wanyu/IteraTeR_v2 huggingface dataset:
Original:  The expected loss (conditional risk) associated with taking action is given by: Loss Functions , ,%DIFDELCMD < %DIFDELCMD < %%% , where , , and , , or . Minimum Risk Decision Rules where, , ,%DIFDELCMD < %DIFDELCMD < %%% .
Revised:  The expected loss (conditional risk) associated with taking action is given by: Loss functions , ,%DIFDELCMD < %DIFDELCMD < %%% , where , , and , , or . Minimum Risk Decision Rules where, , ,%DIFDELCMD < %DIFDELCMD < %%% .
Edit intent: fluency
Original:  The expected loss (conditional risk) associated with taking action is given by: Loss Functions , ,%DIFDELCMD < %DIFDELCMD < %%% , where , , and , , or . Minimum Risk Decision Rules where, , ,%DIFDELCMD < %DIFDELCMD < %%% .
Revised:  The expected loss (conditional risk) associated with taking action is given by: Loss Functions ,%DIFDELCMD < %DIFDELCMD < %%% , where , , and , , or . Minimum Risk Decision Rules where, , ,%DIFDELCMD < %DIFDELCMD < %%% .
Edit intent: fluency
Original:  The expected loss (conditional risk) associated with taking action is given by: Loss Functions , ,%DIFDELCMD < %DIFDELCMD < %%% , where , , and , , or . Minimum Risk Decision Rules where, , ,%DIFDELCMD < %DIFDELCMD < %%% .
Revised:  The expected loss (conditional risk) associated with taking action is given by: Loss Functions , %DIFDELCMD < %DIFDELCMD < %%% , where , , and , , or . Minimum Risk Decision Rules where, , ,%DIFDELCMD < %DIFDELCMD < %%% .
Edit intent: fluency
Original:  The expected loss (conditional risk) associated with taking action is given by: Loss Functions , ,%DIFDELCMD < %DIFDELCMD < %%% , where , , and , , or . Minimum Risk Decision Rules where, , ,%DIFDELCMD < %DIFDELCMD < %%% .
Revised:  The expected loss (conditional risk) associated with taking action is given by: Loss Functions , ,%DIFDELCMD < %DIFDELCMD < %%% where , , and , , or . Minimum Risk Decision Rules where, , ,%DIFDELCMD < %DIFDELCMD < %%% .
Edit intent: fluency
Original:  The expected loss (conditional risk) associated with taking action is given by: Loss Functions , ,%DIFDELCMD < %DIFDELCMD < %%% , where , , and , , or . Minimum Risk Decision Rules where, , ,%DIFDELCMD < %DIFDELCMD < %%% .
Revised:  The expected loss (conditional risk) associated with taking action is given by: Loss Functions , ,%DIFDELCMD < %DIFDELCMD < %%% , where , , and , , or . Minimum-risk decision rules where, , ,%DIFDELCMD < %DIFDELCMD < %%% .
Edit intent: fluency
Original:  The expected loss (conditional risk) associated with taking action is given by: Loss Functions , ,%DIFDELCMD < %DIFDELCMD < %%% , where , , and , , or . Minimum Risk Decision Rules where, , ,%DIFDELCMD < %DIFDELCMD < %%% .
Revised:  The expected loss (conditional risk) associated with taking action is given by: Loss Functions , ,%DIFDELCMD < %DIFDELCMD < %%% , where , , and , , or . Minimum Risk Decision Rules where, ,%DIFDELCMD < %DIFDELCMD < %%% .
Edit intent: fluency
Original:  The expected loss (conditional risk) associated with taking action is given by: Loss Functions , ,%DIFDELCMD < %DIFDELCMD < %%% , where , , and , , or . Minimum Risk Decision Rules where, , ,%DIFDELCMD < %DIFDELCMD < %%% .
Revised:  The expected loss (conditional risk) associated with taking action is given by: Loss Functions , ,%DIFDELCMD < %DIFDELCMD < %%% , where , , and , , or . Minimum Risk Decision Rules where, , %DIFDELCMD < %DIFDELCMD < %%% .
Edit intent: fluency
Original:  The expected loss (conditional risk) associated with taking action is given by: Loss Functions , ,%DIFDELCMD < %DIFDELCMD < %%% , where , , and , , or . Minimum Risk Decision Rules where, , ,%DIFDELCMD < %DIFDELCMD < %%% .
Revised:  The expected loss (conditional risk) associated with taking action is given by: Loss Functions , ,%DIFDELCMD < %DIFDELCMD < %%% , where , , and , , or . Minimum Risk Decision Rules where, , ,%DIFDELCMD < %DIFDELCMD < %%% 
Edit intent: fluency
Original:  ; singular: masculine paparazzo or feminine paparazza) are independent photographers who take pictures of high-profile people, such as actors, athletes, politicians, and other celebrities , typically while subjectsgo about their usual life routines . Paparazzi tend to make a living by selling their photographs to media outlets that focus on tabloid journalism and sensationalism (such as gossip magazines)  .
Revised:  ; singular: masculine paparazzo or feminine paparazza) are independent photographers who take pictures of high-profile people, such as actors, athletes, politicians, and other celebrities and disregard the privacy of those people. Paparazzi contribute to the toxic notion that people with platforms have an obligation to share every aspect of their lives with the media and the world, even if they do not want to.Paparazzi become outraged when these 'subjects' share their own images/information about themselves, as if they don't have the right to . Paparazzi tend to make a living by selling their photographs to media outlets that focus on tabloid journalism and sensationalism (such as gossip magazines) .
Edit intent: coherence
Original:  ; singular: masculine paparazzo or feminine paparazza) are independent photographers who take pictures of high-profile people, such as actors, athletes, politicians, and other celebrities , typically while subjectsgo about their usual life routines . Paparazzi tend to make a living by selling their photographs to media outlets that focus on tabloid journalism and sensationalism (such as gossip magazines)  .
Revised:  ; singular: masculine paparazzo or feminine paparazza) are independent photographers who take pictures of high-profile people, such as actors, athletes, politicians, and other celebrities , typically while subjectsgo about their usual life routines . Paparazzi tend to make a living by selling their photographs to media outlets that focus on tabloid journalism and sensationalism (such as gossip magazines) .These forms of media should take responsibility and not be purchasing these images, as it feeds into this toxic industry .
Edit intent: coherence
Original:  World Famous Celebrity is Joseph Carrillo loves the Paparazzi.
Revised:  World Famous Celebrity Joseph Carrillo loves the Paparazzi.
Edit intent: fluency
Original:  Taylor Swift walked backwards on a trail to avoid paparazzi.
Edit intent: coherence
Original:  He was succeeded by his former deputy, Paul Southwell, but  Southwell himself died a few months later, in 1979.
Revised:  He was succeeded by his former deputy, Paul Southwell, but in 1979, Southwell himself died a few months later, in 1979.
Edit intent: coherence
Original: Lactobacillus casei is a species of genus Lactobacillus found in the human urinary tract and mouth .
Revised: Lactobacillus casei is a species of genus Lactobacillus .
Edit intent: coherence
Original: Lacticaseibacillus casei (formerly Lactobacillus casei) is a species of genus Lactobacillus .
Revised: Lacticaseibacillus casei (formerly Lactobacillus casei) is a species of genus Lacticaseibacillus .
Edit intent: fluency
Original: Lacticaseibacillus casei (formerly Lactobacillus casei ) is the main species of genus Lacticaseibacillus, which was created from Lactobacillusin 2020.
Revised: Lactobacillus casei is a species of genus Lacticaseibacillus, which was created from Lactobacillusin 2020.
Edit intent: coherence
Original: Lacticaseibacillus casei (formerly Lactobacillus casei ) is the main species of genus Lacticaseibacillus, which was created from Lactobacillusin 2020.
Revised: Lacticaseibacillus casei (formerly Lactobacillus casei ) is the main species of genus Lactobacillus.
Edit intent: coherence
Original: Lactobacillus casei is a species of genus Lactobacillus .
Revised: Lacticaseibacillus casei is a species of genus Lactobacillus .
Edit intent: clarity
Original: Lactobacillus casei is a species of genus Lactobacillus .
Revised: Lactobacillus casei is a species of genus Lacticaseibacillus .
Edit intent: clarity
Original:  Studies suggest that Lactobacillus is a safe and effective treatment for acute and infectious diarrhea.
Revised:  Studies suggest that lactobacilli are a safe and effective treatment for acute and infectious diarrhea.
Edit intent: fluency
Original:  With the azoreductase activity, mono- and diazo bonds are degraded completely, and generate other aromatic compounds as intermediates      
Revised:  With the azoreductase activity, mono- and diazo bonds are degraded completely, and generate other aromatic compounds as intermediates . 
Edit intent: fluency
Original:  824 – 9 October 892 CE / 209 - 279 AH), often referred to as Imām al-Termezī/Tirmidhī, was a Persian Islamic scholar of Arab descent , and collector of hadith from Termez (early Khorasan and in present-day Uzbekistan).
Revised:  824 – 9 October 892 CE / 209 - 279 AH), often referred to as Imām al-Termezī/Tirmidhī, was a Persian Islamic scholar , and collector of hadith from Termez (early Khorasan and in present-day Uzbekistan).
Edit intent: clarity
Original:  824 – 9 October 892 CE / 209 - 279 AH), often referred to as Imām al-Termezī/Tirmidhī, was a Arab of Banu Salim Tribe  Islamic scholar, and collector of hadith from Termez (early Khorasan and in present-day Uzbekistan).
Revised:  824 – 9 October 892 CE / 209 - 279 AH), often referred to as Imām al-Termezī/Tirmidhī, he was Arab of Banu Salim Tribe Islamic scholar, and collector of hadith from Termez (early Khorasan and in present-day Uzbekistan).
Edit intent: coherence
Original:  824 – 9 October 892 CE / 209 - 279 AH), often referred to as Imām al-Termezī/Tirmidhī, was a Arab of Banu Salim Tribe  Islamic scholar, and collector of hadith from Termez (early Khorasan and in present-day Uzbekistan).
Revised:  824 – 9 October 892 CE / 209 - 279 AH), often referred to as Imām al-Termezī/Tirmidhī, was a Arab of Banu Salim Tribe . Islamic scholar, and collector of hadith from Termez (early Khorasan and in present-day Uzbekistan).
Edit intent: fluency
Original:  824 – 9 October 892 CE / 209 - 279 AH), often referred to as Imām al-Termezī/Tirmidhī, was a Bukharan Islamic scholar and collector of hadith from Persian-occupied Termez (early Khorasan and in present-day Uzbekistan).
Revised:  824 – 9 October 892 CE / 209 - 279 AH), often referred to as Imām al-Termezī/Tirmidhī, was a Persian Islamic scholar, and collector of hadith from Persian-occupied Termez (early Khorasan and in present-day Uzbekistan).
Edit intent: clarity
Original:  824 – 9 October 892 CE / 209 - 279 AH), often referred to as Imām al-Termezī/Tirmidhī, was a Bukharan Islamic scholar and collector of hadith from Persian-occupied Termez (early Khorasan and in present-day Uzbekistan).
Revised:  824 – 9 October 892 CE / 209 - 279 AH), often referred to as Imām al-Termezī/Tirmidhī, was a Bukharan Islamic scholar and collector of hadith from Termez (early Khorasan and in present-day Uzbekistan).
Edit intent: clarity
Original: 15th century Year Date Event 1485 The Ottomans invade Anatolia and Syria, starting the first Ottoman-Mamluk War (1485 - 1491).
Revised: 15th century Year Date Event 1485 The Ottomans invade Anatolia and Syria, starting the first Ottoman–Mamluk War (1485 - 1491).
Edit intent: fluency
Original: 15th century Year Date Event 1485 The Ottomans invade Anatolia and Syria, starting the first Ottoman-Mamluk War (1485 - 1491).
Revised: 15th century Year Date Event 1485 The Ottomans invade Anatolia and Syria, starting the first Ottoman-Mamluk War (1485 – 1491).
Edit intent: fluency
Original:  1491 The Ottoman-Mamluk War (1485 - 1491) ends in a stalemate.
Revised:  1491 The Ottoman–Mamluk War (1485 - 1491) ends in a stalemate.
Edit intent: fluency
Original:  1491 The Ottoman-Mamluk War (1485 - 1491) ends in a stalemate.
Revised:  1491 The Ottoman-Mamluk War (1485 – 1491) ends in a stalemate.
Edit intent: fluency
Original:  A peace treaty is signed, returning social and political norms to the pre-war status quo.
Revised:  A peace treaty is signed, returning Mamluk control to the pre-war status quo.
Edit intent: clarity
Original: 20th century Year Date Event 1918 Ottoman rule over Syria came to an end.
Revised: 20th century Year Date Event 1918 The Ottoman Empire's rule over Syria came to an end.
Edit intent: clarity
Original:  1st century BC  Year Date Event 64 BC Syria became a Roman (later Byzantine) province.
Revised:  1st century BC == Year Date Event 64 BC Syria became a Roman (later Byzantine) province.
Edit intent: fluency
Original: ''''''''''== 1st century BC == Year Date Event 64 BC Syria became a Roman (later Byzantine) province.
Revised:  1st century BC == Year Date Event 64 BC Syria became a Roman (later Byzantine) province.
Edit intent: fluency
Original: ''''''''''== 1st century BC == Year Date Event 64 BC Syria became a Roman (later Byzantine) province.
Revised: ''''''''''== 1st century BC Year Date Event 64 BC Syria became a Roman (later Byzantine) province.
Edit intent: fluency
Original:  40 BC Syria is briefly captured by the Parthian forces under Pacorus tobeoopsacuues
Revised:  40 BC Syria is briefly captured by the Parthian forces under Pacorus I
Edit intent: fluency
Original: Career Dwyer (right) in the 1970s , with U.S. president Gerald Ford A Republican, Dwyer became active in politics.
Revised: Career Dwyer (right) in the 1970s with U.S. president Gerald Ford A Republican, Dwyer became active in politics.
Edit intent: fluency
Original:  However, at a panel discussion for the documentary Honest Man: The Life of R. Budd Dwyer, Dwyer's sister Mary Kun stated that Dwyer had made the decision to kill himself prior to knowing he would lose his pension and thus his motivation for his suicide was not to provide financial support to his family, but rather to "sacrifice himself to help the URL
Revised:  However, at a panel discussion for the documentary Honest Man: The Life of R. Budd Dwyer, Dwyer's sister Mary Kun stated that Dwyer had made the decision to kill himself prior to knowing he would lose his pension and thus his motivation for his suicide was not to provide financial support to his family, but rather to "sacrifice himself to help the system."
Edit intent: clarity
Original:  The  2002 documentary film Bowling for Columbine includes footage of Dwyer's suicide as part of a montage of gun-related video clips.
Revised:  The 2002 documentary filmBowling for Columbine includes footage of Dwyer's suicide as part of a montage of gun-related video clips.
Edit intent: fluency
Original:  The 2002 documentary filmBowling for Columbine includes footage of Dwyer's suicide as part of a montage of gun-related video clips.
Revised:  The 2002 documentary film Bowling for Columbine includes footage of Dwyer's suicide as part of a montage of gun-related video clips.
Edit intent: fluency
Original:  Dwyer's lawyers appealed this decision, and The US Court of Appeals for the Third Circuit subsequently vacated the judgement .
Revised:  Dwyer's lawyers appealed this decision, and The US Court of Appeals for the Third Circuit subsequently vacated the judgment .
Edit intent: fluency
Original:  Moreover, Smith and Torquato's claims about Dwyer being bribed were corroborated by four independent and impartial witnesses . and Smith's testimony against Dwyer was virtually identical to written statements Smith made long before entering into a plea agreement.
Revised:  Moreover, Smith and Torquato's claims about Dwyer being bribed were corroborated by four independent and impartial witnesses , and Smith's testimony against Dwyer was virtually identical to written statements Smith made long before entering into a plea agreement.
Edit intent: fluency
Original:  In 1944, he was made the first    curator of the Benin Museum in Benin City,     Nigeria.
Revised:  In 1944, he was made the first curator of the Benin Museum in Benin City, Notes Nigeria.
Edit intent: fluency
Original:  In 1944, he was made the first    curator of the Benin Museum in Benin City,     Nigeria.
Revised:  In 1944, he was made the first curator of the Benin Museum in Benin City, Sources Nigeria.
Edit intent: fluency
Original: Life Early life Egharevba was born in Idanre, Ondo State, His father was related to Ohenmwen, Iyase of Benin and his mother, Okunzuwa was the granddaughter of Ogie Ezomo 1.
Revised: Life Early life Egharevba was born in Idanre, Ondo State, His father was related to Ohenmwen, Iyase of Benin and his mother, Okunzuwa was the granddaughter of Ogie Ezomo I.
Edit intent: fluency
Original:  His friendship with  family allowed him access to senior informants who had knowledge of Benin's oral history.
Revised:  His friendship with the royal family allowed him access to senior informants who had knowledge of Benin's oral history.
Edit intent: clarity
Original:  He followed his first book with Benin Law and Custom  published in 1934.
Revised:  He followed his first book with Benin Law and Custom , published in 1934.
Edit intent: fluency
Original: Works Egharevba's most famous work is A Short History of Benin published in different editions, it has major differences in some paragraphs between the editions.
Revised: Works Egharevba's most famous work is A Short History of Benin . Published in different editions, it has major differences in some paragraphs between the editions.
Edit intent: fluency
Original:  However, some of the materials are repetitive, re-instating statements from his earlier works.
Revised:  However, some of the materials are repetitive, re-stating statements from his earlier works.
Edit intent: clarity
Original: ]] Columbus and the Spanish conquistadors largely ignored St.
Revised: ]] Columbus and the Spanish conquistadores largely ignored St.
Edit intent: fluency
Original:  Plume, New York, New York. 
Revised:  Plume, New York, New York. </ref
Edit intent: coherence
Original: By the time Christopher Columbus passed near St.
Revised:  the time Christopher Columbus passed near St.
Edit intent: fluency
Original:  the time Christopher Columbus passed near St.
Revised: By the time Christopher Columbus passed near St.
Edit intent: fluency
Original: ]] Columbus and the Spanish conquistadores largely ignored St.
Revised: ]] Columbus and the Spanish conquistadors largely ignored St.
Edit intent: fluency
Original:  <ref> Rogozinski, January 2000.
Revised:  Rogozinski, January 2000.
Edit intent: coherence
Original:  Plume, New York, New York. </ref
Revised:  Plume, New York, New York. 
Edit intent: coherence
Original:  Natural disasters have plagued the country throughout the 20th century.
Revised: Nagural disasters Natural disasters have plagued the country throughout the 20th century.
Edit intent: clarity
Original: Nagural disasters Natural disasters have plagued the country throughout the 20th century.
Revised: Natural disasters Natural disasters have plagued the country throughout the 20th century.
Edit intent: fluency
Original: The Corrupted Blood incident (or World of Warcraft URL was a virtual pandemic in the MMORPG World of Warcraft, which began on September 13, 2005, and lasted for one week.
Revised: The Corrupted Blood incident was a virtual pandemic in the MMORPG World of Warcraft, which began on September 13, 2005, and lasted for one week.
Edit intent: coherence
Original:  By both accidental and then purposeful intent, a pandemic ensued that quickly killed lower-level characters and drastically changed normal gameplay, as players did what they could do to avoid infection.
Revised:  By both accidental and purposeful intent, a pandemic ensued that quickly killed lower-level characters and drastically changed normal gameplay, as players did what they could do to avoid infection.
Edit intent: coherence
Original:  Its end boss, Hakkar the Soulflayer , could affect a set number of players by applying a contagious debuff called Corrupted Blood , which was countered by players spreading out around the area, away from each other.
Revised:  Its end boss, Hakkar the Soulflayer , could affect players by using a debuff called Corrupted Blood , which was countered by players spreading out around the area, away from each other.
Edit intent: clarity
Original:  Due to a programming oversight , when hunters or warlocks dismissed their pets, those pets would keep any active debuffs when summoned again.
Revised:  Due to a programming error , when hunters or warlocks dismissed their pets, those pets would keep any active debuffs when summoned again.
Edit intent: clarity
Original:  in effect, this turned them into asymptomatic  carriers and a form of vector for the debuff.
Revised:  in effect, this turned them into asymptomatic disease carriers and a form of vector for the debuff.
Edit intent: clarity
Original:  The major towns and cities were abandoned by the population as panic set in and players rushed to evacuate to the relative safety of the countryside, leaving urban areas filled with dead player characters.
Edit intent: coherence
Original:  This meant that encountering a lone zombie was not as dangerous as encountering a large mass of infected individuals .
Revised:  This meant that encountering a lone zombie was not as dangerous as encountering a large mass of infected .
Edit intent: clarity
Original:  Green fire On 12 January 2017, lasting for a day until a hotfix was released by Blizzard , a plague  involving a debuff called Burn, that increasingly damaged players over time, started in a boss area .
Revised:  Green fire On 12 January 2017, lasting for a day until a hotfix was released by Blizzard , a plague started, involving a debuff called Burn, that increasingly damaged players over time, started in a boss area .
Edit intent: coherence
Original:  The debuff could be passed between players of the same faction and could kill low-level players in a few seconds .
Revised:  The debuff could be passed from player to player of the same faction and could kill low-level players in a few seconds .
Edit intent: clarity
Original:  It's believed that the debuff had been taken out of the boss area by a pet . During the incident Blizzard gamemasters "disinfected " players and kept the plague under control .
Revised:  It's believed that the debuff had been taken out of the boss area by a pet . During the incident , Blizzard gamemasters disinfected players and kept the plague under control .
Edit intent: fluency
Original:  Model for epidemic research In March 2007, Ran D . Balicer, an epidemiologist physician at the Ben-Gurion University of the Negev in Beersheba, Israel, published an article in the journal Epidemiology that described the similarities between this outbreak and the then-recent SARS and avian influenza outbreaks.
Revised:  Model for epidemic research In March 2007, Ran D Balicer, an epidemiologist physician at the Ben-Gurion University of the Negev in Beersheba, Israel, published an article in the journal Epidemiology that described the similarities between this outbreak and the then-recent SARS and avian influenza outbreaks.
Edit intent: fluency
Original:  Model for epidemic research In March 2007, Ran D . Balicer, an epidemiologist physician at the Ben-Gurion University of the Negev in Beersheba, Israel, published an article in the journal Epidemiology that described the similarities between this outbreak and the then-recent SARS and avian influenza outbreaks.
Revised:  Model for epidemic research In March 2007, Ran D . Balicer, an epidemiologist physician at the Ben-Gurion University of the Negev in Beersheba, Israel, published an article in the journal Epidemiology that described the similarities between this outbreak and the recent SARS and avian influenza outbreaks.
Edit intent: clarity
Original:  Dr. Gary Smith, professor of population biology and epidemiology at the University of Pennsylvania, commented that very few mathematical models of disease transmission take host behavior into account, but also questioned how representative of real life a virtual model could be.
Revised:  Dr. Gary Smith, professor of Population Biology and Epidemiology at the University of Pennsylvania, commented that very few mathematical models of disease transmission take host behavior into account, but also questioned how representative of real life a virtual model could be.
Edit intent: fluency
Original:  We treat this coronavirus%DIFDELCMD < ] %%% as if it's unexpected, but nature is really good at getting people sick".
Revised:  We treat this %DIFDELCMD < ] %%% as if it's unexpected, but nature is really good at getting people sick".
Edit intent: clarity