wanyu/IteraTeR_v2 huggingface dataset:
Original:  The article also discusses journals in the same field Wilcox, R.(2012).
Revised:  The article also discusses journals in the same field .
Edit intent: coherence
Original:  It involved developing and applying statistical models for mental measurements (Lord and Novik, ;
Revised:  It involves developing and applying statistical models for mental measurements (Lord and Novik, ;
Edit intent: fluency
Original:  (2) Item Response Theory (Nunnally, J. Bernstein, I. (1994) Nunnally, J. & Bernstein, I. (1994).
Revised:  (2) Item Response Theory Bernstein, I. (1994) Nunnally, J. & Bernstein, I. (1994).
Edit intent: fluency
Original:  (2) Item Response Theory (Nunnally, J. Bernstein, I. (1994) Nunnally, J. & Bernstein, I. (1994).
Revised:  (2) Item Response Theory (Nunnally, J. . Nunnally, J. & Bernstein, I. (1994).
Edit intent: fluency
Original:  McGraw-Hill. ).
Revised:  McGraw-Hill. 
Edit intent: coherence
Original:  It is based on fundamental equation X = T + E where, X is total score, T is a true score and E is error of measurement.
Revised:  It is based on a fundamental equation, X = T + E where, X is total score, T is a true score and E is error of measurement.
Edit intent: fluency
Original:  Raykov, T. & Marcoulides, G.A. (2010) Raykov, T. Marcoulides, G.A. (2010) Introduction to Psychometric Theory.
Revised:  Raykov, T. & Marcoulides, G.A. (2010) Marcoulides, G.A. (2010) Introduction to Psychometric Theory.
Edit intent: fluency
Original:  Raykov, T. & Marcoulides, G.A. (2010) Raykov, T. Marcoulides, G.A. (2010) Introduction to Psychometric Theory.
Revised:  Raykov, T. & Marcoulides, G.A. (2010) Raykov, T. Introduction to Psychometric Theory.
Edit intent: fluency
Original:  New York: Routledge. ) . The closeness of X has with T is expressed in terms of ratability of the obtained score.
Revised:  New York: Routledge. . The closeness of X has with T is expressed in terms of ratability of the obtained score.
Edit intent: coherence
Original:  ( Cronbach LJ (1951) Cronbach LJ (1951) . Coefficient alpha and the internal structure of tests.
Revised:  Cronbach LJ (1951) Cronbach LJ (1951) . Coefficient alpha and the internal structure of tests.
Edit intent: fluency
Original:  ( Cronbach LJ (1951) Cronbach LJ (1951) . Coefficient alpha and the internal structure of tests.
Revised:  ( Cronbach LJ (1951) . Coefficient alpha and the internal structure of tests.
Edit intent: fluency
Original:  Validity of a scale or test is ability of the instrument to measure what it purports to measure (Nunnally, J. Bernstein, I. (1994)).
Revised:  Validity of a scale or test is ability of the instrument to measure what it purports to measure Bernstein, I. (1994)).
Edit intent: coherence
Original:  Validity of a scale or test is ability of the instrument to measure what it purports to measure (Nunnally, J. Bernstein, I. (1994)).
Revised:  Validity of a scale or test is ability of the instrument to measure what it purports to measure (Nunnally, J. .
Edit intent: coherence
Original:  Construct validity, Content Validity,  Criterion Validity are types of validity.
Revised:  Construct validity, Content Validity, and Criterion Validity are types of validity.
Edit intent: coherence
Original:  Regression analysis, Multiple regression analysis, Logistic regression is used as an estimate of criterion validity.
Revised:  Regression analysis, Multiple regression analysis, and Logistic regression are used as an estimate of criterion validity.
Edit intent: fluency
Original:  In addition, Polychromous IRT Model are also useful (Hambleton Swaminathan, 1985) .
Revised:  In addition, Polychromous IRT Model are also useful Swaminathan, 1985) .
Edit intent: clarity
Original:  In addition, Polychromous IRT Model are also useful (Hambleton Swaminathan, 1985) .
Revised:  In addition, Polychromous IRT Model are also useful (Hambleton .
Edit intent: clarity
Original:  It has two schools: (1) Exploratory Factor analysis (2) Confirmatory Factor analysis  The exploratory factor analysis begins without a theory or with a very tentative theory.
Revised:  It has two schools: (1) Exploratory Factor analysis (2) Confirmatory Factor analysis . The exploratory factor analysis begins without a theory or with a very tentative theory.
Edit intent: fluency
Original:  The chi-square test is very sensitive and hence various fit measures are used (Bollen, 1989,Bollen, KA. (1989).
Revised:  The chi-square test is very sensitive and hence various fit measures are used Bollen, KA. (1989).
Edit intent: fluency
Original:  Loehlin, 1992Loehlin, J. E. (1992).
Revised:  Loehlin, J. E. (1992).
Edit intent: fluency
Original:  Hillsdale, NJ: Lawrence Erlbaum. ) . R package ‘sem’, ‘lavaan’ are useful for the same.
Revised:  Hillsdale, NJ: Lawrence Erlbaum. . R package ‘sem’, ‘lavaan’ are useful for the same.
Edit intent: coherence
Original:  hierarchical linear modelling  etc. are very useful for psychological statistics (Hayes, 2013;Hayes, A. F. (2013).
Revised:  hierarchical linear modelling , etc. are very useful for psychological statistics (Hayes, 2013;Hayes, A. F. (2013).
Edit intent: fluency
Original:  hierarchical linear modelling  etc. are very useful for psychological statistics (Hayes, 2013;Hayes, A. F. (2013).
Revised:  hierarchical linear modelling etc. are very useful for psychological statistics .Hayes, A. F. (2013).
Edit intent: fluency
Original:  The Guilford Press: NY. Agresti, 1990;Agresti, A. (1990).
Revised:  The Guilford Press: NY. Agresti, A. (1990).
Edit intent: fluency
Original: Tabachnick, %DIFDELCMD < & %%% Fidell, 2007Tabachnick, B. G., & Fidell, L. S. (2007).
Revised: Tabachnick, %DIFDELCMD < & %%% B. G., & Fidell, L. S. (2007).
Edit intent: fluency
Original:  Boston: Allyn and Bacon. ). Journals for statistical application for psychology There are many specialized journals that publish advances in statistical analysis for psychology . Psychometrika is at the forefront.
Revised:  Boston: Allyn and Bacon. Journals for statistical application for psychology There are many specialized journals that publish advances in statistical analysis for psychology . Psychometrika is at the forefront.
Edit intent: fluency
Original:  Boston: Allyn and Bacon. ). Journals for statistical application for psychology There are many specialized journals that publish advances in statistical analysis for psychology . Psychometrika is at the forefront.
Revised:  Boston: Allyn and Bacon. ). Journals for statistical application for psychology There are many specialized journals that publish advances in statistical analysis for psychology :
Edit intent: coherence
Original:  There are many online references for R and specialised books on R for Psychologist are also being written (e.g., Belhekar, 2016 Belhekar, V. M. (2016).
Revised:  There are many online references for R and specialised books on R for Psychologist are also being written .Belhekar, V. M. (2016).
Edit intent: coherence
Original:  Statistics for Psychology Using R, New Delhi: SAGE . ) . The "psych" package of R is very useful for psychologists.
Revised:  Statistics for Psychology Using R, New Delhi: SAGE . The "psych" package of R is very useful for psychologists.
Edit intent: fluency
Original:  They can be classified as commercial software (e.g., JMP and SPSS) and Open-Source (e.g., R).
Revised:  They can be classified as commercial software (e.g., JMP and SPSS) and open-source (e.g., R).
Edit intent: fluency
Original:  Among the free-wares , the R software is most popular one .
Revised:  Among the open-source offerings , the R software is most popular one .
Edit intent: clarity
Original:  Among the free-wares , the R software is most popular one .
Revised:  Among the free-wares , the R software is the most popular .
Edit intent: clarity
Original:  born March 24, 1983) is an American professional baseball pitcher who is a free agent .
Revised:  born March 24, 1983) is a former American professional baseball pitcher who is a free agent .
Edit intent: style
Original:  born March 24, 1983) is an American professional baseball pitcher who is a free agent .
Revised:  born March 24, 1983) is an American professional baseball pitcher .
Edit intent: clarity
Original: Pericos de Puebla players Category:Portland Beavers players Category:Potomac Nationals players Category:Sacramento River Cats players Category:San Diego Padres players Category:San Francisco Giants players Category:Sportspeople from New Orleans Category:Syracuse Chiefs players Category:Syracuse SkyChiefs players Category:Tampa Bay Devil Rays players Category:Toronto Blue Jays players Category:Washington Nationals players Category:Tomateros de Culiacán players Category:Charros de Jalisco playe
Revised: Pericos de Puebla players Category:Portland Beavers players Category:Potomac Nationals players Category:Sacramento River Cats players Category:San Diego Padres players Category:San Francisco Giants players Category:Syracuse Chiefs players Category:Syracuse SkyChiefs players Category:Tampa Bay Devil Rays players Category:Toronto Blue Jays players Category:Washington Nationals players Category:Tomateros de Culiacán players Category:Charros de Jalisco playe
Edit intent: coherence
Original: France moved in to reassert its colonial dominance over Vietnam which led to the First Indochina War in December 1946, a guerrilla warbetween France and the Việt Minh.
Revised: France moved in to reassert its colonial dominance over Vietnam which led to the First Indochina War burst out between the Việt Minh.
Edit intent: coherence
Original:  A New Persian version by Rudaki, from the 3rd century Hijri, became known as Kalīleh o Demneh. </ref> Rendered in prose by Abu'l-Ma'ali Nasrallah Monshi in 1143 CE, this was the basis of Kashefi's 15th-century Anvār-i Suhaylī (The Lights of Canopus),, , , which in turn was translated into Humayun-namah in Turkish.
Revised:  A New Persian version by Rudaki, from the 3rd century Hijri, became known as Kalīleh o Demneh. Rendered in prose by Abu'l-Ma'ali Nasrallah Monshi in 1143 CE, this was the basis of Kashefi's 15th-century Anvār-i Suhaylī (The Lights of Canopus),, , , which in turn was translated into Humayun-namah in Turkish.
Edit intent: coherence
Original:  Examples are ' The Ass in the Panther's Skin ' and ' The Ass without Heart and Ears ' .
Revised:  Examples are The Ass in the Panther's Skin ' and ' The Ass without Heart and Ears ' .
Edit intent: fluency
Original:  Examples are ' The Ass in the Panther's Skin ' and ' The Ass without Heart and Ears ' .
Revised:  Examples are ' The Ass in the Panther's Skin and The Ass without Heart and Ears ' .
Edit intent: fluency
Original:  Examples are ' The Ass in the Panther's Skin ' and ' The Ass without Heart and Ears ' .
Revised:  Examples are ' The Ass in the Panther's Skin ' and ' The Ass without Heart and Ears .
Edit intent: fluency
Original: The Panchatantra translated in 1924 from the Sanskrit by Franklin Edgerton, George Allen and Unwin, London 1965 ("Edition for the General Reader"), page 13 " The Broken Pot " is similar to Aesop's " The Milkmaid and Her Pail " , They are both classified as folktales of Aarne-Thompson-Uther type 1430 "about daydreams of wealth and fame".
Revised: The Panchatantra translated in 1924 from the Sanskrit by Franklin Edgerton, George Allen and Unwin, London 1965 ("Edition for the General Reader"), page 13 The Broken Pot " is similar to Aesop's " The Milkmaid and Her Pail " , They are both classified as folktales of Aarne-Thompson-Uther type 1430 "about daydreams of wealth and fame".
Edit intent: fluency
Original: The Panchatantra translated in 1924 from the Sanskrit by Franklin Edgerton, George Allen and Unwin, London 1965 ("Edition for the General Reader"), page 13 " The Broken Pot " is similar to Aesop's " The Milkmaid and Her Pail " , They are both classified as folktales of Aarne-Thompson-Uther type 1430 "about daydreams of wealth and fame".
Revised: The Panchatantra translated in 1924 from the Sanskrit by Franklin Edgerton, George Allen and Unwin, London 1965 ("Edition for the General Reader"), page 13 " The Broken Pot is similar to Aesop's " The Milkmaid and Her Pail " , They are both classified as folktales of Aarne-Thompson-Uther type 1430 "about daydreams of wealth and fame".
Edit intent: fluency
Original: The Panchatantra translated in 1924 from the Sanskrit by Franklin Edgerton, George Allen and Unwin, London 1965 ("Edition for the General Reader"), page 13 " The Broken Pot " is similar to Aesop's " The Milkmaid and Her Pail " , They are both classified as folktales of Aarne-Thompson-Uther type 1430 "about daydreams of wealth and fame".
Revised: The Panchatantra translated in 1924 from the Sanskrit by Franklin Edgerton, George Allen and Unwin, London 1965 ("Edition for the General Reader"), page 13 " The Broken Pot " is similar to Aesop's The Milkmaid and Her Pail " , They are both classified as folktales of Aarne-Thompson-Uther type 1430 "about daydreams of wealth and fame".
Edit intent: fluency
Original: The Panchatantra translated in 1924 from the Sanskrit by Franklin Edgerton, George Allen and Unwin, London 1965 ("Edition for the General Reader"), page 13 " The Broken Pot " is similar to Aesop's " The Milkmaid and Her Pail " , They are both classified as folktales of Aarne-Thompson-Uther type 1430 "about daydreams of wealth and fame".
Revised: The Panchatantra translated in 1924 from the Sanskrit by Franklin Edgerton, George Allen and Unwin, London 1965 ("Edition for the General Reader"), page 13 " The Broken Pot " is similar to Aesop's " The Milkmaid and Her Pail , They are both classified as folktales of Aarne-Thompson-Uther type 1430 "about daydreams of wealth and fame".
Edit intent: fluency
Original:  " The Gold-Giving Snake " is similar to Aesop's " The Man and the Serpent " and " Le Paysan et Dame serpent " by Marie de France (Fables) They are both classified as folktales of Aarne-Thompson type 285D.
Revised:  The Gold-Giving Snake " is similar to Aesop's " The Man and the Serpent " and " Le Paysan et Dame serpent " by Marie de France (Fables) They are both classified as folktales of Aarne-Thompson type 285D.
Edit intent: fluency
Original:  " The Gold-Giving Snake " is similar to Aesop's " The Man and the Serpent " and " Le Paysan et Dame serpent " by Marie de France (Fables) They are both classified as folktales of Aarne-Thompson type 285D.
Revised:  " The Gold-Giving Snake is similar to Aesop's " The Man and the Serpent " and " Le Paysan et Dame serpent " by Marie de France (Fables) They are both classified as folktales of Aarne-Thompson type 285D.
Edit intent: fluency
Original:  " The Gold-Giving Snake " is similar to Aesop's " The Man and the Serpent " and " Le Paysan et Dame serpent " by Marie de France (Fables) They are both classified as folktales of Aarne-Thompson type 285D.
Revised:  " The Gold-Giving Snake " is similar to Aesop's The Man and the Serpent " and " Le Paysan et Dame serpent " by Marie de France (Fables) They are both classified as folktales of Aarne-Thompson type 285D.
Edit intent: fluency
Original:  " The Gold-Giving Snake " is similar to Aesop's " The Man and the Serpent " and " Le Paysan et Dame serpent " by Marie de France (Fables) They are both classified as folktales of Aarne-Thompson type 285D.
Revised:  " The Gold-Giving Snake " is similar to Aesop's " The Man and the Serpent and Le Paysan et Dame serpent " by Marie de France (Fables) They are both classified as folktales of Aarne-Thompson type 285D.
Edit intent: fluency
Original:  " The Gold-Giving Snake " is similar to Aesop's " The Man and the Serpent " and " Le Paysan et Dame serpent " by Marie de France (Fables) They are both classified as folktales of Aarne-Thompson type 285D.
Revised:  " The Gold-Giving Snake " is similar to Aesop's " The Man and the Serpent " and " Le Paysan et Dame serpent by Marie de France (Fables) They are both classified as folktales of Aarne-Thompson type 285D.
Edit intent: fluency
Original:  Other well-known stories include " The Tortoise and The Geese " and " The Tiger, the Brahmin and the Jackal " . Similar animal fables are found in most cultures of the world, although some folklorists view India as the prime source.
Revised:  Other well-known stories include The Tortoise and The Geese " and " The Tiger, the Brahmin and the Jackal " . Similar animal fables are found in most cultures of the world, although some folklorists view India as the prime source.
Edit intent: fluency
Original:  Other well-known stories include " The Tortoise and The Geese " and " The Tiger, the Brahmin and the Jackal " . Similar animal fables are found in most cultures of the world, although some folklorists view India as the prime source.
Revised:  Other well-known stories include " The Tortoise and The Geese and The Tiger, the Brahmin and the Jackal " . Similar animal fables are found in most cultures of the world, although some folklorists view India as the prime source.
Edit intent: coherence
Original:  Other well-known stories include " The Tortoise and The Geese " and " The Tiger, the Brahmin and the Jackal " . Similar animal fables are found in most cultures of the world, although some folklorists view India as the prime source.
Revised:  Other well-known stories include " The Tortoise and The Geese " and " The Tiger, the Brahmin and the Jackal . Similar animal fables are found in most cultures of the world, although some folklorists view India as the prime source.
Edit intent: fluency
Original: Book 4: Labdhapraṇāśam The book four of the Panchatantra is a simpler compilation of ancient moral-filled fables.
Revised: Book 4: Labdhapraṇāśa The book four of the Panchatantra is a simpler compilation of ancient moral-filled fables.
Edit intent: fluency
Original: Book 4: Labdhapraṇāśam The book four of the Panchatantra is a simpler compilation of ancient moral-filled fables.
Revised: Book 4: Labdhapraṇāśam The book four of the Panchatantr is a simpler compilation of ancient moral-filled fables.
Edit intent: fluency
Original: Book 4: Labdhapraṇāśa The book four of the Panchatantr is a simpler compilation of ancient moral-filled fables.
Revised: Book 4: Labdhapraṇāśam The book four of the Panchatantr is a simpler compilation of ancient moral-filled fables.
Edit intent: fluency
Original: Book 4: Labdhapraṇāśa The book four of the Panchatantr is a simpler compilation of ancient moral-filled fables.
Revised: Book 4: Labdhapraṇāśa The book four of the Panchatantra is a simpler compilation of ancient moral-filled fables.
Edit intent: fluency
Original: Book 4: Labdhapraṇāśam The book four of the Panchatantra is a simpler compilation of ancient moral-filled fables.
Revised: Book 4: Labdh The book four of the Panchatantra is a simpler compilation of ancient moral-filled fables.
Edit intent: clarity
Original: Book 5: Aparīkṣitakārakaṃ [[File:MongooseCobraKipling.jpg| The Book 5 of Panchatantra includes the mongoose and snake story, an inspiration for the  "Rikki-Tikki-Tavi" story by Rudyard Kipling.
Revised: Book 5: Aparīkṣitakārakaṃ [[File:MongooseCobraKipling.jpg| Book 5 of Panchatantra includes the mongoose and snake story, an inspiration for the "Rikki-Tikki-Tavi" story by Rudyard Kipling.
Edit intent: coherence
Original: Book 5: Aparīkṣitakārakaṃ [[File:MongooseCobraKipling.jpg| The Book 5 of Panchatantra includes the mongoose and snake story, an inspiration for the  "Rikki-Tikki-Tavi" story by Rudyard Kipling.
Revised: Book 5: Aparīkṣitakārakaṃ [[File:MongooseCobraKipling.jpg| The Book 5 of the Panchatantra includes a story about a mongoose and a snake, which was likely an inspiration for the "Rikki-Tikki-Tavi" story by Rudyard Kipling.
Edit intent: clarity
Original: Book 5: Aparīkṣitakārakaṃ [[File:MongooseCobraKipling.jpg| The Book 5 of Panchatantra includes the mongoose and snake story, an inspiration for the  "Rikki-Tikki-Tavi" story by Rudyard Kipling.
Revised: Book 5: Aparīkṣitakārakaṃ [[File:MongooseCobraKipling.jpg| The Book 5 of Panchatantra includes the mongoose and snake story, an inspiration for the story "Rikki-Tikki-Tavi" story by Rudyard Kipling.
Edit intent: fluency
Original: Book 5: Aparīkṣitakārakaṃ [[File:MongooseCobraKipling.jpg| The Book 5 of Panchatantra includes the mongoose and snake story, an inspiration for the  "Rikki-Tikki-Tavi" story by Rudyard Kipling.
Revised: Book 5: Aparīkṣitakārakaṃ [[File:MongooseCobraKipling.jpg| The Book 5 of Panchatantra includes the mongoose and snake story, an inspiration for the "Rikki-Tikki-Tavi" by Rudyard Kipling.
Edit intent: fluency
Original:  He took part in the Soviet Finnish War of 1939-40 blockading Petsamo.
Revised:  He took part in the Soviet Finnish War of 1939–40 blockading Petsamo.
Edit intent: fluency
Original:  In 1941 he was 2nd in command of the Shch-421 serving under Nikolai Lunin he was given command of this boat in 1942 when Lunin was given command of the new submarine K-21 Vidayev carried out twelve war patrols.
Revised:  In 1941 he was second in command of the Shch-421 serving under Nikolai Lunin he was given command of this boat in 1942 when Lunin was given command of the new submarine K-21 Vidayev carried out twelve war patrols.
Edit intent: fluency
Original:  In 1941 he was 2nd in command of the Shch-421 serving under Nikolai Lunin he was given command of this boat in 1942 when Lunin was given command of the new submarine K-21 Vidayev carried out twelve war patrols.
Revised:  In 1941 he was 2nd in command of the submarine serving under Nikolai Lunin he was given command of this boat in 1942 when Lunin was given command of the new submarine K-21 Vidayev carried out twelve war patrols.
Edit intent: clarity
Original:  In 1941 he was 2nd in command of the Shch-421 serving under Nikolai Lunin he was given command of this boat in 1942 when Lunin was given command of the new submarine K-21 Vidayev carried out twelve war patrols.
Revised:  In 1941 he was 2nd in command of the Shch-421 serving under Nikolai Lunin . He was given command of this boat in 1942 when Lunin was given command of the new submarine K-21 Vidayev carried out twelve war patrols.
Edit intent: fluency
Original:  In 1941 he was 2nd in command of the Shch-421 serving under Nikolai Lunin he was given command of this boat in 1942 when Lunin was given command of the new submarine K-21 Vidayev carried out twelve war patrols.
Revised:  In 1941 he was 2nd in command of the Shch-421 serving under Nikolai Lunin he was given command of this boat in 1942 when Lunin was given command of the new submarine . Vidayev carried out twelve war patrols.
Edit intent: clarity
Original:  After the loss of ShCh-421 (scuttled on sea after mine damage) she commanded the sister-ship ShCh-422.
Revised:  After the loss of ShCh-421 (scuttled at sea after mine damage) she commanded the sister-ship ShCh-422.
Edit intent: fluency
Original:  After the loss of ShCh-421 (scuttled on sea after mine damage) she commanded the sister-ship ShCh-422.
Revised:  After the loss of ShCh-421 (scuttled on sea after mine damage) he commanded the sister ship ShCh-422.
Edit intent: clarity
Original:  The town of Vidyayevo was named after him as was a Don class submarine tender .
Revised:  The town of Vidyayevo was named after him as was a .
Edit intent: clarity
Original: Pharmacology Glycemic index has been thought to effect satiety;
Revised: Pharmacology The glycemic index has been thought to effect satiety;
Edit intent: fluency
Original:  Appetitive behaviour also known as approach behaviour, and consummatory behaviours , are the only processes that involve energy intake, whereas all other behaviours affect the release of energy.
Revised:  Appetitive behaviour also known as approach behaviour, and consummatory behaviour , are the only processes that involve energy intake, whereas all other behaviours affect the release of energy.
Edit intent: fluency
Original: Eating disorders Dysregulation of appetite lies at the root of anorexia nervosa, bulimia nervosa, binge eating disorder, and body dysmorphic disorder.
Revised: Eating disorders Dysregulation of appetite lies at the root of anorexia nervosa, bulimia nervosa, and binge eating disorder.
Edit intent: clarity
Original:  Rikkunshito, a traditional Japanese Kampo medicine, is under preliminary research for its potential to stimulate ghrelin and appetite .
Revised:  Rikkunshito, a traditional Japanese Kampo medicine, is under preliminary research for its potential to stimulate ghrelin and appetite 
Edit intent: fluency