wanyu/IteraTeR_v2 huggingface dataset:
Original:   References
Revised:  History In June 2021 a trade dispute threatened to erupt between the UK and the von der Leyen Commission over the Northern Irish Protocol (NIP) which flowed from Brexit. The position of Lord Frost and the Johnson government was that trade equivalence with the European Union over SPS measures could be maintained with "a recognition of mutually high standards", whereas his opposite number Maros Sefcovic insisted that Northern Ireland join the Common Veterinary Area which resulted from the SUEVA. President Biden had even been drawn into the diplomatic conflict because his National Security Advisor feared a breakdown in public order. A leaked memo obtained by the Times of London "suggested that if the UK signed up to EU rules on agricultural standards to ease problems with the NIP Mr Biden would ensure it did not 'negatively affect the chances of reaching a US/UK trade deal'". References
Edit intent: coherence
Original:  WTO Member countries shall accord acceptance to the Sanitary and Phytosanitary (SPS) measures of other countries (even if those measures differ from their own or from those used by other Member countries trading in the same product) if the exporting country demonstrates to the importing country that its measures achieve the importer’s appropriate level of sanitary and phytosanitary protection.
Revised:  World Trade Organization (WTO) Member countries shall accord acceptance to the Sanitary and Phytosanitary (SPS) measures of other countries (even if those measures differ from their own or from those used by other Member countries trading in the same product) if the exporting country demonstrates to the importing country that its measures achieve the importer’s appropriate level of sanitary and phytosanitary protection.
Edit intent: clarity
Original:  Safety Shutdown System (SSS): This includes Emergency Shutdown-(ESD) and Emergency Depressurization-(EDP) Systems. multiflo part no vt86_033
Revised:  Safety Shutdown System (SSS): This includes Emergency Shutdown-(ESD) and Emergency Depressurization-(EDP) Systems. 
Edit intent: coherence
Original:   &  Examples of safety systems and vendors Trusted & AADvance by Rockwell Automation Prosafe SLS (Maglog) and Prosafe RS by Yokogawa Electric Corporation Safety Manager by Honeywell HIMAX System by HIMA Triconex by Invensys (now Schneider Electric]) Safeguard and System 800xA HI by ABB S7-400 by Siemens DeltaV SIS by Emerson Flange Safety Guards by INDANA STEEL PVT.LTD 
Revised:  & Examples of safety systems and vendors Trusted & AADvance by Rockwell Automation Prosafe SLS (Maglog) and Prosafe RS by Yokogawa Electric Corporation Safety Manager by Honeywell HIMAX System by HIMA Triconex by Invensys (now Schneider Electric]) Safeguard and System 800xA HI by ABB S7-400 by Siemens DeltaV SIS by Emerson Flange Guards 
Edit intent: coherence
Original: / Start Programming Simulating PLC in Your Laptop from Scratch: A No BS, No Fluff, PLC Programming / Given 21 Plus 3 (Pick and Place, Modular Belt Conveyor%DIFDELCMD < & %%% Cargo Lifter/Elevator), Real World Working Code, Step By Step Examples.
Revised:  Simulating PLC in Your Laptop from Scratch: A No BS, No Fluff, PLC Programming / Given 21 Plus 3 (Pick and Place, Modular Belt Conveyor%DIFDELCMD < & %%% Cargo Lifter/Elevator), Real World Working Code, Step By Step Examples.
Edit intent: coherence
Original: / Start Programming Simulating PLC in Your Laptop from Scratch: A No BS, No Fluff, PLC Programming / Given 21 Plus 3 (Pick and Place, Modular Belt Conveyor%DIFDELCMD < & %%% Cargo Lifter/Elevator), Real World Working Code, Step By Step Examples.
Revised: / Start Programming %DIFDELCMD < & %%% Cargo Lifter/Elevator), Real World Working Code, Step By Step Examples.
Edit intent: coherence
Original: BURIK The safety shutdown system (SSS) shall shut down the facilities to a safe state in case of an emergency situation, thus protecting personnel, the environment and the asset.
Revised: SSS The safety shutdown system (SSS) shall shut down the facilities to a safe state in case of an emergency situation, thus protecting personnel, the environment and the asset.
Edit intent: coherence
Original:  These compounds are known for their antibacterial, antifungal  and antioxidant properties.
Revised:  These compounds are known for their antibacterial, antifungal , and antioxidant properties.
Edit intent: fluency
Original:  Due to its suppressive activity on food browning and the inhibitory activity against bacteria and fungi causing food spoilage (such as Clostridium perfringens, Alternaria alternata, Aspergillus niger, Botrytis cinerea, Fusobacterium species, Monilinia fructicola and Rhizopus stolonifer), hinokitiol is also used in food packaging as a shelf-life extending agent . Safety Thujaplicins are considered to be generally safe
Revised:  Due to its suppressive activity on food browning and the inhibitory activity against bacteria and fungi causing food spoilage (such as Clostridium perfringens, Alternaria alternata, Aspergillus niger, Botrytis cinerea, Fusobacterium species, Monilinia fructicola and Rhizopus stolonifer), hinokitiol is also used in food packaging as a shelf-life extending agent Safety Thujaplicins are considered to be generally safe
Edit intent: fluency
Original:  Due to its suppressive activity on food browning and the inhibitory activity against bacteria and fungi causing food spoilage (such as Clostridium perfringens, Alternaria alternata, Aspergillus niger, Botrytis cinerea, Fusobacterium species, Monilinia fructicola and Rhizopus stolonifer), hinokitiol is also used in food packaging as a shelf-life extending agent . Safety Thujaplicins are considered to be generally safe
Revised:  Due to its suppressive activity on food browning and the inhibitory activity against bacteria and fungi causing food spoilage (such as Clostridium perfringens, Alternaria alternata, Aspergillus niger, Botrytis cinerea, Fusobacterium species, Monilinia fructicola and Rhizopus stolonifer), hinokitiol is also used in food packaging as a shelf-life extending agent . 
Edit intent: coherence
Original:  Due to its suppressive activity on food browning and the inhibitory activity against bacteria and fungi causing food spoilage (such as Clostridium perfringens, Alternaria alternata, Aspergillus niger, Botrytis cinerea, Fusobacterium species, Monilinia fructicola and Rhizopus stolonifer), hinokitiol is also used in food packaging as a shelf-life extending agent   
Revised:  Due to its suppressive activity on food browning and the inhibitory activity against bacteria and fungi causing food spoilage (such as Clostridium perfringens, Alternaria alternata, Aspergillus niger, Botrytis cinerea, Fusobacterium species, Monilinia fructicola and Rhizopus stolonifer), hinokitiol is also used in food packaging as a shelf-life extending agent . 
Edit intent: fluency
Original:  Due to its suppressive activity on food browning and the inhibitory activity against bacteria and fungi causing food spoilage (such as Clostridium perfringens, Alternaria alternata, Aspergillus niger, Botrytis cinerea, Fusobacterium species, Monilinia fructicola and Rhizopus stolonifer), hinokitiol is also used in food packaging as a shelf-life extending agent   
Revised:  Due to its suppressive activity on food browning and the inhibitory activity against bacteria and fungi causing food spoilage (such as Clostridium perfringens, Alternaria alternata, Aspergillus niger, Botrytis cinerea, Fusobacterium species, Monilinia fructicola and Rhizopus stolonifer), hinokitiol is also used in food packaging as a shelf-life extending agent References 
Edit intent: coherence
Original: See René & Peter van der Krogt, Statues – Hither & Thither for photographs: URL Charles Correia's 1980s bronze sculptural group at the Collège Robespierre in Épinay-sur-Seine depicts him and Louis Antoine de Saint-Just at a table, working on the 1793 Constitution and Declaration of Human Rights.
Revised: See René & Peter van der Krogt, Statues – Hither & Thither for photographs: Charles Correia's 1980s bronze sculptural group at the Collège Robespierre in Épinay-sur-Seine depicts him and Louis Antoine de Saint-Just at a table, working on the 1793 Constitution and Declaration of Human Rights.
Edit intent: fluency
Original: See Seine-Saint-Dénis Atlas de l’architecture et du patrimoinefor photographs by Agnès Paty: URL A mural in the school also depicts him.
Revised: See Seine-Saint-Dénis Atlas de l’architecture et du patrimoinefor photographs by Agnès Paty: A mural in the school also depicts him.
Edit intent: coherence
Original: See Département Seine-Saint-Dénis Atlas de l’architecture et du patrimoine: URL In 1986, Claude-André Deseine’s terracotta bust of 1791 was bought for the new Musée de la Révolution française at Vizille.
Revised: See Département Seine-Saint-Dénis Atlas de l’architecture et du patrimoine: In 1986, Claude-André Deseine’s terracotta bust of 1791 was bought for the new Musée de la Révolution française at Vizille.
Edit intent: coherence
Original: See Nella Buscot, sculpteur, Sculptures à Montpellier: URL
Revised: See Nella Buscot, sculpteur, Sculptures à Montpellier: 
Edit intent: coherence
Original:  Fouquier-Tinville was arrested and solicitors or prosecutors were reinstalled in the courtroom.
Revised:  Fouquier-Tinville was arrested and not long after solicitors were reinintroduced in the courtroom.
Edit intent: clarity
Original:  According to Sampson Perry Duke of York and Albany in command of the British contingent in West Flanders destined for the invasion of France described him as "king Roberspierre ".S. Perry (1796), p. 521 In fact, a whole new political mythology was being created.
Revised:  Duke of York and Albany in command of the British contingent in West Flanders destined for the invasion of France described him as "king Roberspierre ".S. Perry (1796), p. 521 In fact, a whole new political mythology was being created.
Edit intent: clarity
Original:  According to Sampson Perry Duke of York and Albany in command of the British contingent in West Flanders destined for the invasion of France described him as "king Roberspierre ".S. Perry (1796), p. 521 In fact, a whole new political mythology was being created.
Revised:  According to Sampson Perry Duke of York and Albany in command of the British contingent in West Flanders destined for the invasion of France described him as "king Robespierre ".S. Perry (1796), p. 521 In fact, a whole new political mythology was being created.
Edit intent: fluency
Original:  Many historians neglected Robespierre's attitude towards the French National Guard from July 1789 till June 1791, his unofficial position as "  accusateur public", responsible for the officers within the police till April 1792, promoting civilian armament between June 1792 and June 1793 and the creation of a revolutionary army of 23,000 men in his periodical .
Revised:  Many historians neglected Robespierre's attitude towards the French National Guard from July 1789 , and his election as " accusateur public", responsible for the officers within the police till April 1792, promoting civilian armament between June 1792 and June 1793 and the creation of a revolutionary army of 23,000 men in his periodical .
Edit intent: clarity
Original:  Many historians neglected Robespierre's attitude towards the French National Guard from July 1789 till June 1791, his unofficial position as "  accusateur public", responsible for the officers within the police till April 1792, promoting civilian armament between June 1792 and June 1793 and the creation of a revolutionary army of 23,000 men in his periodical .
Revised:  Many historians neglected Robespierre's attitude towards the French National Guard from July 1789 till June 1791, his unofficial position as " accusateur public", responsible for the officers within the police till April 1792. In his periodical he was promoting civilian armament between June 1792 and June 1793 and the creation of a revolutionary army of 23,000 men in his periodical .
Edit intent: coherence
Original:  Many historians neglected Robespierre's attitude towards the French National Guard from July 1789 till June 1791, his unofficial position as "  accusateur public", responsible for the officers within the police till April 1792, promoting civilian armament between June 1792 and June 1793 and the creation of a revolutionary army of 23,000 men in his periodical .
Revised:  Many historians neglected Robespierre's attitude towards the French National Guard from July 1789 till June 1791, his unofficial position as " accusateur public", responsible for the officers within the police till April 1792, promoting civilian armament and the creation of a revolutionary army of 23,000 men in his periodical .
Edit intent: coherence
Original:  Many historians neglected Robespierre's attitude towards the French National Guard from July 1789 till June 1791, his unofficial position as "  accusateur public", responsible for the officers within the police till April 1792, promoting civilian armament between June 1792 and June 1793 and the creation of a revolutionary army of 23,000 men in his periodical .
Revised:  Many historians neglected Robespierre's attitude towards the French National Guard from July 1789 till June 1791, his unofficial position as " accusateur public", responsible for the officers within the police till April 1792, promoting civilian armament between June 1792 and June 1793 and the creation of a revolutionary army of 23,000 men .
Edit intent: clarity
Original: P. McPhee (2013) p. 95 Within a year , Carnot the minister of war reversed several measures and became the enemy of Saint-Just  .
Revised: P. McPhee (2013) p. 95 Within a year , Carnot the minister became the enemy of Saint-Just .
Edit intent: clarity
Original:  ( Between 6 and 20 August Napoleon was put under house arrest in Nice because of his connections with Robespierre the younger.
Revised:  Between 6 and 20 August Napoleon was put under house arrest in Nice because of his connections with Robespierre the younger.
Edit intent: fluency
Original: The Project Gutenberg EBook of Memoirs of Napoleon Bonaparte, Complete by Louis Antoine Fauvelet de Bourrienne ) Mid August Courtois was appointed by the convention to collect evidence against Robespierre, Le Bas and Saint-Just, whose report has a poor reputation, selecting and destroying papers.
Revised: The Project Gutenberg EBook of Memoirs of Napoleon Bonaparte, Complete by Louis Antoine Fauvelet de Bourrienne Mid August Courtois was appointed by the convention to collect evidence against Robespierre, Le Bas and Saint-Just, whose report has a poor reputation, selecting and destroying papers.
Edit intent: fluency
Original:  Soboul argues that Robespierre and Saint-Just "were too preoccupied in defeating the interest of the bourgeoisie to give their total support to the sans-culottes, and yet too attentive to the needs of the sans-culottes to get support from the middle class."
Edit intent: coherence
Original:  In the Soviet era, he was used as an example of a Revolutionary figure.
Edit intent: coherence
Original:  During the October Revolution and Red Terror, Robespierre found ample praise in the Soviet Union  .
Revised:  During the October Revolution and Red Terror, Robespierre found ample praise in the Soviet Union . In the Soviet era, he was used as an example of a revolutionary figure .
Edit intent: coherence
Original:  Need I recall to you that expression addressed by Robespierre to the journalists in one of the last sittings of the Jacobins?
Revised:  Need I recall to you that expression addressed to the journalists in one of the last sittings of the Jacobins?
Edit intent: clarity
Original:  According to Derasse it was a "collective suicide" by the lawyers in the Assembly.
Revised:  Derasse suggests it was a "collective suicide" by the lawyers in the Assembly.
Edit intent: clarity
Original: On 15 February 1792 the installation of the criminal court of the department of Paris, took URL For Robespierre  as "public accuser"  it meant he was not allowed to the bar before the jury had spoken their verdict.
Revised: On 15 February 1792 the installation of the criminal court of the department of Paris, took URL For Robespierre as "public accuser" ; it meant he was not allowed to the bar before the jury had spoken their verdict.
Edit intent: fluency
Original: Vanity press Users pay to have their books published.
Revised:  Users pay to have their books published.
Edit intent: clarity
Original:  In 2017, it distributed 250, 000 titles for 60 , 000 authors to most of the world's e-book stores in exchange for a cut of the author's profits.
Revised:  In 2017, it distributed 250, 000 titles for 60 , 000 authors to most of the e-book stores in exchange for a cut of the author's profits.
Edit intent: clarity
Original:   Penguin Random House , a mainstream publisher, once bought, then sold, Author Solutions.
Revised:  Schuster, and Penguin Random House , a mainstream publisher, once bought, then sold, Author Solutions.
Edit intent: coherence
Original:   Penguin Random House , a mainstream publisher, once bought, then sold, Author Solutions.
Revised:  Penguin Random House 
Edit intent: coherence
Original:  FastPencil FastPencil sells editing services, as well as consulting services related to publishing and distribution, for a fee.
Edit intent: coherence
Original:  Other services There are a variety of freelance professionals available through the Internet who can assist with a wide variety of publishing-related tasks.
Edit intent: clarity
Original: %DIFDELCMD < %DIFDELCMD < %%% The self-publishing market alt=|Some professors self-publish their own textbooks, such as this 1978 textbook written by Margaret Holtrust Overall publishing market is expanding.
Revised: %DIFDELCMD < %DIFDELCMD < %%% The self-publishing Overall publishing market is expanding.
Edit intent: coherence
Original:  File:Share of e-book market in  2017 by major publishing platforms.jpg|Amazon.com owns about 70\% of the e-book market, according to publishing guru Jane Friedman, citing statistics from Michael Cader of Publishers Marketplace, in September 2017.
Revised:  market in 2017 by major publishing platforms.jpg|Amazon.com owns about 70\% of the e-book market, according to publishing guru Jane Friedman, citing statistics from Michael Cader of Publishers Marketplace, in September 2017.
Edit intent: clarity
Original:  File:Share of e-book market in  2017 by major publishing platforms.jpg|Amazon.com owns about 70\% of the e-book market, according to publishing guru Jane Friedman, citing statistics from Michael Cader of Publishers Marketplace, in September 2017.
Revised:  File:Share of e-book market in 2017 by major publishing platforms.jpg|Amazon.com owns about 70\% of the e-book 
Edit intent: coherence
Original:  In 2011 and 2012 the size of the market , in terms of trade publisher e-book revenues, was $2 billion, about 16\% of the total trade industry.
Revised:  In 2011 and e-book revenues, was $2 billion, about 16\% of the total trade industry.
Edit intent: clarity
Original:  Authors have tried numerous approaches to promoting and marketing their books, including. ..
Edit intent: coherence
Original:  One is  the Illinois Library Association, in conjunction with BiblioBoards and with Reaching Across Illinois Library System, which sponsored a prize for best self-published novel;
Revised:  One is the most difficult task facing self-published novel;
Edit intent: coherence
Original:  for example, Arthur Chiang helped his mother describe her life as an immigrant, adding photos,and helping with the technical aspects of preparing the manuscript for publication.
Revised:  for publication.
Edit intent: clarity
Original:  Self-publishing success stories The self-published book Fifty Shades of Grey became a bestseller and was picked up by a major publisher, and translated into many languages, including German.
Edit intent: coherence
Original:  ] %DIFDELCMD < ] %DIFDELCMD < %%% While almost all ]  self-published books do not make much money, there are dozens of self-published books that have broken through to huge audiences and success, and which get much media attention.
Revised:  ] %DIFDELCMD < ] %DIFDELCMD < %%% ] self-published books do not make much money, there are dozens of self-published books that have broken through to huge audiences and success, and which get much media attention.
Edit intent: coherence
Original:  The " Big 5 " traditional publishers include Hachette, HarperCollins,Macmillan, Simon Schuster, and Penguin Random House.
Revised:  The " Big 5 " Schuster, and Penguin Random House.
Edit intent: clarity
Original:  There are greater instances of  self-published authors selling their books in major retailers such as Barnes Noble, Target, and Walmart.
Revised:  There are greater instances of self-published Noble, Target, and Walmart.
Edit intent: clarity
Original:  Promoting a self-published book Getting a self-published book into bookstores like this Barnes Noble is difficult, although there are signs that this may be changing.
Revised:  Noble is difficult, although there are signs that this may be changing.
Edit intent: coherence
Original:  she founded the firm in part because she felt that her novels were " not being taken seriously " as an indie author.
Revised:  she founded the firm in part because she felt that her novels were " publishers " as an indie author.
Edit intent: clarity
Original:  ] %DIFDELCMD < ] %DIFDELCMD < %%% The breakout hit Wool by Hugh Howey was ]  self-published originally and garnered more than a million dollars in royalty monies, and has generated over 5000 Amazon reviews.
Revised:  ] %DIFDELCMD < ] %DIFDELCMD < %%% ] self-published originally and garnered more than a million dollars in royalty monies, and has generated over 5000 Amazon reviews.
Edit intent: coherence
Original:  Title Author Notes Golden Handcuffs Courtney, Polly The Celestine Prophecy Redfield, James Shadowmancer Taylor, G. P. Later published by Faber Faber The Shack Young, William P.
Revised:  Faber The Shack Young, William P.
Edit intent: coherence
Original:  It may also apply to albums, pamphlets, brochures,  video content, and zines.
Revised:  It may also apply to albums, pamphlets, brochures, games, video content, and zines.
Edit intent: clarity
Original:  Romanowsky-type stains are used to differentiate cells for microscopic examination in pathologic specimens, especially blood and bone marrow films, and to detect parasites such as malaria within the blood.
Revised:  Romanowsky-type stains are used to differentiate cells for microscopic examination in pathological specimens, especially blood and bone marrow films, and to detect parasites such as malaria within the blood.
Edit intent: fluency
Original:  Stains that are related to or derived from the Romanowsky-type stains include Giemsa, Jenner, Wright, Field, May–Grünwald stain  and Leishman stains.
Revised:  Stains that are related to or derived from the Romanowsky-type stains include Giemsa, Jenner, Wright, Field, May–Grünwald stain |May–Grünwald and Leishman stains.
Edit intent: fluency
Original:  Stains that are related to or derived from the Romanowsky-type stains include Giemsa, Jenner, Wright, Field, May–Grünwald stain|May–Grünwald and Leishman stains.
Revised:  Stains that are related to or derived from the Romanowsky-type stains include Giemsa, Jenner, Wright, Field, May–Grünwald and Leishman stains.
Edit intent: fluency
Original: Death and Legacy Kaumudi Teacher died 4 August 2009 in Kannur at the age of 92, due to her failing health. . She died a spinster at her brother’s residence at Kadachira, after struggling with age-related health problems.
Revised: Death and legacy Kaumudi Teacher died 4 August 2009 in Kannur at the age of 92, due to her failing health. . She died a spinster at her brother’s residence at Kadachira, after struggling with age-related health problems.
Edit intent: fluency
Original: Kaumudi's Renunciation Gandhi had been on a visit to Vatakara on January 14, 1934, in connection with the fund raising for the Harijan Sahaya Samithi.
Revised: Kaumudi's renunciation Gandhi had been on a visit to Vatakara on January 14, 1934, in connection with the fund raising for the Harijan Sahaya Samithi.
Edit intent: fluency