wanyu/IteraTeR_v2 huggingface dataset:
Original: A word wall is literacy tool composed of ana organized (typically in alphabetical order) collection of words which are displayed in large visible letters on a wall, bulletin board, or other display surface in a classroom.
Revised: A word wall is literacy tool composed of an organized (typically in alphabetical order) collection of words which are displayed in large visible letters on a wall, bulletin board, or other display surface in a classroom.
Edit intent: fluency
Original: A word wall is  literacy tool composed of an organized (typically in alphabetical order) collection of words which are displayed in large visible letters on a wall, bulletin board, or other display surface in a classroom.
Revised: A word wall is a literacy tool composed of an organized (typically in alphabetical order) collection of words which are displayed in large visible letters on a wall, bulletin board, or other display surface in a classroom.
Edit intent: fluency
Original: During Nafanua ’s time, there was a war between the eastern and western sides of Savai’i as each side was competing for the land and title of the entire island.
Revised: During Nafanua time, there was a war between the eastern and western sides of Savai’i as each side was competing for the land and title of the entire island.
Edit intent: fluency
Original: During Nafanua ’s time, there was a war between the eastern and western sides of Savai’i as each side was competing for the land and title of the entire island.
Revised: During Nafanua ’s time, there was a war bet ween the eastern and western sides of Savai’i as each side was competing for the land and title of the entire island.
Edit intent: fluency
Original:  and according to    Samoan mythology, she was the daughter of Saveasi'uleo, also considered a god , the Ali'i of Pulotu, Coming of Age in American Anthropology: Margaret Mead and Paradise by Malo Pau'po Isaia, p. 39, which was both a historical place, and a place of the afterlife for the warriors of Samoa , like Valhalla .
Revised:  and according to Life Samoan mythology, she was the daughter of Saveasi'uleo, also considered a god , the Ali'i of Pulotu, Coming of Age in American Anthropology: Margaret Mead and Paradise by Malo Pau'po Isaia, p. 39, which was both a historical place, and a place of the afterlife for the warriors of Samoa , like Valhalla .
Edit intent: fluency
Original:  and according to    Samoan mythology, she was the daughter of Saveasi'uleo, also considered a god , the Ali'i of Pulotu, Coming of Age in American Anthropology: Margaret Mead and Paradise by Malo Pau'po Isaia, p. 39, which was both a historical place, and a place of the afterlife for the warriors of Samoa , like Valhalla .
Revised:  and according to Samoan mythology, she was the daughter of Saveasi'uleo, also considered a demigod , the Ali'i of Pulotu, Coming of Age in American Anthropology: Margaret Mead and Paradise by Malo Pau'po Isaia, p. 39, which was both a historical place, and a place of the afterlife for the warriors of Samoa , like Valhalla .
Edit intent: clarity
Original:  and according to    Samoan mythology, she was the daughter of Saveasi'uleo, also considered a god , the Ali'i of Pulotu, Coming of Age in American Anthropology: Margaret Mead and Paradise by Malo Pau'po Isaia, p. 39, which was both a historical place, and a place of the afterlife for the warriors of Samoa , like Valhalla .
Revised:  and according to Samoan mythology, she was the daughter of Saveasi'uleo, also considered a god , the Ali'i of Pulotu, Coming of Age in American Anthropology: Margaret Mead and Paradise by Malo Pau'po Isaia, p. 39. Pulotu was both a historical place, and a place of the afterlife for the warriors of Samoa , like Valhalla .
Edit intent: coherence
Original:  In one tradition, Nafanua's mother was Tilafaiga the sister of Taema, the legendary conjoined twins. thumbnail|Example of Tiputa (Shirt), similar to the one worn by Nafanua during the wars Background%DIFDELCMD < %DIFDELCMD < %%% Nafanua is a titled woman known throughout Samoa as a Toa / Toa Tama'ita'i  or Warrior Princess .
Revised:  In one tradition, Nafanua's mother was Tilafaiga the sister of Taema, the legendary conjoined twins. Background%DIFDELCMD < %DIFDELCMD < %%% Nafanua is a titled woman known throughout Samoa as a Toa / Toa Tama'ita'i or Warrior Princess .
Edit intent: coherence
Original:  In one tradition, Nafanua's mother was Tilafaiga the sister of Taema, the legendary conjoined twins. thumbnail|Example of Tiputa (Shirt), similar to the one worn by Nafanua during the wars Background%DIFDELCMD < %DIFDELCMD < %%% Nafanua is a titled woman known throughout Samoa as a Toa / Toa Tama'ita'i  or Warrior Princess .
Revised:  In one tradition, Nafanua's mother was Tilafaiga the sister of Taema, the legendary conjoined twins. thumbnail|Example of Tiputa (Shirt), similar to the one worn by Nafanua during the wars %DIFDELCMD < %DIFDELCMD < %%% Nafanua is a titled woman known throughout Samoa as a Toa / Toa Tama'ita'i or Warrior Princess .
Edit intent: fluency
Original:  In one tradition, Nafanua's mother was Tilafaiga the sister of Taema, the legendary conjoined twins. thumbnail|Example of Tiputa (Shirt), similar to the one worn by Nafanua during the wars Background%DIFDELCMD < %DIFDELCMD < %%% Nafanua is a titled woman known throughout Samoa as a Toa / Toa Tama'ita'i  or Warrior Princess .
Revised:  In one tradition, Nafanua's mother was Tilafaiga the sister of Taema, the legendary conjoined twins. thumbnail|Example of Tiputa (Shirt), similar to the one worn by Nafanua during the wars Background%DIFDELCMD < %DIFDELCMD < %%% Adulthood Nafanua was bestowed the title of Toa / Toa Tama'ita'i or Warrior Princess .
Edit intent: clarity
Original:  In one tradition, Nafanua's mother was Tilafaiga the sister of Taema, the legendary conjoined twins. thumbnail|Example of Tiputa (Shirt), similar to the one worn by Nafanua during the wars Background%DIFDELCMD < %DIFDELCMD < %%% Nafanua is a titled woman known throughout Samoa as a Toa / Toa Tama'ita'i  or Warrior Princess .
Revised:  In one tradition, Nafanua's mother was Tilafaiga the sister of Taema, the legendary conjoined twins. thumbnail|Example of Tiputa (Shirt), similar to the one worn by Nafanua during the wars Background%DIFDELCMD < %DIFDELCMD < %%% Nafanua is a titled woman known throughout Samoa as a Toa / Toa Tama'ita'i ( or Warrior Princess .
Edit intent: fluency
Original:  She was bestowed the title because she avenged her uncle as well as bringing peace to Savai'i through winning the wars .
Revised:  She was bestowed the title because she avenged her uncle as well as bringing peace to Savai'i through military victories .
Edit intent: clarity
Original:  During Nafanua's time, there was a war between the eastern and western sides of Savai’i as each side was competing for the land and title of the entire island.
Revised:  During Nafanua's time, the eastern and western sides of Savai’i as each side was competing for the land and title of the entire island.
Edit intent: clarity
Original:  During Nafanua's time, there was a war between the eastern and western sides of Savai’i as each side was competing for the land and title of the entire island.
Revised:  During Nafanua's time, there was a war between the eastern and western sides of Savai’i were engaged in a war for the land and title of the entire island.
Edit intent: clarity
Original:  and the family members (especially males) receive greater titles and a bigger share of the land.
Revised:  and family members (especially males) receive greater titles and a bigger share of the land.
Edit intent: fluency
Original:  During this war, if High Chief Lilomaiava caught anyone from the east side on the west side  , he would force the person to climb a coconut tree up-side-down, with head down as a punishment.
Revised:  According to oral tradition, when High Chief Lilomaiava caught anyone from the east side on the west side , he would force the person to climb a coconut tree up-side-down, with head down as a punishment.
Edit intent: clarity
Original:  During this war, if High Chief Lilomaiava caught anyone from the east side on the west side  , he would force the person to climb a coconut tree up-side-down, with head down as a punishment.
Revised:  During this war, if High Chief Lilomaiava caught anyone from the east side on the west side of the island , he would force the person to climb a coconut tree up-side-down, with head down as a punishment.
Edit intent: clarity
Original:  During this war, if High Chief Lilomaiava caught anyone from the east side on the west side  , he would force the person to climb a coconut tree up-side-down, with head down as a punishment.
Revised:  During this war, if High Chief Lilomaiava caught anyone from the east side on the west side , he would force them to climb a coconut tree up-side-down, with head down as a punishment.
Edit intent: clarity
Original:  One of the villagers that high chief Lilomaiava caught was Ta'i'i ( the uncle of Nafanua ), and the older brother of Saveasi’uleo.
Revised:  One of the villagers that Lilomaiava caught was Ta'i'i ( the uncle of Nafanua ), and the older brother of Saveasi’uleo.
Edit intent: clarity
Original:  One of the villagers that high chief Lilomaiava caught was Ta'i'i ( the uncle of Nafanua ), and the older brother of Saveasi’uleo.
Revised:  One of the villagers that high chief Lilomaiava caught was Ta'i'i , the uncle of Nafanua ), and the older brother of Saveasi’uleo.
Edit intent: fluency
Original:  One of the villagers that high chief Lilomaiava caught was Ta'i'i ( the uncle of Nafanua ), and the older brother of Saveasi’uleo.
Revised:  One of the villagers that high chief Lilomaiava caught was Ta'i'i ( the uncle of Nafanua and the older brother of Saveasi’uleo.
Edit intent: fluency
Original:  The wood from the tree was to be used to make weapons to drive away the High Chief Lilomaiava and his army.
Revised:  The wood from the tree was to be used to make weapons to drive away Lilomaiava and his army.
Edit intent: clarity
Original:  This translates to Nafanua being ordered to STOP the killing when she reaches the village of Fualaga.
Revised:  This translates to Nafanua being ordered to STOP the killing when she reached the village of Fualaga.
Edit intent: fluency
Original:  Falealupo is also the site of the entryway into the spirit world Pulotu., Samoa, a Hundred Years Ago and Long Before by George Turner, p.123 It was in Falealupo that Malietoa Fitisemanu searched out for Nafanua .
Revised:  It was in Falealupo that Malietoa Fitisemanu searched out for Nafanua .
Edit intent: clarity
Original:  After years of war, Malietoa Fitisemanu wanted to unite Samoa once and for all to end the bloodshed  . After many days, Nafanua prophesied onto Malietoa Fitisemanu, "Fa'atali i lagi se ao o lou malo" .
Revised:  After years of war, Malietoa Fitisemanu wanted to unite Samoa and end the bloodshed . After many days, Nafanua prophesied onto Malietoa Fitisemanu, "Fa'atali i lagi se ao o lou malo" .
Edit intent: clarity
Original:  After years of war, Malietoa Fitisemanu wanted to unite Samoa once and for all to end the bloodshed  . After many days, Nafanua prophesied onto Malietoa Fitisemanu, "Fa'atali i lagi se ao o lou malo" .
Revised:  After years of war, Malietoa Fitisemanu wanted to unite Samoa once and for all to end the bloodshed , so he came to Nafanua . After many days, Nafanua prophesied onto Malietoa Fitisemanu, "Fa'atali i lagi se ao o lou malo" .
Edit intent: coherence
Original:  The literal translation is "Wait on the heavens for a crown for your kingdom"  .
Revised:  The literal translation is "Wait on the heavens for a crown for your kingdom" ) .
Edit intent: fluency
Original:  Nafanua, the name of the Congrational Christian Church of Samoa - Avondale, Auckland, New Zealand.
Revised:  Nafanua, the name of the Congregational Christian Church of Samoa - Avondale, Auckland, New Zealand.
Edit intent: fluency
Original: The FDA Accelerated Approval Program was initiated in 1992 to allow faster approval of drugs for serious conditions that fill an unmet medical need.
Revised: The United States Food and Drug Administration (FDA) initiated the FDA Accelerated Approval Program was initiated in 1992 to allow faster approval of drugs for serious conditions that fill an unmet medical need.
Edit intent: clarity
Original: The FDA Accelerated Approval Program was initiated in 1992 to allow faster approval of drugs for serious conditions that fill an unmet medical need.
Revised: The FDA Accelerated Approval Program in 1992 to allow faster approval of drugs for serious conditions that fill an unmet medical need.
Edit intent: coherence
Original:  Drug approval typically requires clinical trials with endpoints that demonstrate a clinical benefit, such as increased survival for a cancer patients.
Revised:  Drug approval typically requires clinical trials with endpoints that demonstrate a clinical benefit, such as increased survival for cancer patients.
Edit intent: fluency
Original:  Drugs approved under the FDA Accelerated Approval Program still need to conduct clinical trials using endpoints that demonstrate clinical benefit, and those trials are known as Phase 4 confirmatory trials.
Revised:  Drugs approved under the FDA Accelerated Approval Program still need to be tested in clinical trials using endpoints that demonstrate clinical benefit, and those trials are known as Phase 4 confirmatory trials.
Edit intent: clarity
Original:  Drugs approved under the FDA Accelerated Approval Program still need to be tested in clinical trials using endpoints that demonstrate clinical benefit, and those trials are known as Phase 4 confirmatory trials.
Revised:  Drugs approved under the FDA Accelerated Approval Program still need to be tested in clinical trials using endpoints that demonstrate clinical benefit, and those trials are known as phase 4 confirmatory trials.
Edit intent: fluency
Original: The 18-year-old soldier, a member of the 101 Batallion , was reported to have shot at shoppers in a trading or liquor store, and at people sitting in front of their huts with an assault rifle, killing three soldiers and five women, and wounding two other soldiers and ten civilians.
Revised: The 18-year-old soldier, a member of the 101 Battalion , was reported to have shot at shoppers in a trading or liquor store, and at people sitting in front of their huts with an assault rifle, killing three soldiers and five women, and wounding two other soldiers and ten civilians.
Edit intent: fluency
Original: Erhard '  Bimbo' Weller (1926–?) was a German actor known for his height of 7' 5 ".
Revised: Erhard ' Big Bimbo' Weller (1926–?) was a German actor known for his height of 7' 5 ".
Edit intent: fluency
Original:  He appeared in two movies, Bottoms Up (1974) and Milo Barus, der stärkste Mann der Welt and two television series, Monaco Franze - Der ewige Stenz and Am laufenden URL References  
Revised:  He appeared in two movies, Bottoms Up (1974) and Milo Barus, der stärkste Mann der Welt and two television series, Monaco Franze - Der ewige Stenz and Am laufenden Band. References 
Edit intent: coherence
Original:  He appeared in two movies, Bottoms Up (1974) and Milo Barus, der stärkste Mann der Welt and two television series, Monaco Franze - Der ewige Stenz and Am laufenden URL References  
Revised:  He appeared in two movies, Bottoms Up (1974) and Milo Barus, der stärkste Mann der Welt and two television series, Monaco Franze - Der ewige Stenz and Am laufenden URL References References 
Edit intent: fluency
Original:  But according to claudius Ptolemy capital of gangaridai is situated at kumar river of Bangladesh. the later historians have put lforward various theories about its location.
Revised:  As a result, the later historians have put lforward various theories about its location.
Edit intent: coherence
Original:  But according to claudius Ptolemy capital of gangaridai is situated at kumar river of Bangladesh. the later historians have put lforward various theories about its location.
Revised:  But according to claudius Ptolemy capital of gangaridai is situated at kumar river of Bangladesh. the later historians have put forward various theories about its location.
Edit intent: fluency
Original:  Latin: Gangaridae) is a term used by the ancient Greco-Roman writers to describe a people or a geographical region of the ancient Indian subcontinent . Some of these writers state that Alexander the Great withdrew from the Indian subcontinent because of the strong war elephant force of the Gangaridai.
Revised:  Latin: Gangaridae) is a term used by the ancient Greco-Roman writers to describe the people of Bengal region of the ancient Indian subcontinent . Some of these writers state that Alexander the Great withdrew from the Indian subcontinent because of the strong war elephant force of the Gangaridai.
Edit intent: clarity
Original:  Latin: Gangaridae) is a term used by the ancient Greco-Roman writers to describe the people of Bengal region of the Ancient South Asia . Some of these writers state that Alexander the Great withdrew from the Indian subcontinent because of the strong war elephant force of the Gangaridai.
Revised:  Latin: Gangaridae) is a term used by the ancient Greco-Roman writers to describe a people or a geographical region of the Ancient South Asia . Some of these writers state that Alexander the Great withdrew from the Indian subcontinent because of the strong war elephant force of the Gangaridai.
Edit intent: clarity
Original:  Latin: Gangaridae) is a term used by the ancient Greco-Roman writers to describe the people of Bengal region of the Ancient South Asia . Some of these writers state that Alexander the Great withdrew from the Indian subcontinent because of the strong war elephant force of the Gangaridai.
Revised:  Latin: Gangaridae) is a term used by the ancient Greco-Roman writers to describe the people of Bengal region of the ancient Indian subcontinent . Some of these writers state that Alexander the Great withdrew from the Indian subcontinent because of the strong war elephant force of the Gangaridai.
Edit intent: clarity
Original: The Calingae were widely diffused over a large area according to Pliny (who borrowed (or quoted) his account of India in Book VI.21–23 from Megasthenes) and consisted of the Calingae proper, the Gangarides-Calingae and the Macco-Calingae.
Revised:  and consisted of the Calingae proper, the Gangarides-Calingae and the Macco-Calingae.
Edit intent: clarity
Original: %DIFDELCMD < %DIFDELCMD < %%% References-(Pliny borrowed (or quoted) his account of India in Book VI.21–23 from Megasthenes Pliny,Bostock%DIFDELCMD < & %%% Riley (tr.)(1855),p.44 note 50.
Revised: %DIFDELCMD < %DIFDELCMD < %%% Pliny,Bostock%DIFDELCMD < & %%% Riley (tr.)(1855),p.44 note 50.
Edit intent: coherence
Original: %DIFDELCMD < %DIFDELCMD < %%% References-(Pliny borrowed (or quoted) his account of India in Book VI.21–23 from Megasthenes Pliny,Bostock%DIFDELCMD < & %%% Riley (tr.)(1855),p.44 note 50.
Revised: %DIFDELCMD < %DIFDELCMD < %%% References-(Pliny borrowed (or quoted) his account of India in Book VI.21–23 from Megasthenes %DIFDELCMD < & %%% Riley (tr.)(1855),p.44 note 50.
Edit intent: coherence
Original: %DIFDELCMD < %DIFDELCMD < %%% References-(Pliny borrowed (or quoted) his account of India in Book VI.21–23 from Megasthenes Pliny,Bostock%DIFDELCMD < & %%% Riley (tr.)(1855),p.44 note 50.
Revised: %DIFDELCMD < %DIFDELCMD < %%% References-(Pliny borrowed (or quoted) his account of India in Book VI.21–23 from Megasthenes Pliny,Bostock%DIFDELCMD < & %%% 
Edit intent: coherence
Original:  Alexander Cunningham had made this observation%DIFDELCMD < & %%% Caldwell, Robert (1913),A Comparative Grammar of the Dravidian Or South-Indian Family of Languages,Asian Educational Services,p.29.
Revised:  %DIFDELCMD < & %%% Caldwell, Robert (1913),A Comparative Grammar of the Dravidian Or South-Indian Family of Languages,Asian Educational Services,p.29.
Edit intent: coherence
Original:  Alexander Cunningham had made this observation%DIFDELCMD < & %%% Caldwell, Robert (1913),A Comparative Grammar of the Dravidian Or South-Indian Family of Languages,Asian Educational Services,p.29.
Revised:  Alexander Cunningham had made this observation%DIFDELCMD < & %%% 
Edit intent: coherence
Original:  External links Museum for Industrial Archeology and Textile
Revised:  External links Industrial Museum
Edit intent: clarity
Original:  Examples include  A. B. Guthrie Jr.'s 1949 novel The Way West and the 1967 film based on it , the several Westward Ho! titles, "Wagons West" by Dana Fuller Ross , James Cruze's silent film The Covered Wagon, Audie Murphy's Tumbleweed, and Ward Bond and John McIntire's Wagon Train series on NBC and later ABC.
Revised:  Examples include A. B. Guthrie Jr.'s 1949 novel The Way West and the 1967 film based on it ; and the "Wagons West" by Dana Fuller Ross , James Cruze's silent film The Covered Wagon, Audie Murphy's Tumbleweed, and Ward Bond and John McIntire's Wagon Train series on NBC and later ABC.
Edit intent: clarity
Original: File:" Indian teams hauling 60 miles to market the 1100 bushels of wheat raised by the school .
Revised:  Indian teams hauling 60 miles to market the 1100 bushels of wheat raised by the school .
Edit intent: coherence
Original:  It brought four cents more than - NARA - 519190.tif|Indian teams hauling 60 miles to market the 1100 bushels of wheat raised by the school at Seger Colony,Oklahoma Historical Society’s Encyclopedia of Oklahoma History & Culture:Washita County Oklahoma fghuv Hgo , circa 1900.|448x448px
Revised:  It brought four cents more than - NARA - 519190.tif|Indian teams hauling 60 miles to market the 1100 bushels of wheat raised by the school at Seger Colony,Oklahoma Historical Society’s Encyclopedia of Oklahoma History & Culture:Washita County Oklahoma Territory , circa 1900.|448x448px
Edit intent: fluency
Original:  Specifically, it is a way of projecting a stimulus onto a low dimensional subspace so that as much information as possible about the stimulus is preserved in the neural response.
Revised:  Specifically, it is a way of projecting a stimulus onto a low-dimensional subspace so that as much information as possible about the stimulus is preserved in the neural response.
Edit intent: fluency
Original:  It is motivated by the fact that natural stimuli are typically confined by their statistics to a lower dimensional space than that spanned by white noise.
Revised:  It is motivated by the fact that natural stimuli are typically confined by their statistics to a lower-dimensional space than that spanned by white noise.
Edit intent: fluency
Original:  " Maximally informative dimensions: analyzing neural responses to natural signals.
Revised:  Maximally informative dimensions: analyzing neural responses to natural signals.
Edit intent: fluency
Original:  " Advances in Neural Information Processing Systems (2003): 277-284.
Revised:  Advances in Neural Information Processing Systems (2003): 277-284.
Edit intent: clarity
Original:  He earned his bachelor's degree from Santa Clara and his law degree from the University of Montana.
Revised:  He earned his bachelor's degree from Santa Clara and began to pursue a law degree from the University of Montana.
Edit intent: clarity
Original:  A member of the Blackfeet Tribe, Becourt served as the executive director of the Montana-Wyoming Tribal Leaders Council for fifteen years, from 1998 until his death in 2013.
Revised:  A member of the Blackfeet Tribe, Belcourt served as the executive director of the Montana-Wyoming Tribal Leaders Council for fifteen years, from 1998 until his death in 2013.
Edit intent: style
Original:   Rayleigh, Lord.
Revised:  References Rayleigh, Lord.
Edit intent: fluency
Original:  Nature 95.66 (1915): 591. UR 
Revised:  Nature 95.66 (1915): 591. URL 
Edit intent: fluency
Original: References Rayleigh, Lord.
Revised: References Lord Rayleigh,
Edit intent: style
Original:  "The principle of similitude . "  Nature 95.66 (1915): 591. URL
Revised:  "The principle of similitude " Nature 95.66 (1915): 591. URL
Edit intent: fluency
Original:  "The principle of similitude . "  Nature 95.66 (1915): 591. URL
Revised:  "The principle of similitude . " , Nature 95.66 (1915): 591. URL
Edit intent: fluency