wanyu/IteraTeR_v2 huggingface dataset:
Original:  The agency defends military networks with a classfied system named Tutelage which can decide how to handle malware intrusions (  to block them or look more closely).
Revised:  The agency defends military networks with a classfied system named Tutelage which can decide how to handle malware intrusions ( to block them or to investigate more closely).
Edit intent: clarity
Original:  DHS's intrusion detection program called Einstein version 3  is in development and version 2 is being deployed.
Revised:  DHS's intrusion detection program , Einstein version 3 is in development and version 2 is being deployed.
Edit intent: clarity
Original:  DHS's intrusion detection program called Einstein version 3  is in development and version 2 is being deployed.
Revised:  DHS's intrusion detection program called Einstein version 3 , is in development and version 2 is being deployed.
Edit intent: fluency
Original:  DHS's intrusion detection program called Einstein version 3  is in development and version 2 is being deployed.
Revised:  DHS's intrusion detection program called Einstein version 3 is in development as version 2 is being deployed.
Edit intent: clarity
Original:  AT&T, the chosen test site under Bush, sought assurances from the new administration to determine what elements of Einstein 3 to preserve.
Revised:  AT&T, the chosen test site under Bush, sought assurance from the Obama administration to determine what elements of Einstein 3 to preserve.
Edit intent: clarity
Original:  In 2006 the Electronic Frontier Foundation filed a class action lawsuit , Hepting v. AT&T which is awaiting decision , against AT&T who under the Bush administration permitted the NSA to look at domestic communications without a warrant.
Revised:  In 2006 the Electronic Frontier Foundation filed the class action lawsuit , Hepting v. AT&T which is awaiting decision , against AT&T who under the Bush administration permitted the NSA to look at domestic communications without a warrant.
Edit intent: fluency
Original:  In 2006 the Electronic Frontier Foundation filed a class action lawsuit , Hepting v. AT&T which is awaiting decision , against AT&T who under the Bush administration permitted the NSA to look at domestic communications without a warrant.
Revised:  In 2006 the Electronic Frontier Foundation filed a class action lawsuit Hepting v. AT&T which is awaiting decision , against AT&T who under the Bush administration permitted the NSA to look at domestic communications without a warrant.
Edit intent: fluency
Original:  In 2006 the Electronic Frontier Foundation filed a class action lawsuit , Hepting v. AT&T which is awaiting decision , against AT&T who under the Bush administration permitted the NSA to look at domestic communications without a warrant.
Revised:  In 2006 the Electronic Frontier Foundation filed a class action lawsuit , Hepting v. AT&T -- currently awaiting decision -- against AT&T who under the Bush administration permitted the NSA to look at domestic communications without a warrant.
Edit intent: clarity
Original:  In 2006 the Electronic Frontier Foundation filed a class action lawsuit , Hepting v. AT&T which is awaiting decision , against AT&T who under the Bush administration permitted the NSA to look at domestic communications without a warrant.
Revised:  In 2006 the Electronic Frontier Foundation filed a class action lawsuit , Hepting v. AT&T which is awaiting decision , against AT&T , which under the Bush administration permitted the NSA to look at domestic communications without a warrant.
Edit intent: fluency
Original:  NSA's intelligence gathering is limited  to foreign communications.
Revised:  NSA's intelligence gathering is limited only to foreign communications.
Edit intent: clarity
Original:  NSA director Keith B. Alexander said in April 2009 that the NSA will help  but does not want to take charge.
Revised:  NSA director Keith B. Alexander said in April 2009 that the NSA will help , but does not want to take charge.
Edit intent: fluency
Original:  Several persons including Rod Beckstrom  who resigned over the issue as head of the National Cyber Security Center (NCSC);
Revised:  Several people— including Rod Beckstrom who resigned over the issue as head of the National Cyber Security Center (NCSC);
Edit intent: fluency
Original:  Several persons including Rod Beckstrom  who resigned over the issue as head of the National Cyber Security Center (NCSC);
Revised:  Several persons including Rod Beckstrom , who resigned over the issue as head of the National Cyber Security Center (NCSC);
Edit intent: fluency
Original:  and Leslie Harris, president and CEO of CDT—and not Dennis Blair who is the  Director of National Intelligence  — had urged the administration to keep the Department of Homeland Security in charge despite its low scores because the NSA is a spy agency
Revised:  and Leslie Harris, president and CEO of CDT—and not Dennis Blair and Director of National Intelligence — had urged the administration to keep the Department of Homeland Security in charge despite its low scores because the NSA is a spy agency
Edit intent: clarity
Original:  and Leslie Harris, president and CEO of CDT—and not Dennis Blair who is the  Director of National Intelligence  — had urged the administration to keep the Department of Homeland Security in charge despite its low scores because the NSA is a spy agency
Revised:  and Leslie Harris, president and CEO of CDT—and not Dennis Blair who is the w: Director of National Intelligence — had urged the administration to keep the Department of Homeland Security in charge despite its low scores because the NSA is a spy agency
Edit intent: fluency
Original:  and Leslie Harris, president and CEO of CDT—and not Dennis Blair who is the  Director of National Intelligence  — had urged the administration to keep the Department of Homeland Security in charge despite its low scores because the NSA is a spy agency
Revised:  and Leslie Harris, president and CEO of CDT—and not Dennis Blair who is the Director of National Intelligence — have urged the Obama administration to keep the Department of Homeland Security in charge despite its low scores because the NSA is a spy agency
Edit intent: clarity
Original:  and Leslie Harris, president and CEO of CDT—and not Dennis Blair who is the  Director of National Intelligence  — had urged the administration to keep the Department of Homeland Security in charge despite its low scores because the NSA is a spy agency
Revised:  and Leslie Harris, president and CEO of CDT—and not Dennis Blair who is the Director of National Intelligence — had urged the administration to keep the Department of Homeland Security in charge despite its low scores , because, they claim, the NSA is a spy agency
Edit intent: clarity
Original:  Whatever makes it, makes it and whatever doesn't, doesn't", Cordova reported  
Revised:  Whatever makes it, makes it and whatever doesn't, doesn't", Cordova reported . 
Edit intent: fluency
Original: Relentless drought and record-high temperatures are taking their toll on trees in  Houston, Texas.
Revised: Relentless drought and record-high temperatures are taking their toll on trees in and around Houston, Texas.
Edit intent: clarity
Original:  According to officials, young trees are in greatest danger;
Revised:  Officials say young trees are in greatest danger;
Edit intent: clarity
Original:  up to 20,000 trees planted since January are at risk.
Revised:  approximately 20,000 trees planted since January are at risk.
Edit intent: clarity
Original:  Last year's Hurricane Ike may have also played a roll in killing the plants  
Revised:  Last year's Hurricane Ike may have also played a roll in killing the plants . 
Edit intent: fluency
Original:  The U.S.-led push to confront militants and win-over local Afghans in the Taliban-controlled south continued Friday, with troops moving into more remote villages.
Revised:  The United States-led push to confront militants and win-over local Afghans in the Taliban-controlled south continued Friday, with troops moving into more remote villages.
Edit intent: fluency
Original:  Some 4,000 U.S. Marines and several hundred Afghan forces are taking up positions in southern Afghanistan's Helmand province - a remote militant stronghold that has largely resisted central government control.
Revised:  Some 4,000 U.S. Marines and several hundred Afghan forces are taking up positions in southern Afghanistan's Helmand Province, a remote militant stronghold that has largely resisted central government control.
Edit intent: fluency
Original: In eastern Afghanistan, U.S. officials say the military is using all available resources to find an American soldier believed to have been captured by militants in Paktika province on Tuesday.
Revised: In eastern Afghanistan, U.S. officials say the military is using all available resources to find an American soldier believed to have been captured by militants in Paktika Province on Tuesday.
Edit intent: fluency
Original:  Pakistan has re-deployed some of its troops to the border with Afghanistan to stop insurgents who may be fleeing the offensive in Helmand province
Revised:  Pakistan has re-deployed some of its troops to the border with Afghanistan to stop insurgents who may be fleeing the offensive in Helmand Province
Edit intent: fluency
Original:  Wattsi honours Keith Watts  who was the original person who discovered the bones , and donated them to Queensland Museum back in 1974.
Revised:  Wattsi honours Keith Watts , who was the original person who discovered the bones , and donated them to Queensland Museum back in 1974.
Edit intent: fluency
Original:  Wattsi honours Keith Watts  who was the original person who discovered the bones , and donated them to Queensland Museum back in 1974.
Revised:  Wattsi honours Keith Watts who was the original person who discovered the bones and donated them to Queensland Museum back in 1974.
Edit intent: fluency
Original:  This plant eating , tall, basal sauropod was nicknamed Clancy and has been said to resemble most closely a present day giraffe.
Revised:  This plant-eating , tall, basal sauropod was nicknamed Clancy and has been said to resemble most closely a present day giraffe.
Edit intent: fluency
Original:  This plant eating , tall, basal sauropod was nicknamed Clancy and has been said to resemble most closely a present day giraffe.
Revised:  This plant eating , tall, basal sauropod was nicknamed Clancy and has been said to resemble most closely a present-day giraffe.
Edit intent: fluency
Original:  (A Velociraptor skeleton pictured here.) ]] Australovenator wintonensis (Winton's Australian hunter) is named after Australia ( Australis in Latin ), and venator which translates from Latin meaning hunter.
Revised:  (A Velociraptor skeleton pictured here.) ]] Australovenator wintonensis (Winton's Australian hunter) is named after Australia ( from Latin Australis ), and venator which translates from Latin meaning hunter.
Edit intent: coherence
Original:  (A Velociraptor skeleton pictured here.) ]] Australovenator wintonensis (Winton's Australian hunter) is named after Australia ( Australis in Latin ), and venator which translates from Latin meaning hunter.
Revised:  (A Velociraptor skeleton pictured here.) ]] Australovenator wintonensis (Winton's Australian hunter) is named after Australia ( Australis in Latin ), and venator , the Latin word for hunter.
Edit intent: clarity
Original:  The name wintonensis again  from the town of Winton.
Revised:  The name wintonensis again means from the town of Winton.
Edit intent: clarity
Original:  Banjo and Matilda were both found entangled together in a 98 to 95 million year old billabong.
Revised:  Banjo and Matilda were both found entangled together in a 98 to 95 million-year-old billabong.
Edit intent: fluency
Original:  “The Australian Age of Dinosaurs Museum and Queensland Museum have successfully partnered to uncover this greatest concentration of dinosaur bones ever found in Australia,” said Bligh , “This State Government funded initiative has revealed to the world the first new sauropods to be named in Australia in over 75 years  and the most complete carnivorous dinosaur skeleton ever found in our country.
Revised:  “The Australian Age of Dinosaurs Museum and Queensland Museum have successfully partnered to uncover this greatest concentration of dinosaur bones ever found in Australia,” said Bligh . “This State Government funded initiative has revealed to the world the first new sauropods to be named in Australia in over 75 years and the most complete carnivorous dinosaur skeleton ever found in our country.
Edit intent: fluency
Original:  “The Australian Age of Dinosaurs Museum and Queensland Museum have successfully partnered to uncover this greatest concentration of dinosaur bones ever found in Australia,” said Bligh , “This State Government funded initiative has revealed to the world the first new sauropods to be named in Australia in over 75 years  and the most complete carnivorous dinosaur skeleton ever found in our country.
Revised:  “The Australian Age of Dinosaurs Museum and Queensland Museum have successfully partnered to uncover this greatest concentration of dinosaur bones ever found in Australia,” said Bligh , “This State Government-funded initiative has revealed to the world the first new sauropods to be named in Australia in over 75 years and the most complete carnivorous dinosaur skeleton ever found in our country.
Edit intent: fluency
Original:  “The Australian Age of Dinosaurs Museum and Queensland Museum have successfully partnered to uncover this greatest concentration of dinosaur bones ever found in Australia,” said Bligh , “This State Government funded initiative has revealed to the world the first new sauropods to be named in Australia in over 75 years  and the most complete carnivorous dinosaur skeleton ever found in our country.
Revised:  “The Australian Age of Dinosaurs Museum and Queensland Museum have successfully partnered to uncover this greatest concentration of dinosaur bones ever found in Australia,” said Bligh , “This State Government funded initiative has revealed to the world the first new sauropods to be named in Australia in over 75 years , and the most complete carnivorous dinosaur skeleton ever found in our country.
Edit intent: fluency
Original:  Wattsi honours Keith Watts, who was the original person who discovered the bones and donated them to Queensland Museum back in 1974.
Revised:  Wattsi honours Keith Watts, the original person who discovered the bones and donated them to Queensland Museum back in 1974.
Edit intent: coherence
Original:  He could run down most prey with ease over open ground," said Hucknell , “ He could run down most prey with ease over open ground.
Revised:  He could run down most prey with ease over open ground," said Hucknell . “ He could run down most prey with ease over open ground.
Edit intent: fluency
Original:  He could run down most prey with ease over open ground," said Hucknell , “ He could run down most prey with ease over open ground.
Revised:  He could run down most prey with ease over open ground," said Hucknell , “ 
Edit intent: fluency
Original: Diamantinasaurus matildae (  Matilda's Diamantina River Lizard  ) derives its name from the Diamantina River which meanders through Queensland, Australia, and the Greek word sauros, which means lizard.
Revised: Diamantinasaurus matildae ( Matilda's Diamantina River Lizard " ) derives its name from the Diamantina River which meanders through Queensland, Australia, and the Greek word sauros, which means lizard.
Edit intent: fluency
Original:  Matildae honours a national song of Australia, Waltzing Matilda penned by Banjo Patterson from the town of Winton.
Revised:  The name matildae honours a national song of Australia, Waltzing Matilda penned by Banjo Patterson from the town of Winton.
Edit intent: coherence
Original:  Matildae honours a national song of Australia, Waltzing Matilda penned by Banjo Patterson from the town of Winton.
Revised:  Matildae honours a national song of Australia, "Waltzing Matilda" penned by Banjo Patterson from the town of Winton.
Edit intent: fluency
Original:  Matilda was a very large and heavy species of a lithostrotian sauropod which has been compared to a gigantic modern-day hippopotamus.
Revised:  Matilda was a very large and heavy lithostrotian sauropod which has been compared to a gigantic modern-day hippopotamus.
Edit intent: clarity
Original:  Silhouette of a basal sauropod similar to Clancy , Winton's Giant Wintonotitan wattsi was named firstly for the town of Winton, followed by Titan, a giant in Greek mythology.
Revised:  Silhouette of a basal sauropod similar to "Clancy" , Winton's Giant Wintonotitan wattsi was named firstly for the town of Winton, followed by Titan, a giant in Greek mythology.
Edit intent: fluency
Original:  This plant-eating, tall, basal sauropod was nicknamed Clancy and has been said to resemble most closely a present-day giraffe.
Revised:  This plant-eating, tall, basal sauropod was nicknamed "Clancy" and has been said to resemble most closely a present-day giraffe.
Edit intent: fluency
Original:  This plant-eating, tall, basal sauropod was nicknamed Clancy and has been said to resemble most closely a present-day giraffe.
Revised:  This plant-eating, tall, basal sauropod was nicknamed Clancy and has been said to resemble a present-day giraffe.
Edit intent: clarity
Original:  File:Velociraptor skelett.jpg| Winton's Australian hunter, Banjo was "bigger and more terrifying" than a Velociraptor.
Revised:  Winton's Australian hunter, Banjo was "bigger and more terrifying" than a Velociraptor.
Edit intent: coherence
Original:  Australovenator wintonensis (  Winton's Australian hunter  ) is named after Australia (from Latin Australis), and venator, the Latin word for hunter.
Revised:  Australovenator wintonensis ( meaning " Winton's Australian hunter ) is named after Australia (from Latin Australis), and venator, the Latin word for hunter.
Edit intent: coherence
Original:  Australovenator wintonensis (  Winton's Australian hunter  ) is named after Australia (from Latin Australis), and venator, the Latin word for hunter.
Revised:  Australovenator wintonensis ( Winton's Australian hunter " ) is named after Australia (from Latin Australis), and venator, the Latin word for hunter.
Edit intent: fluency
Original:  This allosauroid was nicknamed Banjo . "The cheetah of his time, Banjo was light and agile.
Revised:  This allosauroid was nicknamed "Banjo" . "The cheetah of his time, Banjo was light and agile.
Edit intent: fluency
Original:  Banjo and Matilda were both found entangled together in a 98- to 95-million-year-old billabong.
Revised:  "Banjo" and "Matilda" were both found entangled together in a 98- to 95-million-year-old billabong.
Edit intent: fluency
Original:  The name matildae honours a national song of Australia, "Waltzing Matilda" penned by poet and writer w: A.B. "Banjo" Patterson whilst visiting near the town of Winton.
Revised:  The name matildae honours a national song of Australia, "Waltzing Matilda" penned by poet and writer A.B. "Banjo" Patterson whilst visiting near the town of Winton.
Edit intent: fluency
Original:  the Iranians agreed but later cancelled the visit.
Revised:  the Iranians agreed but later canceled the visit.
Edit intent: fluency
Original:  This treaty requires signatory states - which al-Beshir has avoided since the March issuing of the arrant - to arrest any suspects within their borders.
Revised:  This treaty requires signatory states — which al-Beshir has avoided since the March issuing of the arrant - to arrest any suspects within their borders.
Edit intent: fluency
Original:  This treaty requires signatory states - which al-Beshir has avoided since the March issuing of the arrant - to arrest any suspects within their borders.
Revised:  This treaty requires signatory states - which al-Beshir has avoided since the March issuing of the arrant — to arrest any suspects within their borders.
Edit intent: fluency
Original:  The talks will be held during the German Grand Prix at the Nurburgring next weekend.
Revised:  The talks will be held during the German Grand Prix at the Nürburgring next weekend.
Edit intent: fluency
Original: Rupert Grint  best known for playing as Ron Weasley character from the Harry Potter  films has now recovered from the H1N1 swine flu virus after missing some days on the set for the latest instalment of Harry Potter and the Deathly Hallows.
Revised: Rupert Grint , best known for playing as Ron Weasley character from the Harry Potter films has now recovered from the H1N1 swine flu virus after missing some days on the set for the latest instalment of Harry Potter and the Deathly Hallows.
Edit intent: fluency
Original: Rupert Grint  best known for playing as Ron Weasley character from the Harry Potter  films has now recovered from the H1N1 swine flu virus after missing some days on the set for the latest instalment of Harry Potter and the Deathly Hallows.
Revised: Rupert Grint best known for playing Ron Weasley in the Harry Potter films has now recovered from the H1N1 swine flu virus after missing some days on the set for the latest instalment of Harry Potter and the Deathly Hallows.
Edit intent: clarity
Original: Rupert Grint  best known for playing as Ron Weasley character from the Harry Potter  films has now recovered from the H1N1 swine flu virus after missing some days on the set for the latest instalment of Harry Potter and the Deathly Hallows.
Revised: Rupert Grint best known for playing as Ron Weasley character from the Harry Potter , films has now recovered from the H1N1 swine flu virus after missing some days on the set for the latest instalment of Harry Potter and the Deathly Hallows.
Edit intent: fluency
Original:  [[File:Rupert Grint.jpg|Rupert Grint best known for playing as Ron Weasley has now recovered from the H1N1 swine flu virus ]] Unrelated to Grint's illness, the World Health Organisation (WHO) is currently investigating a strain of the flu virus , which appears to be resisting the anti-viral drug Tamiflu.
Revised:  [[File:Rupert Grint.jpg|Rupert Grint best known for playing as Ron Weasley has now recovered from the H1N1 swine flu virus ]] Unrelated to Grint's illness, the World Health Organisation (WHO) is currently investigating a strain of the flu virus which appears to be resisting the anti-viral drug Tamiflu.
Edit intent: fluency
Original:  The New Zealand director of public health said that there the "swine flu will be a mild illness, but in some instances, the infection can cause more severe illness and  in a few tragic instances, death."
Revised:  The New Zealand director of public health said that there the "swine flu will be a mild illness, but in some instances, the infection can cause more severe illness and , in a few tragic instances, death."
Edit intent: fluency
Original:  Bulgaria now has had ten H1N1 flu cases.
Revised:  Bulgaria has now had ten H1N1 flu cases.
Edit intent: style
Original:  Officials say that "those numbers are increasing, we think they're increasing much faster than that across New South Wales and indeed across the country" New Zealand officials report close to 950 people who have contracted the H1N1 flu virus and confirmed its first death related to the virus.
Revised:  Officials say "those numbers are increasing, we think they're increasing much faster than that across New South Wales and indeed across the country" New Zealand officials report close to 950 people who have contracted the H1N1 flu virus and confirmed its first death related to the virus.
Edit intent: fluency
Original:  The New Zealand director of public health said that there the "swine flu will be a mild illness , but in some instances , the infection can cause more severe illness and, in a few tragic instances, death."
Revised:  The New Zealand director of public health said the "swine flu will be a mild illness , but in some instances , the infection can cause more severe illness and, in a few tragic instances, death."
Edit intent: clarity