ruby Buddha  
Revised: Jeff " Legenday One " Yang has completed the first stage of [ In the main race, due to a very close actual strength, not everyone can took the leading for a long-period especially in Asian cyclists' competition. As a result in the middle-end section, the main group extremity controlled the condition of this race. Finally, Marek Wesoły from Merida Europe Team won his second stage champion in this stage since he got former stage champion in Pingtung County. With the stage champion went to Wesoły, John Murphy firmly won the overall champion in this series after 8 stages' racing. [ [ ] [ the race and is currently in first place and wearing a blessed jerseygiven to him by the Ruby Buddha 
Edit intent: meaning-changed
Original: Jeff " Legenday One " Yang has completed the first stage of [   [ [   ]  [  the race and is currently in first place and wearing a blessed jerseygiven to him by the Ruby Buddha  
Revised: Jeff " Legenday One " Yang has completed the first stage of [ By the way, Kuan-hua Lai not only won the Taiwan Champion and was voted as the "Most Popular Taiwanese Cyclist", but also helped his team (Giant Asia Racing Team) to win the Team Champion in this series. After the race, He commented about this race: "Even though we got a great difference after we[ [ ] [ the race and is currently in first place and wearing a blessed jerseygiven to him by the Ruby Buddha 
Edit intent: meaning-changed
Original: Jeff " Legenday One " Yang has completed the first stage of [   [ [   ]  [  the race and is currently in first place and wearing a blessed jerseygiven to him by the Ruby Buddha  
Revised: Jeff " Legenday One " Yang has completed the first stage of [ [the Team [ ] [ the race and is currently in first place and wearing a blessed jerseygiven to him by the Ruby Buddha 
Edit intent: meaning-changed
Original: Jeff " Legenday One " Yang has completed the first stage of [   [ [   ]  [  the race and is currently in first place and wearing a blessed jerseygiven to him by the Ruby Buddha  
Revised: Jeff " Legenday One " Yang has completed the first stage of [ [ got the lead from Changhua[ ] [ the race and is currently in first place and wearing a blessed jerseygiven to him by the Ruby Buddha 
Edit intent: meaning-changed
Original: Jeff " Legenday One " Yang has completed the first stage of [   [ [   ]  [  the race and is currently in first place and wearing a blessed jerseygiven to him by the Ruby Buddha  
Revised: Jeff " Legenday One " Yang has completed the first stage of [ [ [stage ] [ the race and is currently in first place and wearing a blessed jerseygiven to him by the Ruby Buddha 
Edit intent: meaning-changed
Original: Jeff " Legenday One " Yang has completed the first stage of [   [ [   ]  [  the race and is currently in first place and wearing a blessed jerseygiven to him by the Ruby Buddha  
Revised: Jeff " Legenday One " Yang has completed the first stage of [ [ [ , but we got a damn difficult situation because the competitors just lost behind within a small difference. Because of this issue, we cautiously chose some roads to do several attacks to keep the leading to the end." ] [ the race and is currently in first place and wearing a blessed jerseygiven to him by the Ruby Buddha 
Edit intent: meaning-changed
Original: Jeff " Legenday One " Yang has completed the first stage of [   [ [   ]  [  the race and is currently in first place and wearing a blessed jerseygiven to him by the Ruby Buddha  
Revised: Jeff " Legenday One " Yang has completed the first stage of [ [ [ And he also commented about the "DAMN" crash incident yesterday to Wikinews Reporter Rico Shen: "It's unable to prevent the crash. But mostly, cyclists without concentrations to a race ] [ the race and is currently in first place and wearing a blessed jerseygiven to him by the Ruby Buddha 
Edit intent: meaning-changed
Original: Jeff " Legenday One " Yang has completed the first stage of [   [ [   ]  [  the race and is currently in first place and wearing a blessed jerseygiven to him by the Ruby Buddha  
Revised: Jeff " Legenday One " Yang has completed the first stage of [ [ [ or a game] [ the race and is currently in first place and wearing a blessed jerseygiven to him by the Ruby Buddha 
Edit intent: meaning-changed
Original: Jeff " Legenday One " Yang has completed the first stage of [   [ [   ]  [  the race and is currently in first place and wearing a blessed jerseygiven to him by the Ruby Buddha  
Revised: Jeff " Legenday One " Yang has completed the first stage of [ [ [ ] will bring on crash in a race. If a cyclist want to prevent a crash, a cyclist should focus on the race in any time and any where." [ the race and is currently in first place and wearing a blessed jerseygiven to him by the Ruby Buddha 
Edit intent: meaning-changed