wanyu/IteraTeR_v2 huggingface dataset:
Original:  Face Anti-Spoofing In Biometric Systems. online%DIFDELCMD < ] %%% URL Available at: URL Accessed 21 October 2020%DIFDELCMD < ]%%% . By comparing across databases using replay videos of spoof attacks, many of these methods are able to detect liveness of faces and facial symmetry under a controlled environment.
Revised:  Face Anti-Spoofing In Biometric Systems. %DIFDELCMD < ] %%% URL Available at: URL Accessed 21 October 2020%DIFDELCMD < ]%%% . By comparing across databases using replay videos of spoof attacks, many of these methods are able to detect liveness of faces and facial symmetry under a controlled environment.
Edit intent: fluency
Original:  Face Anti-Spoofing In Biometric Systems. online%DIFDELCMD < ] %%% URL Available at: URL Accessed 21 October 2020%DIFDELCMD < ]%%% . By comparing across databases using replay videos of spoof attacks, many of these methods are able to detect liveness of faces and facial symmetry under a controlled environment.
Revised:  Face Anti-Spoofing In Biometric Systems. online%DIFDELCMD < ] %%% Accessed 21 October 2020%DIFDELCMD < ]%%% . By comparing across databases using replay videos of spoof attacks, many of these methods are able to detect liveness of faces and facial symmetry under a controlled environment.
Edit intent: coherence
Original:  Face Anti-Spoofing In Biometric Systems. online%DIFDELCMD < ] %%% URL Available at: URL Accessed 21 October 2020%DIFDELCMD < ]%%% . By comparing across databases using replay videos of spoof attacks, many of these methods are able to detect liveness of faces and facial symmetry under a controlled environment.
Revised:  Face Anti-Spoofing In Biometric Systems. online%DIFDELCMD < ] %%% URL Available at: URL %DIFDELCMD < ]%%% . By comparing across databases using replay videos of spoof attacks, many of these methods are able to detect liveness of faces and facial symmetry under a controlled environment.
Edit intent: coherence
Original:  Face Anti-Spoofing In Biometric Systems. online%DIFDELCMD < ] %%% URL Available at: URL Accessed 21 October 2020%DIFDELCMD < ]%%% . By comparing across databases using replay videos of spoof attacks, many of these methods are able to detect liveness of faces and facial symmetry under a controlled environment.
Revised:  Face Anti-Spoofing In Biometric Systems. online%DIFDELCMD < ] %%% URL Available at: URL Accessed 21 October 2020%DIFDELCMD < ]%%% By comparing across databases using replay videos of spoof attacks, many of these methods are able to detect liveness of faces and facial symmetry under a controlled environment.
Edit intent: fluency
Original:  Towards Privacy Protection By Generating Adversarial Identity Masks. online%DIFDELCMD < ] %%% arXiv.org.
Revised:  Towards Privacy Protection By Generating Adversarial Identity Masks. %DIFDELCMD < ] %%% arXiv.org.
Edit intent: fluency
Original:  Available at: URL Accessed 7 November 2020%DIFDELCMD < ]%%% . One drawback of such an adversarial network model is it analyzes only one attack target;
Revised:  Available at: URL %DIFDELCMD < ]%%% . One drawback of such an adversarial network model is it analyzes only one attack target;
Edit intent: clarity
Original:  Available at: URL Accessed 7 November 2020%DIFDELCMD < ]%%% . One drawback of such an adversarial network model is it analyzes only one attack target;
Revised:  Available at: URL Accessed 7 November 2020%DIFDELCMD < ]%%% One drawback of such an adversarial network model is it analyzes only one attack target;
Edit intent: fluency
Original:  Some key metrics in measuring the effectiveness of alignment and reconstruction include face reconstruction speed, runtime of alignments , and accuracy of facial alignment compared to original image.
Revised:  Some key metrics in measuring the effectiveness of alignment and reconstruction include face reconstruction speed, runtime of alignments and accuracy of facial alignment compared to original image.
Edit intent: fluency
Original:  “Joint 3D Face Reconstruction and Dense Alignment with Position Map Regression Network” Available URL Accessed 21 October 2020%DIFDELCMD < ]%%% . Through restructuring 3D facial structures using density to align faces, position maps can convert a 3D face into a 2D image based on a UV plain analysis.
Revised:  “Joint 3D Face Reconstruction and Dense Alignment with Position Map Regression Network” Available URL %DIFDELCMD < ]%%% . Through restructuring 3D facial structures using density to align faces, position maps can convert a 3D face into a 2D image based on a UV plain analysis.
Edit intent: coherence
Original:  “Joint 3D Face Reconstruction and Dense Alignment with Position Map Regression Network” Available URL Accessed 21 October 2020%DIFDELCMD < ]%%% . Through restructuring 3D facial structures using density to align faces, position maps can convert a 3D face into a 2D image based on a UV plain analysis.
Revised:  “Joint 3D Face Reconstruction and Dense Alignment with Position Map Regression Network” Available URL Accessed 21 October 2020%DIFDELCMD < ]%%% Through restructuring 3D facial structures using density to align faces, position maps can convert a 3D face into a 2D image based on a UV plain analysis.
Edit intent: fluency
Original:  An Identity-Authentication System Using Fingerprints. online%DIFDELCMD < ] %%% Available at: URL Accessed 19 October 2020%DIFDELCMD < ]%%% . This model is based on alignment, where it matches inputs to stored template to verify the identity of someone faster and more accurately.
Revised:  An Identity-Authentication System Using Fingerprints. %DIFDELCMD < ] %%% Available at: URL Accessed 19 October 2020%DIFDELCMD < ]%%% . This model is based on alignment, where it matches inputs to stored template to verify the identity of someone faster and more accurately.
Edit intent: fluency
Original:  An Identity-Authentication System Using Fingerprints. online%DIFDELCMD < ] %%% Available at: URL Accessed 19 October 2020%DIFDELCMD < ]%%% . This model is based on alignment, where it matches inputs to stored template to verify the identity of someone faster and more accurately.
Revised:  An Identity-Authentication System Using Fingerprints. online%DIFDELCMD < ] %%% Accessed 19 October 2020%DIFDELCMD < ]%%% . This model is based on alignment, where it matches inputs to stored template to verify the identity of someone faster and more accurately.
Edit intent: coherence
Original:  An Identity-Authentication System Using Fingerprints. online%DIFDELCMD < ] %%% Available at: URL Accessed 19 October 2020%DIFDELCMD < ]%%% . This model is based on alignment, where it matches inputs to stored template to verify the identity of someone faster and more accurately.
Revised:  An Identity-Authentication System Using Fingerprints. online%DIFDELCMD < ] %%% Available at: URL %DIFDELCMD < ]%%% . This model is based on alignment, where it matches inputs to stored template to verify the identity of someone faster and more accurately.
Edit intent: coherence
Original:  An Identity-Authentication System Using Fingerprints. online%DIFDELCMD < ] %%% Available at: URL Accessed 19 October 2020%DIFDELCMD < ]%%% . This model is based on alignment, where it matches inputs to stored template to verify the identity of someone faster and more accurately.
Revised:  An Identity-Authentication System Using Fingerprints. online%DIFDELCMD < ] %%% Available at: URL Accessed 19 October 2020%DIFDELCMD < ]%%% This model is based on alignment, where it matches inputs to stored template to verify the identity of someone faster and more accurately.
Edit intent: fluency
Original:  Anderson, K., Durbin, E., Salinger, M. (2008).
Revised:  Salinger, M. (2008).
Edit intent: coherence
Original:  This usage of masks and 3D printed items to cover certain body features while conducting crime is illegal under laws like anti-mask laws. cite journal |last1=Winet |first1=Evan |title=Face-Veil Bans and Anti-Mask Laws: State Interests and the Right to Cover the Face |journal=Hastings International and Comparative Law Review |date=1 January 2012 |volume=35 |issue=1 |pages=217 URL
Revised:  This usage of masks and 3D printed items to cover certain body features while conducting crime is illegal under laws like anti-mask laws. 
Edit intent: coherence
Original:  According to the NCSl, identity theft is considered a federal crime and most states categorize it as a serious felony.
Edit intent: coherence
Original: 3D sensor analysis to test face authenticity 3D cameras and depth analysis can be used to detect spoofing and fraudulent datas . Biometric identifications with a wide range of depth and flexility can aid the detection of spoofing attempts by hackers and identity thieves.
Revised: 3D sensor analysis to test face authenticity 3D cameras and depth analysis can be used to detect spoofing and fraudulent data . Biometric identifications with a wide range of depth and flexility can aid the detection of spoofing attempts by hackers and identity thieves.
Edit intent: fluency
Original:  By diversifying systems and obfuscation of data through system analysis, data scientists and security experts can make it harder for hackers to breach a system ’ s security and privacy settings.
Revised:  By diversifying systems and obfuscation of data through system analysis, data scientists and security experts can make it harder for hackers to breach a system ' s security and privacy settings.
Edit intent: fluency
Original:  These data usually come from sensors and are uploaded onto the application where it ’ s analyzed.
Revised:  These data usually come from sensors and are uploaded onto the application where it ' s analyzed.
Edit intent: fluency
Original:  Through obfuscation operators and certain combinations of them, an individual ’ s private data can be protected while also being analyzed.
Revised:  Through obfuscation operators and certain combinations of them, an individual ' s private data can be protected while also being analyzed.
Edit intent: fluency
Original: Personal life He was born in 1988 in Dubai, UAE for a Emirati father and Kuwait mother.
Revised: Personal life He was born in 1988 in Dubai, UAE to an Emirati father and Kuwait mother.
Edit intent: fluency
Original: On June 16 , 1934 , Butters rode Sindhi for the Aga Khan in a race at Gatwick.
Revised: On 16 , 1934 , Butters rode Sindhi for the Aga Khan in a race at Gatwick.
Edit intent: clarity
Original: On June 16 , 1934 , Butters rode Sindhi for the Aga Khan in a race at Gatwick.
Revised: On June 16 June 1934 , Butters rode Sindhi for the Aga Khan in a race at Gatwick.
Edit intent: clarity
Original: On June 16 , 1934 , Butters rode Sindhi for the Aga Khan in a race at Gatwick.
Revised: On June 16 , 1934 Butters rode Sindhi for the Aga Khan in a race at Gatwick.
Edit intent: fluency
Original: Early life Beary was born  9 December 1894 (although some sources list 1896) in Clonmel, County Tipperary, into a racing and hunting family.
Revised: Early life Beary was born on 9 December 1894 (although some sources list 1896) in Clonmel, County Tipperary, into a racing and hunting family.
Edit intent: fluency
Original: Tensions between Morocco and the Polisario Front deepened in mid-October 2020 when Saharawi peaceful protesters blocked a controversial road connecting  Western Sahara to sub-Saharan Africa.
Revised: Tensions between Morocco and the Polisario Front deepened in mid-October 2020 when Saharawi peaceful protesters blocked a controversial road connecting Moroccan-occupied Western Sahara to sub-Saharan Africa.
Edit intent: clarity
Original:  1 November The Algerian authorities have accused Morocco of having killed in a "barbarous bombardment" three truck drivers who were covering the route between the Mauritanian capital, Nouakchott, and the Algerian city of Uargla and have warned that this "murder" will not go "unpunished.
Revised:  The Algerian authorities have accused Morocco of having killed in a "barbarous bombardment" three truck drivers who were covering the route between the Mauritanian capital, Nouakchott, and the Algerian city of Uargla and have warned that this "murder" will not go "unpunished.
Edit intent: coherence
Original:  The violence ended a ceasefire between the opposing sides that had held for 29 years in anticipation of referendum on self-determination that would have settled the dispute.
Revised:  The violence ended a ceasefire between the opposing sides that had held for 29 years in anticipation of a referendum of self-determination that would have settled the dispute.
Edit intent: fluency
Original:  In 2020, the film won Prabhat International Award at Pune International Film Festival URL
Revised:  In 2020, the film won Prabhat International Award at Pune International Film Festival (PIFF).
Edit intent: clarity
Original:  He is best known as the director of critically acclaimed television serials and feature films Naouret El Hawa , Al Akaber and Allo .
Revised:  She is best known as the director of critically acclaimed television serials and feature films Naouret El Hawa , Al Akaber and Allo .
Edit intent: fluency
Original:  He is best known as the director of critically acclaimed television serials and feature films Naouret El Hawa , Al Akaber and Allo .
Revised:  He is best known as the director of critically acclaimed television serials and feature films Naouret El Hawa .
Edit intent: coherence
Original:  In 2006, she played the role  'Zohra' in Mohamed Ghodhbane's serial Hayet Wa Amani.
Revised:  In 2006, she played the role of 'Zohra' in Mohamed Ghodhbane's serial Hayet Wa Amani.
Edit intent: fluency
Original:  In 2014, she starred in the television serial Naouret El Hawa  directed by her husband Belaïd.
Revised:  In 2014, she starred in the television serial Naouret El Hawa , directed by her husband Belaïd.
Edit intent: fluency
Original:  Te series became very popular and she received the award for Best Actress for her role as 'Hanène Lahmar' in the serial Naouret El Hawa in that year.
Revised:  The series became very popular and she received the award for Best Actress for her role as 'Hanène Lahmar' in the serial Naouret El Hawa in that year.
Edit intent: fluency
Original:  The she won the Ramadan Star Award at the Romdhane Awards awarded by Mosaïque FM.
Revised:  She won the Ramadan Star Award at the Romdhane Awards awarded by Mosaïque FM.
Edit intent: fluency
Original: Rim Riahi (born 17 February 1977), is a Tunisian actress .
Revised: Rim Riahi (born 17 February 1977), is a Tunisian actor .
Edit intent: clarity
Original:  Television serials 1997: El Khottab Al Bab (season 2), by Slaheddine Essid : Raoudha 1999: Ghalia, by Moncef El Kateb 2002: Gamret Sidi Mahrous, by Slaheddine Essid 2005: Mal Wa Amal, by Abdelkader Jerbi 2006: Hayet Wa Amani, by Mohamed Ghodhbane 2010: Njoum Ellil (season 2), by Madih Belaïd 2014-2015 : Naouret El Hawa, by Madih Belaïd 2016: Al Akaber, by Madih Belaïd 2020: Nouba by Abdelhamid Bouchnak 2021: Machair by Miuhammet Gök : Rym
Revised:  Television serials 1997: El Khottab Al Bab (season 2), by Slaheddine Essid : Raoudha 1999: Ghalia, by Moncef El Kateb 2002: Gamret Sidi Mahrous, by Slaheddine Essid 2005: Mal Wa Amal, by Abdelkader Jerbi 2006: Hayet Wa Amani, by Mohamed Ghodhbane 2010: Njoum Ellil (season 2), by Madih Belaïd 2014–2015 : Naouret El Hawa, by Madih Belaïd 2016: Al Akaber, by Madih Belaïd 2020: Nouba by Abdelhamid Bouchnak 2021: Machair by Miuhammet Gök : Rym
Edit intent: clarity
Original: The Baharistan-i-Ghaibi, written by Mirza Nathan, is a major historical document that has served as the primary source for the reconstruction of the history of Bengal, Cooch Behar, Assam and Bihar under the reign of Mughal emperor Jahangir (1605-1627).
Revised: The Baharistan-i-Ghaibi, written by Mirza Nathan, is a 17th century chronicle on the history of Bengal, Cooch Behar, Assam and Bihar under the reign of Mughal emperor Jahangir (1605-1627).
Edit intent: clarity
Original:  Believed to be living a retired life, he dopted the pseudonym of Ghaibi (Invisible).
Revised:  Believed to be living a retired life, he adopted the pseudonym of Ghaibi (Invisible).
Edit intent: fluency
Original:  Mirza Nathan's eye-witness accounts have provided detailed and lucid accounts of the Mughal conquest of Kamarupa, Kachhar and Assam.
Revised:  Mirza Nathan's eyewitness accounts have provided detailed and lucid accounts of the Mughal conquest of Kamarupa, Kachhar and Assam.
Edit intent: fluency
Original: The Baharistan-i-Ghaibi  , written by Mirza Nathan, is a 17th-century chronicle on the history of Bengal, Cooch Behar, Assam and Bihar under the reign of Mughal emperor Jahangir (1605-1627).
Revised: The Baharistan-i-Ghaibi () , written by Mirza Nathan, is a 17th-century chronicle on the history of Bengal, Cooch Behar, Assam and Bihar under the reign of Mughal emperor Jahangir (1605-1627).
Edit intent: fluency
Original:  Unlike other histories of the Mughal Empire, written by court historians by order of the emperor and covering the history of the whole empire, the Baharistan-i-Ghaibi deals only with the affairs of Bengal and the adjoining area.
Revised:  Unlike other history books of the Mughal Empire, written by court historians by order of the emperor and covering the history of the whole empire, the Baharistan-i-Ghaibi deals only with the affairs of Bengal and the adjoining area.
Edit intent: clarity
Original: Mirza Nathan Alauddin Isfahan , alias Mirza Nathan, was awarded the title of Shitab Khan by Jahangir.
Revised:  Alauddin Isfahan , alias Mirza Nathan, was awarded the title of Shitab Khan by Jahangir.
Edit intent: coherence
Original:  His father Malik Ali, later entitled Ihtimam Khan, came to Bengal as  Mir Bahr, serving as admiral of the Mughal fleet in 1608 along with Islam Khan Chisti .
Revised:  His father Malik Ali, later entitled Ihtimam Khan, came to Bengal as a Mir Bahr, serving as admiral of the Mughal fleet in 1608 along with Islam Khan Chisti .
Edit intent: fluency
Original:  His father Malik Ali, later entitled Ihtimam Khan, came to Bengal as  Mir Bahr, serving as admiral of the Mughal fleet in 1608 along with Islam Khan Chisti .
Revised:  His father Malik Ali, later entitled Ihtimam Khan, came to Bengal as Mir Bahr, an admiral of the Mughal fleet in 1608 along with Islam Khan Chisti .
Edit intent: clarity
Original:  His father Malik Ali, later entitled Ihtimam Khan, came to Bengal as  Mir Bahr, serving as admiral of the Mughal fleet in 1608 along with Islam Khan Chisti .
Revised:  His father Malik Ali, later entitled Ihtimam Khan, came to Bengal as Mir Bahr, serving as admiral of the Mughal fleet in 1608 along with Islam Khan Chishti .
Edit intent: fluency
Original:  When the prince Shahjahan revolted against his father Jahangir and came to Bengal, Mirza Nathan joined him and helped in his war operations, but when the prince left Bengal for the Deccan, Mirza Nathan went into hiding and was not heard of anymore.
Revised:  When the prince Shah Jahan revolted against his father Jahangir and came to Bengal, Mirza Nathan joined him and helped in his war operations, but when the prince left Bengal for the Deccan, Mirza Nathan went into hiding and was not heard of anymore.
Edit intent: fluency
Original:  The accounts of the several Magh invasions of the Mughal territory of Bhulua and the several Mughal invasions to Chittagong are found in greater details in the Bharistan ;
Revised:  The accounts of the several Magh invasions of the Mughal territory of Bhulua and the several Mughal invasions to Chittagong are found in greater details in the Baharistan ;
Edit intent: fluency
Original:  However, references to the Muslim months of Ramadan, Id , Muharram and other festivals help ascertain the chronology of events accurately.
Revised:  However, references to the Muslim months of Ramadan, Eid , Muharram and other festivals help ascertain the chronology of events accurately.
Edit intent: fluency
Original:  He is best known as the director of popular television serials and films Nass Mlah City, Djemai Family, Sultan Achour and 10  Bouzid Days.
Revised:  He is best known as the director of popular television serials and films Nass Mlah City, Djemai Family, Sultan Achour 10 Bouzid Days.
Edit intent: clarity
Original:  He is best known as the director of popular television serials and films Nass Mlah City, Djemai Family, Sultan Achour and 10  Bouzid Days.
Revised:  He is best known as the director of popular television serials and films Nass Mlah City, Djemai Family, Sultan Achour and 10 and Bouzid Days.
Edit intent: fluency
Original:  Filmography Year Film Role Genre Ref. 2002–06 Nass Mlah City Director, producer, writer Film 2005 Mobilis: 2 millions d'abonnés Executive producer Short film 2005 Mobilink: Oria Executive producer Short film 2015 Sultan Ashour 10 Director, writer TV Series 2020 Héliopolis Director, writer TV Series
Revised:  Filmography Year Film Role Genre Ref. 2002–06 Nass Mlah City Director, producer, writer Film 2005 Mobilis: 2 millions d'abonnés Executive producer Short film 2005 Mobilink: Oria Executive producer Short film 2015 Sultan Achour 10 Director, writer TV Series 2020 Héliopolis Director, writer TV Series
Edit intent: fluency
Original: Personal life He was born on September 18  1966 in Algiers, Algeria.
Revised: Personal life He was born on September 18 , 1966 in Algiers, Algeria.
Edit intent: fluency
Original:  Career In 2001, he directed the television sitcom Nass Mlah City which first aired on Télévision Algérienne, Canal Algérie and A3 in November 6th 2002.
Revised:  Career In 2001, he directed the television sitcom Nass Mlah City which first aired on Télévision Algérienne, Canal Algérie and A3 in November 6, 2002.
Edit intent: fluency
Original:  The trailer was released on October 25th , 2020 and was finally screened under strict health conditions in November 4th 2020.
Revised:  The trailer was released on October 25 , 2020 and was finally screened under strict health conditions in November 4th 2020.
Edit intent: fluency
Original:  The trailer was released on October 25th , 2020 and was finally screened under strict health conditions in November 4th 2020.
Revised:  The trailer was released on October 25th , 2020 and was finally screened under strict health conditions in November 4, 2020.
Edit intent: fluency
Original:  This exhibition aims to promote among the inhabitants of the region and its visitors, the Cultural Heritage of which they are depositories, with the hope that each national or foreign person, of any age or religious creed, will become the guardian who ensures their protection for knowledge and benefit for themselves and for future generations . Reference
Revised:  This exhibition aims to promote among the inhabitants of the region and its visitors, the Cultural Heritage of which they are depositories, with the hope that each national or foreign person, of any age or religious creed, will become the guardian who ensures their protection for knowledge and benefit for themselves and for future generations Reference
Edit intent: fluency
Original:  This exhibition aims to promote among the inhabitants of the region and its visitors, the Cultural Heritage of which they are depositories, with the hope that each national or foreign person, of any age or religious creed, will become the guardian who ensures their protection for knowledge and benefit for themselves and for future generations . Reference
Revised:  This exhibition aims to promote among the inhabitants of the region and its visitors, the Cultural Heritage of which they are depositories, with the hope that each national or foreign person, of any age or religious creed, will become the guardian who ensures their protection for knowledge and benefit for themselves and for future generations . 
Edit intent: coherence
Original: The Fortress of Santa Bárbara, also known as "El Castillo" , is located in the city of Trujillo in the department of Colón, Honduras.
Revised: The Fortress of Santa Bárbara, also known as El Castillo , is located in the city of Trujillo in the department of Colón, Honduras.
Edit intent: fluency