wanyu/IteraTeR_v2 huggingface dataset:
Original: Catie et al., 200  
Revised: Catie et al., 200 Offshore embedded anchors are anchors that derive their capacity from the frictional and/or bearing resistance of the soil surrounding them. This is converse to gravity anchors that derive their capacity from their weight. As offshore developments move into deeper waters, gravity based structures become less economical due to the large required size and cost of transportation. This proves opportune for the employment of embedded anchors
Edit intent: coherence
Original:  When a wave ’ s orbital motion reaches the seabed, it induces sediment transport.
Revised:  When a wave ' s orbital motion reaches the seabed, it induces sediment transport.
Edit intent: fluency
Original:  One is to study the bathymetry in the location of interest and to produce an image of the seafloor (irregularities, objects on the seabed, lateral variability, ice gouges, …
Revised:  One is to study the bathymetry in the location of interest and to produce an image of the seafloor (irregularities, objects on the seabed, lateral variability, ice gouges, ...
Edit intent: fluency
Original: Dean, Fig. 2.5 The latter provides undisturbed specimens, on which testing can be conducted, for instance, to determine the soil ’ s relative density, water content and mechanical properties.
Revised: Dean, Fig. 2.5 The latter provides undisturbed specimens, on which testing can be conducted, for instance, to determine the soil ' s relative density, water content and mechanical properties.
Edit intent: fluency
Original:  The torque resistance is measured and an equation is then used to determine the undrained shear strength (and the residual strength), which takes into account the vane ’ s size and geometry.
Revised:  The torque resistance is measured and an equation is then used to determine the undrained shear strength (and the residual strength), which takes into account the vane ' s size and geometry.
Edit intent: fluency
Original:  This proves opportune for the employment of embedded anchors  
Revised:  This proves opportune for the employment of embedded anchors . 
Edit intent: fluency
Original:  This proves opportune for the employment of embedded anchors . Artificial Intelligence and Machine Learning Advances in Offshore Geotechnical Engineering Recently, proprietary Artificial Intelligence and Machine Learning Advances in Offshore Geotechnical Engineering have gained momentum and include:
Revised:  This proves opportune for the employment of embedded anchors Artificial Intelligence and Machine Learning Advances in Offshore Geotechnical Engineering Recently, proprietary Artificial Intelligence and Machine Learning Advances in Offshore Geotechnical Engineering have gained momentum and include:
Edit intent: fluency
Original: Karsan Devjibhai Ghavri (born 28 February 1951,  Rajkot, Gujarat) is a former Indian cricketer who played in 39 Tests and 19 ODIs from 1974 to 1981.
Revised: Karsan Devjibhai Ghavri (born 28 February 1951, in Rajkot, Gujarat) is a former Indian cricketer who played in 39 Tests and 19 ODIs from 1974 to 1981.
Edit intent: fluency
Original: Despite making his debut in 1975, it wasn't until the season of 1976–77 that he cemented his spot in the side after series against New Zealand and England.
Revised: Despite making his debut in 1975, it was not until the season of 1976–77 that he cemented his spot in the side after series against New Zealand and England.
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Original:  In 2006 he was head coach of Tripra. URL
Revised:  In 2006 he was head coach of Tripra. 
Edit intent: coherence
Original:  In Test Cricket Doshi was already in his 30s when he made his test debut (At Chennai, against Australia 11–16 Sep 1979).
Revised:  Test cricket Doshi was already in his 30s when he made his test debut (At Chennai, against Australia 11–16 Sep 1979).
Edit intent: fluency
Original:  Career Test Bowling performances against other countries: Cricinfo Player Page: Dilip Doshi (Retrieved on 2009-06-30) Opposition Matches Wickets Average Best 5/I Australia93828.156/1032 England103627.556/1022 New Zealand2532.802/180 Pakistan112738.665/901 Sri Lanka1829.005/851 Overall3311430.716/1026 Doshi is considered one of the worst batsmen in Test cricket history, with a batting average of only 4.60.
Revised:  Opposition Matches Wickets Average Best 5/I Australia93828.156/1032 England103627.556/1022 New Zealand2532.802/180 Pakistan112738.665/901 Sri Lanka1829.005/851 Overall3311430.716/1026 Doshi is considered one of the worst batsmen in Test cricket history, with a batting average of only 4.60.
Edit intent: clarity
Original:  Career Test Bowling performances against other countries: Cricinfo Player Page: Dilip Doshi (Retrieved on 2009-06-30) Opposition Matches Wickets Average Best 5/I Australia93828.156/1032 England103627.556/1022 New Zealand2532.802/180 Pakistan112738.665/901 Sri Lanka1829.005/851 Overall3311430.716/1026 Doshi is considered one of the worst batsmen in Test cricket history, with a batting average of only 4.60.
Revised:  Career Test Bowling performances against other countries: Cricinfo Player Page: Dilip Doshi (Retrieved on 2009-06-30) Doshi is considered one of the worst batsmen in Test cricket history, with a batting average of only 4.60.
Edit intent: clarity
Original:  In ODIs Doshi made his ODI debut during the 1980–81 tour of Australia.
Revised:  ODIs Doshi made his ODI debut during the 1980–81 tour of Australia.
Edit intent: fluency
Original:  All-rounder Ravi Shastri was preferred to him for the 1983 WC. Cricinfo Player Page Dilip Doshi (Retrieved on 2009-06-18) In 1st Class Cricket Though Doshi made his first Class debut with Saurashtra, he played most of his Ranji Trophy cricket with Bengal.
Revised:  All-rounder Ravi Shastri was preferred to him for the 1983 WC. Cricinfo Player Page Dilip Doshi (Retrieved on 2009-06-18) First-class cricket Though Doshi made his first Class debut with Saurashtra, he played most of his Ranji Trophy cricket with Bengal.
Edit intent: coherence
Original:  He is the father of Nayan Doshi .
Revised:  He is the father of Nayan Doshi 
Edit intent: fluency
Original:  Doshi is one of only four Test bowlers that played their first Test after the age of thirty, yet went on to take more than 100 wickets, the other three being Clarrie Grimmett, Saeed Ajmal and Ryan Harris.
Revised:  Joshi is one of only four Test bowlers that played their first Test after the age of thirty, yet went on to take more than 100 wickets, the other three being Clarrie Grimmett, Saeed Ajmal and Ryan Harris.
Edit intent: fluency
Original:  Joshi is one of only four Test bowlers that played their first Test after the age of thirty, yet went on to take more than 100 wickets, the other three being Clarrie Grimmett, Saeed Ajmal and Ryan Harris.
Revised:  Doshi is one of only four Test bowlers that played their first Test after the age of thirty, yet went on to take more than 100 wickets, the other three being Clarrie Grimmett, Saeed Ajmal and Ryan Harris.
Edit intent: fluency
Original: Early lifr Morton was born in Dale, Texas, and she graduated from Huston-Tillotson College in Austin.
Revised: Early life Morton was born in Dale, Texas, and she graduated from Huston-Tillotson College in Austin.
Edit intent: fluency
Original: Early life Morton was born in Dale, Texas, and she graduated from Huston-Tillotson College in Austin.
Revised: Early life Morton was born in Dale, Texas, and she graduated from Huston–Tillotson College in Austin.
Edit intent: fluency
Original:  Taylor instead took a job as a teacher at the Crocker School for Girls, a state-sponsored school for delinquents. cite web URL |title=Azie Taylor Morton (1936-2003) |accessdate=2020-07-07
Revised:  Taylor instead took a job as a teacher at the Crocker School for Girls, a state-sponsored school for delinquents. 
Edit intent: coherence
Original:  Taylor instead took a job as a teacher at the Crocker School for Girls, a state-sponsored school for delinquents. she was born in a poor family but she leveled up and achieved her dreams🍒
Revised:  Taylor instead took a job as a teacher at the Crocker School for Girls, a state-sponsored school for delinquents. 
Edit intent: coherence
Original: Azie Taylor Morton (February 1, 1936 – December 7, 2003) served as Treasurer of the United States during the Carter administration from September 12, 1977  to January 20, 1981.
Revised: Azie Taylor Morton (February 1, 1936 – December 7, 2003) served as Treasurer of the United States during the Carter administration from September 12, 1977 , to January 20, 1981.
Edit intent: fluency
Original:  James Homer Morton died in January of 2003.
Revised:  James Homer Morton died in January 2003.
Edit intent: clarity
Original:  — — — — 2011–12 University of Moncton AUS 28 6 28 34 10 — — — — — 2012–13 San Francisco Bulls ECHL 66 24 28 52 75 5 3 3 6 6 2012–13 Hamilton Bulldogs AHL 5 0 0 0 2 — — — — — 2013–14 Arystan Temirtau KHC 4 1 0 1 4 — — — — — 2013–14 San Francisco Bulls ECHL 38 10 20 30 24 — — — — — 2013–14 Fort Wayne Komets ECHL 16 1 9 10 8 9 4 2 6 4 2014–15 Lions de Lyon FRA 26 11 10 21 32 — — — — — 2015–16 Fort Wayne Komets ECHL 8 2 3 5 4  — — — — — AHL totals 5 0 0 0 2 — — — — —
Revised:  — — — — 2011–12 University of Moncton AUS 28 6 28 34 10 — — — — — 2012–13 San Francisco Bulls ECHL 66 24 28 52 75 5 3 3 6 6 2012–13 Hamilton Bulldogs AHL 5 0 0 0 2 — — — — — 2013–14 Arystan Temirtau KHC 4 1 0 1 4 — — — — — 2013–14 San Francisco Bulls ECHL 38 10 20 30 24 — — — — — 2013–14 Fort Wayne Komets ECHL 16 1 9 10 8 9 4 2 6 4 2014–15 Lions de Lyon FRA 26 11 10 21 32 — — — — — 2015–16 Fort Wayne Komets ECHL 8 2 3 5 4 — — — — — 2015–16 Norfolk Admirals ECHL 32 5 7 12 21 — — — — — AHL totals 5 0 0 0 2 — — — — —
Edit intent: clarity
Original: Nardosinone is a sesquiterpene and chemical constituent of Nardostachys chinensis and Nardostachys jatamansi.
Revised: Nardosinone is a sesquiterpene and chemical constituent of Nardostachys jatamansi.
Edit intent: coherence
Original:  Saudi Arabia agreed to allow its women athletes to compete in the 2012 Olympics for the first time , amidst speculation that the entire Saudi team might have been disqualified on grounds of gender discrimination .
Revised:  Saudi Arabia agreed to allow its women athletes to compete in the 2012 Olympics for the first time .
Edit intent: clarity
Original:  A number of delegates, including Arabs embarrased by his volatile speeches stirring anti-Semitism and endorsing the neo-Nazi Tacuara movement of Argentina, had asked King Feisal to take him away from the already highly charged UN scene.
Revised:  A number of delegates, including Arabs embarrassed by his volatile speeches stirring anti-Semitism and endorsing the neo-Nazi Tacuara movement of Argentina, had asked King Feisal to take him away from the already highly charged UN scene.
Edit intent: clarity
Original:  And this case was not the first they disapproved of his views and URL archive.com/hutchinson-news-dec-12-1962-p-1 Hutchinson News Newspaper Archives.
Revised:  And this case was not the first they disapproved of his views and rhetoric. Hutchinson News Newspaper Archives.
Edit intent: clarity
Original: == Reign of King Salman (2015 - present) After the death of King Abdullah, King Salman took over as King.
Revised:  Reign of King Salman (2015 - present) After the death of King Abdullah, King Salman took over as King.
Edit intent: fluency
Original: Reign of King Salman (2015 - present) King Salman MBS After the death of King Abdullah, Prince Salman took over as King.
Revised:  After the death of King Abdullah, Prince Salman took over as King.
Edit intent: coherence
Original: ]] Subterranean fauna is referred to animal species  adapted to live in underground environment.
Revised: ]] Subterranean fauna refers to animal species adapted to live in underground environment.
Edit intent: clarity
Original: ]] Subterranean fauna is referred to animal species  adapted to live in underground environment.
Revised: ]] Subterranean fauna is referred to animal species that are adapted to live in underground environment.
Edit intent: clarity
Original: The Law Management approach is a term defined by Antoine Masson and Hugh Bouthinon-Dumas, researchers at ESSEC  , to refer to any research works focusing on Law as a key factor for companies  success.
Revised: The Law and Management Approach () is a term defined by Antoine Masson and Hugh Bouthinon-Dumas, researchers at ESSEC , to refer to any research works focusing on Law as a key factor for companies success.
Edit intent: clarity
Original: The Law Management approach is a term defined by Antoine Masson and Hugh Bouthinon-Dumas, researchers at ESSEC  , to refer to any research works focusing on Law as a key factor for companies  success.
Revised: The Law Management approach is a term defined by Antoine Masson and Hugh Bouthinon-Dumas, researchers at ESSEC , to refer to any research works focusing on Law as a key factor for companies ' success.
Edit intent: fluency
Original:  The Law Management approach, unlike the Economic Analysis of Law (also known as "Law and Economics")
Revised:  The Management approach, unlike the Economic Analysis of Law (also known as "Law and Economics")
Edit intent: fluency
Original:  which primarily aims at assessing and comparing the cost and efficiency of the rules in accordance with criterium developed by Economists , seeks to explain the differences of performance between companies facing the same legal environment, according to their ability to take advantage from Law . From a methods perspective, the Law  Management approach focuses on the behaviors of economic actors towards Law.
Revised:  which primarily aims at assessing and comparing the cost and efficiency of the rules in accordance with criteria developed by economists , seeks to explain the differences of performance between companies facing the same legal environment, according to their ability to take advantage from Law . From a methods perspective, the Law Management approach focuses on the behaviors of economic actors towards Law.
Edit intent: fluency
Original:  which primarily aims at assessing and comparing the cost and efficiency of the rules in accordance with criterium developed by Economists , seeks to explain the differences of performance between companies facing the same legal environment, according to their ability to take advantage from Law . From a methods perspective, the Law  Management approach focuses on the behaviors of economic actors towards Law.
Revised:  which primarily aims at assessing and comparing the cost and efficiency of the rules in accordance with criterium developed by Economists , seeks to explain the differences of performance between companies facing the same legal environment, according to their ability to take advantage of legal strategies . From a methods perspective, the Law Management approach focuses on the behaviors of economic actors towards Law.
Edit intent: clarity
Original:  which primarily aims at assessing and comparing the cost and efficiency of the rules in accordance with criterium developed by Economists , seeks to explain the differences of performance between companies facing the same legal environment, according to their ability to take advantage from Law . From a methods perspective, the Law  Management approach focuses on the behaviors of economic actors towards Law.
Revised:  which primarily aims at assessing and comparing the cost and efficiency of the rules in accordance with criterium developed by Economists , seeks to explain the differences of performance between companies facing the same legal environment, according to their ability to take advantage from Law . From a methods perspective, the Law and Management approach focuses on the behaviors of economic actors towards Law.
Edit intent: fluency
Original:  which primarily aims at assessing and comparing the cost and efficiency of the rules in accordance with criterium developed by Economists , seeks to explain the differences of performance between companies facing the same legal environment, according to their ability to take advantage from Law . From a methods perspective, the Law  Management approach focuses on the behaviors of economic actors towards Law.
Revised:  which primarily aims at assessing and comparing the cost and efficiency of the rules in accordance with criterium developed by Economists , seeks to explain the differences of performance between companies facing the same legal environment, according to their ability to take advantage from Law . From a methods perspective, the Law Management approach focuses on the behaviours of economic actors towards Law.
Edit intent: fluency
Original:  The Law  Management methods are therefore primarily behavioral and borrow numerous investigation and data processing techniques from the sociology or psychologyfields since these approaches rely on observation.
Revised:  The Law and Management methods are therefore primarily behavioral and borrow numerous investigation and data processing techniques from the sociology or psychologyfields since these approaches rely on observation.
Edit intent: fluency
Original:  The Law  Management methods are therefore primarily behavioral and borrow numerous investigation and data processing techniques from the sociology or psychologyfields since these approaches rely on observation.
Revised:  The Law Management methods are therefore primarily behavioral and borrow numerous investigation and data processing techniques from the fields of sociology and psychology, since these approaches rely on observation.
Edit intent: fluency
Original:  The purpose of the Law Management is nevertheless specific and consistent with management sciences, as it try to understand how Law can be used by (and within) companies to achieve their assigned goals (that are mainly economic).
Revised:  The purpose of the Management is nevertheless specific and consistent with management sciences, as it try to understand how Law can be used by (and within) companies to achieve their assigned goals (that are mainly economic).
Edit intent: fluency
Original:  The purpose of the Law Management is nevertheless specific and consistent with management sciences, as it try to understand how Law can be used by (and within) companies to achieve their assigned goals (that are mainly economic).
Revised:  The purpose of the Law approach is nevertheless specific and consistent with management sciences, as it try to understand how Law can be used by (and within) companies to achieve their assigned goals (that are mainly economic).
Edit intent: clarity
Original:  The results of Law  Management studies can be used to base recommendations that are addressed primarily not to normative or judicial authorities (as in the Law & Economic) but to the economic actors.
Revised:  The results of Law and Management studies can be used to base recommendations that are addressed primarily not to normative or judicial authorities (as in the Law & Economic) but to the economic actors.
Edit intent: fluency
Original:   Currently, the Law  Management approach refers to the legal work of authors such as , in the United States, Constance Bagley (Yale School of Management), , C. E. Bagley, Winning Legally: How to Use the Law to Create Value, Marshal Resources, and Manage Risk, Harvard Business School Press, 2005, spec. pp. 47–50.
Revised:  Currently, the Law and Management approach refers to the legal work of authors such as , in the United States, Constance Bagley (Yale School of Management), , C. E. Bagley, Winning Legally: How to Use the Law to Create Value, Marshal Resources, and Manage Risk, Harvard Business School Press, 2005, spec. pp. 47–50.
Edit intent: fluency
Original:   Currently, the Law  Management approach refers to the legal work of authors such as , in the United States, Constance Bagley (Yale School of Management), , C. E. Bagley, Winning Legally: How to Use the Law to Create Value, Marshal Resources, and Manage Risk, Harvard Business School Press, 2005, spec. pp. 47–50.
Revised:  Currently, the Law Management approach refers to the legal work of authors such as : in the United States, Constance Bagley (Yale School of Management), , C. E. Bagley, Winning Legally: How to Use the Law to Create Value, Marshal Resources, and Manage Risk, Harvard Business School Press, 2005, spec. pp. 47–50.
Edit intent: fluency
Original:   Currently, the Law  Management approach refers to the legal work of authors such as , in the United States, Constance Bagley (Yale School of Management), , C. E. Bagley, Winning Legally: How to Use the Law to Create Value, Marshal Resources, and Manage Risk, Harvard Business School Press, 2005, spec. pp. 47–50.
Revised:  Currently, the Law Management approach refers to the legal work of authors such as , in the United States, Constance Bagley (Yale School of Management), C. E. Bagley, Winning Legally: How to Use the Law to Create Value, Marshal Resources, and Manage Risk, Harvard Business School Press, 2005, spec. pp. 47–50.
Edit intent: fluency
Original:  Robert Bird (University of Connecticut), , R. Bird,  Pathways of Legal Strategy  , 14 STAN. J.L, BUS, & FIN. (2008), p. 1.  George Siedel (Michigan Business School), , G. J. Siedel, Using Law for Competitive Advantage, Jossey Bass, 2002. in Scandinavia (around the "proactive law ” movement) Haapio Helena (University of Vaasa), , H. Haapio, Introduction to Praoactive Law:
Revised:  Robert Bird (University of Connecticut), R. Bird, Pathways of Legal Strategy , 14 STAN. J.L, BUS, & FIN. (2008), p. 1. George Siedel (Michigan Business School), , G. J. Siedel, Using Law for Competitive Advantage, Jossey Bass, 2002. in Scandinavia (around the "proactive law ” movement) Haapio Helena (University of Vaasa), , H. Haapio, Introduction to Praoactive Law:
Edit intent: fluency
Original:  Robert Bird (University of Connecticut), , R. Bird,  Pathways of Legal Strategy  , 14 STAN. J.L, BUS, & FIN. (2008), p. 1.  George Siedel (Michigan Business School), , G. J. Siedel, Using Law for Competitive Advantage, Jossey Bass, 2002. in Scandinavia (around the "proactive law ” movement) Haapio Helena (University of Vaasa), , H. Haapio, Introduction to Praoactive Law:
Revised:  Robert Bird (University of Connecticut), , R. Bird, " Pathways of Legal Strategy , 14 STAN. J.L, BUS, & FIN. (2008), p. 1. George Siedel (Michigan Business School), , G. J. Siedel, Using Law for Competitive Advantage, Jossey Bass, 2002. in Scandinavia (around the "proactive law ” movement) Haapio Helena (University of Vaasa), , H. Haapio, Introduction to Praoactive Law:
Edit intent: fluency
Original:  Robert Bird (University of Connecticut), , R. Bird,  Pathways of Legal Strategy  , 14 STAN. J.L, BUS, & FIN. (2008), p. 1.  George Siedel (Michigan Business School), , G. J. Siedel, Using Law for Competitive Advantage, Jossey Bass, 2002. in Scandinavia (around the "proactive law ” movement) Haapio Helena (University of Vaasa), , H. Haapio, Introduction to Praoactive Law:
Revised:  Robert Bird (University of Connecticut), , R. Bird, Pathways of Legal Strategy " , 14 STAN. J.L, BUS, & FIN. (2008), p. 1. George Siedel (Michigan Business School), , G. J. Siedel, Using Law for Competitive Advantage, Jossey Bass, 2002. in Scandinavia (around the "proactive law ” movement) Haapio Helena (University of Vaasa), , H. Haapio, Introduction to Praoactive Law:
Edit intent: fluency
Original:  Robert Bird (University of Connecticut), , R. Bird,  Pathways of Legal Strategy  , 14 STAN. J.L, BUS, & FIN. (2008), p. 1.  George Siedel (Michigan Business School), , G. J. Siedel, Using Law for Competitive Advantage, Jossey Bass, 2002. in Scandinavia (around the "proactive law ” movement) Haapio Helena (University of Vaasa), , H. Haapio, Introduction to Praoactive Law:
Revised:  Robert Bird (University of Connecticut), , R. Bird, Pathways of Legal Strategy , 14 STAN. J.L, BUS, & FIN. (2008), p. 1. and George Siedel (Michigan Business School), , G. J. Siedel, Using Law for Competitive Advantage, Jossey Bass, 2002. in Scandinavia (around the "proactive law ” movement) Haapio Helena (University of Vaasa), , H. Haapio, Introduction to Praoactive Law:
Edit intent: coherence