wanyu/IteraTeR_v2 huggingface dataset:
Original:  Furthermore, we  demonstrate that the rank percentile indicators have reasonable predictive power .
Revised:  Furthermore, we demonstrate that the rank percentile is highly predictable .
Edit intent: clarity
Original:  The publication indicator is highly stable over time, while the scholar indicator exhibits short-term stability and can be predicted via a simple linear regression model.
Revised:  The publication percentile is highly stable over time, while the scholar indicator exhibits short-term stability and can be predicted via a simple linear regression model.
Edit intent: clarity
Original:  The publication indicator is highly stable over time, while the scholar indicator exhibits short-term stability and can be predicted via a simple linear regression model.
Revised:  The publication indicator is highly stable over time, while the scholar percentile exhibits short-term stability and can be predicted via a simple linear regression model.
Edit intent: clarity
Original:  While more advanced models offer slightly superior performance  , the simplicity and interpretability of the simple model impose significant advantages over the additional complexity of other models.
Revised:  While more advanced models offer slightly superior performance ; however , the simplicity and interpretability of the simple model impose significant advantages over the additional complexity of other models.
Edit intent: coherence
Original: Prediction of the progression of an infectious disease outbreak in a population is an important task . Differential equations are often used to model an epidemic outbreak's behaviour but are challenging to parametrise .
Revised: Prediction of the progression of an infectious disease outbreak is important for planning and coordinating a response . Differential equations are often used to model an epidemic outbreak's behaviour but are challenging to parametrise .
Edit intent: clarity
Original: Prediction of the progression of an infectious disease outbreak in a population is an important task . Differential equations are often used to model an epidemic outbreak's behaviour but are challenging to parametrise .
Revised: Prediction of the progression of an infectious disease outbreak in a population is an important task . Differential equations are often used to model an epidemic outbreak's behaviour but are challenging to parameterise .
Edit intent: fluency
Original:  We provide additional justification for this approach by introducing a new interpretation of the model approximation component as a stochastic constraint.
Revised:  We provide justification for this approach by introducing a new interpretation of the model approximation component as a stochastic constraint.
Edit intent: clarity
Original:  This interpretation preserves the rationale for using profiling rather than integration to remove nuisance parameters while still providing a link back to stochastic models.
Revised:  This preserves the rationale for using profiling rather than integration to remove nuisance parameters while still providing a link back to stochastic models.
Edit intent: clarity
Original:  This interpretation preserves the rationale for using profiling rather than integration to remove nuisance parameters while still providing a link back to stochastic models.
Revised:  This interpretation preserves the rationale for using profiling rather than integration to remove nuisance parameters while also providing a link back to stochastic models.
Edit intent: fluency
Original:  We applied an initial version of this method during an outbreak of measles in Samoa in 2019-2020 and found that we achieved relatively fast, accurate predictions.
Revised:  We applied an initial version of this method during an outbreak of measles in Samoa in 2019-2020 and found that it achieved relatively fast, accurate predictions.
Edit intent: clarity
Original:  Here  present the most recent version of our method and its application to this measles outbreak, along with additional validation.
Revised:  Here we present the most recent version of our method and its application to this measles outbreak, along with additional validation.
Edit intent: fluency
Original:  A group of people has launched a campaign to collect money via the internet and then acquire Sealand, which is a former British sea platform situated in the North Sea  .
Revised:  A group of people has launched a campaign to collect money via the Internet to acquire a former British sea platform situated in the North Sea .
Edit intent: coherence
Original:  The Pirate Bay states that Sealand will give users a great, easy way of sharing music, movies, software or any other file protected by copyright in other places .%DIFDELCMD < %DIFDELCMD < %%% The website was closed for some time due to police raids.
Revised:  The Pirate Bay states that Sealand will give users an easy way of sharing music, movies, software or any other file protected by copyright in other places .%DIFDELCMD < %DIFDELCMD < %%% The website was closed for some time due to police raids.
Edit intent: clarity
Original:  The Pirate Bay states that Sealand will give users a great, easy way of sharing music, movies, software or any other file protected by copyright in other places .%DIFDELCMD < %DIFDELCMD < %%% The website was closed for some time due to police raids.
Revised:  The Pirate Bay states that Sealand will give users a great, easy way of sharing files protected by copyright in other places .%DIFDELCMD < %DIFDELCMD < %%% The website was closed for some time due to police raids.
Edit intent: clarity
Original:  The Pirate Bay states that Sealand will give users a great, easy way of sharing music, movies, software or any other file protected by copyright in other places .%DIFDELCMD < %DIFDELCMD < %%% The website was closed for some time due to police raids.
Revised:  The Pirate Bay states that Sealand will give users a great, easy way of sharing music, movies, software or any other file protected by copyright .%DIFDELCMD < %DIFDELCMD < %%% The website was closed for some time due to police raids.
Edit intent: clarity
Original:  The Pirate Bay states that Sealand will give users a great, easy way of sharing music, movies, software or any other file protected by copyright in other places .%DIFDELCMD < %DIFDELCMD < %%% The website was closed for some time due to police raids.
Revised:  The Pirate Bay states that Sealand will give users a great, easy way of sharing music, movies, software or any other file protected by copyright in other places %DIFDELCMD < %DIFDELCMD < %%% The website was closed for some time due to police raids.
Edit intent: fluency
Original:  At the same time , Prince Roy , who is representative of Sealand's royal family, expanded the territory of Sealand , which means that it remains independent.
Revised:  At the same time , Prince Roy simultaneously expanded the territory of Sealand , which means that it remains independent.
Edit intent: clarity
Original:  It also mentioned that if the " internet-pirate " community is not able to buy Sealand, it will look for another small place to claim as its own.
Revised:  It also mentioned that if the " Internet-pirate " community is not able to buy Sealand, it will look for another small place to claim as its own.
Edit intent: fluency
Original: The Pirate Bay states that the platform, which they'll name Sealand, will give users an easy way of sharing files protected by copyright in other nations.
Revised: The Pirate Bay states that the platform, named Sealand, will give users an easy way of sharing files protected by copyright in other nations.
Edit intent: clarity
Original:  The platform , named Sealand, was set up in 1967 by the associates and family members of Paddy Roy Bates, a former radio broadcaster and former British Army Major, who now form its royal family.
Revised:  The platform was occupied in 1967 by the associates and family members of Paddy Roy Bates, a former radio broadcaster and former British Army Major, who now form its royal family.
Edit intent: clarity
Original:  The sovereign status of the platform is disputed.
Revised:  sovereign status of the platform is disputed.
Edit intent: fluency
Original:  It also mentioned that if the "Internet-pirate" community is not able to buy Sealand, it will look for another small place to claim as its own   .
Revised:  It also mentioned that if the "Internet-pirate" community is not able to buy Sealand, it will look for another small place to claim as its own . .
Edit intent: fluency
Original: The Pirate Bay, a file-sharing website situated in Sweden, seeks to purchase its own island nation in an attempt to escape international copyright laws.
Revised: The Pirate Bay, a file-sharing website situated in Sweden, seeks to purchase its own island nation in an attempt to escape copyright laws.
Edit intent: clarity
Original: Estate agents from Spain estimate the price of the floating island to be about 504 million pounds.
Revised: Hired estate agents from Spain estimate the price of the floating island to be about 504 million pounds.
Edit intent: clarity
Original:  The site was later re-opened from Holland before moving back to Sweden.
Revised:  The site was later re-opened from the Netherlands before moving back to Sweden.
Edit intent: fluency
Original: The Pirate Bay, a file-sharing website situated in Sweden, seeks to purchase its own island nation in an attempt to escape copyright laws.
Revised: The Pirate Bay, a file-sharing website formerly based in Sweden, seeks to purchase its own island nation in an attempt to escape copyright laws.
Edit intent: clarity
Original: The Pirate Bay, a file-sharing website formerly based in Sweden, seeks to purchase its own island nation in an attempt to escape copyright laws.
Revised: The Pirate Bay, a file-sharing website based in Sweden, seeks to purchase its own island nation in an attempt to escape copyright laws.
Edit intent: clarity
Original: In the new publication done by the New Zealand Department of Conservation updates the classification of 5819 plants and animals native to New Zealand.
Revised: In the new publication the New Zealand Department of Conservation updates the classification of 5819 plants and animals native to New Zealand.
Edit intent: clarity
Original:  Liquid water is a key ingredient for live, therefor the (former) presence of water on Mars may point to the (former) existence of extra-terestial live .
Revised:  Liquid water is a key ingredient for live, therefor the (former) presence of water on Mars may point to the (former) existence of extra-terestial life .
Edit intent: fluency
Original:  The combined research on this subject, including a study in December 2004 stating five volcanoes on Mars have been active as shortly as two million years ago, justifies a further search for signs of live on Mars, scientist say.
Revised:  The combined research on this subject, including a study in December 2004 stating five volcanoes on Mars have been active as shortly as two million years ago, justifies a further search for signs of life on Mars, scientist say.
Edit intent: fluency
Original: NASA view of Mars exploration Three studies of Mars, which point to the recent presence of liquid water on the surface of Mars and present vast ammounts of ice underground near the planet's equator, are being published in the scientific journal nature today.
Revised: NASA view of Mars exploration Three studies of Mars, which point to the recent presence of liquid water on the planet's surface and present vast ammounts of ice underground near the planet's equator, are being published in the scientific journal nature today.
Edit intent: fluency
Original: NASA view of Mars exploration Three studies of Mars, which point to the recent presence of liquid water on the surface of Mars and present vast ammounts of ice underground near the planet's equator, are being published in the scientific journal nature today.
Revised: NASA view of Mars exploration Three studies of Mars, which point to the recent presence of liquid water on the surface of Mars and present vast amounts of ice underground near the planet's equator, are being published in the scientific journal nature today.
Edit intent: fluency
Original: NASA view of Mars exploration Three studies of Mars, which point to the recent presence of liquid water on the surface of Mars and present vast ammounts of ice underground near the planet's equator, are being published in the scientific journal nature today.
Revised: NASA view of Mars exploration Three studies of Mars, which point to the recent presence of liquid water on the surface of Mars and present vast ammounts of ice underground near the equator, are being published in the scientific journal nature today.
Edit intent: clarity
Original:  Liquid water is a key ingredient for live, therefor the (former) presence of water on Mars may point to the (former) existence of extra-terestial life.
Revised:  Liquid water is a key ingredient for life, therefore the (former) presence of water on Mars may point to the (former) existence of extra-terestial life.
Edit intent: coherence
Original:  Liquid water is a key ingredient for live, therefor the (former) presence of water on Mars may point to the (former) existence of extra-terestial life.
Revised:  Liquid water is a key ingredient for live, therefor the (former) presence of water on Mars may point to the (former) existence of extraterrestrial life.
Edit intent: fluency
Original:  In the studies, strong indications of recent glacial and present volcanic activity are presented.
Revised:  In the studies, strong indications of recent glacial and current volcanic activity are presented.
Edit intent: fluency
Original:  The combined research on this subject, including a study in December 2004 stating five volcanoes on Mars have been active as shortly as two million years ago, justifies a further search for signs of life on Mars, scientist say.
Revised:  The combined research on this subject, including a study in December 2004 stating five volcanoes on Mars have been active as shortly as two million years ago, justifies a further search for signs of life on Mars, scientists say.
Edit intent: fluency
Original:  New images received from Mars taken by the the High Resolution Stereo Camera (HRSC) on the European Space Agency’s Mars Express Mission show that flowing water, large glaciers and active volcanoes have also taken their tole on the face of Mars in the past few million years, which is just a minute on the geological timescale of mars , which has been around for 4.5 billion years.
Revised:  New images received from Mars taken by the High Resolution Stereo Camera (HRSC) on the European Space Agency’s Mars Express Mission show that flowing water, large glaciers and active volcanoes have also taken their tole on the face of Mars in the past few million years, which is just a minute on the geological timescale of mars , which has been around for 4.5 billion years.
Edit intent: fluency
Original:  New images received from Mars taken by the the High Resolution Stereo Camera (HRSC) on the European Space Agency’s Mars Express Mission show that flowing water, large glaciers and active volcanoes have also taken their tole on the face of Mars in the past few million years, which is just a minute on the geological timescale of mars , which has been around for 4.5 billion years.
Revised:  New images received from Mars taken by the the High Resolution Stereo Camera (HRSC) on the European Space Agency’s Mars Express Mission show that flowing water, large glaciers and active volcanoes have also taken their toll on the face of Mars in the past few million years, which is just a minute on the geological timescale of mars , which has been around for 4.5 billion years.
Edit intent: fluency
Original:  New images received from Mars taken by the the High Resolution Stereo Camera (HRSC) on the European Space Agency’s Mars Express Mission show that flowing water, large glaciers and active volcanoes have also taken their tole on the face of Mars in the past few million years, which is just a minute on the geological timescale of mars , which has been around for 4.5 billion years.
Revised:  New images received from Mars taken by the the High Resolution Stereo Camera (HRSC) on the European Space Agency’s Mars Express Mission show that flowing water, large glaciers and active volcanoes have also taken their tole on the face of Mars in the past few million years, which is a mere minute on the geological timescale of mars , which has been around for 4.5 billion years.
Edit intent: clarity
Original:  New images received from Mars taken by the the High Resolution Stereo Camera (HRSC) on the European Space Agency’s Mars Express Mission show that flowing water, large glaciers and active volcanoes have also taken their tole on the face of Mars in the past few million years, which is just a minute on the geological timescale of mars , which has been around for 4.5 billion years.
Revised:  New images received from Mars taken by the the High Resolution Stereo Camera (HRSC) on the European Space Agency’s Mars Express Mission show that flowing water, large glaciers and active volcanoes have also taken their tole on the face of Mars in the past few million years, which is just a minute on the geological timescale of Mars , which has been around for 4.5 billion years.
Edit intent: fluency
Original:  Evidence of past water, collected by the two Mars rovers that NASA currently has exploring the planet,  Mars was hotter and more humid billions of years ago than it is today.
Revised:  Evidence of past water, collected by the two Mars rovers that NASA currently has exploring the planet, shows Mars was hotter and more humid billions of years ago than it is today.
Edit intent: clarity
Original:  Also important are active volcanos , which can stimulate the forming of microbial life, as they do back here on Earth.
Revised:  Also important are active volcanoes , which can stimulate the forming of microbial life, as they do back here on Earth.
Edit intent: fluency
Original:  Also important are active volcanos , which can stimulate the forming of microbial life, as they do back here on Earth.
Revised:  Also important are active volcanos , which can stimulate the forming of microbial life, as they do on Earth.
Edit intent: clarity
Original:  Scientists have already discovered bacteria near crater mouths hear on Earth that live of sulfur in stead of oxygen.
Revised:  Scientists have already discovered bacteria near crater mouths on Earth that live of sulfur in stead of oxygen.
Edit intent: fluency
Original:  Scientists have already discovered bacteria near crater mouths hear on Earth that live of sulfur in stead of oxygen.
Revised:  Scientists have already discovered bacteria near crater mouths hear on Earth that live off sulfur instead of oxygen.
Edit intent: fluency
Original:  Indicating possibly volcanic activity or subsurface live , the detection of methane remains controversial in the scientific community.
Revised:  Indicating possibly volcanic activity or subsurface life , the detection of methane remains controversial in the scientific community.
Edit intent: fluency
Original:  Further examination of landforms thought to be glacial during the Viking program in the 1970s were found to be indeed evidence of geologically recent glacial activity near the equatorby geologist James Head of Brown University and his group . Glaciers appear to have moved from the Martian poles to the equator between 350,000 and 4 million years ago.
Revised:  Further examination , by geologist James Head of Brown University and his group, of landforms thought to be glacial during the Viking program in the 1970s were found to be indeed evidence of geologically recent glacial activity near the equatorby geologist James Head of Brown University and his group . Glaciers appear to have moved from the Martian poles to the equator between 350,000 and 4 million years ago.
Edit intent: clarity
Original:  Further examination of landforms thought to be glacial during the Viking program in the 1970s were found to be indeed evidence of geologically recent glacial activity near the equatorby geologist James Head of Brown University and his group . Glaciers appear to have moved from the Martian poles to the equator between 350,000 and 4 million years ago.
Revised:  Further examination of landforms thought to be glacial during the Viking program in the 1970s were found to be evidence of geologically recent glacial activity near the equatorby geologist James Head of Brown University and his group . Glaciers appear to have moved from the Martian poles to the equator between 350,000 and 4 million years ago.
Edit intent: coherence
Original:  Further examination of landforms thought to be glacial during the Viking program in the 1970s were found to be indeed evidence of geologically recent glacial activity near the equatorby geologist James Head of Brown University and his group . Glaciers appear to have moved from the Martian poles to the equator between 350,000 and 4 million years ago.
Revised:  Further examination of landforms thought to be glacial during the Viking program in the 1970s were found to be indeed evidence of geologically recent glacial activity near Mars' equator . Glaciers appear to have moved from the Martian poles to the equator between 350,000 and 4 million years ago.
Edit intent: clarity
Original:  Mars is currently in an Interglacial period, the new studies suggest.
Revised:  Mars is currently in an interglacial period, the new studies suggest.
Edit intent: fluency
Original:  The third study pertains to a piece of frozen water roughly the size of the Nord Sea, which has formed near the equator in the last five million years and is now thought to have been formed by liquid water carried along by volcanic eruptions in a region known as Cerberus Fossae.
Revised:  The third study pertains to a piece of frozen water roughly the size of the North Sea, which has formed near the equator in the last five million years and is now thought to have been formed by liquid water carried along by volcanic eruptions in a region known as Cerberus Fossae.
Edit intent: fluency
Original:  Though researchers have long assumed water on Mars had all evaported into the Martian atmosphere, a 1991 hypothesis, then considered outrageous, stating Mars has known flooding in recent times, is now supported by the findings.
Revised:  Though researchers have long assumed water on Mars had all evaporated into the Martian atmosphere, a 1991 hypothesis, then considered outrageous, stating Mars has known flooding in recent times, is now supported by the findings.
Edit intent: fluency
Original:  Mars Express will deploy a special radar instrument in early May which should be able to detect wwater and ice, even several miles beneath the surface.
Revised:  Mars Express will deploy a special radar instrument in early May which should be able to detect water and ice, even several miles beneath the surface.
Edit intent: fluency
Original:  Should water be found on Mars, the chances of finding live are great.
Revised:  Should water be found on Mars, the chances of finding life are great.
Edit intent: fluency
Original:  Many extremophiles, bacteria living under extreme conditions such as extreem salinity or heat, have already been discovered on Earth.
Revised:  Many extremophiles, bacteria living under extreme conditions such as extreme salinity or heat, have already been discovered on Earth.
Edit intent: fluency
Original:  As with Earth, a sample of the Mars ice should give great insight in the evolution of the Martian environtment and atmosphere, and this may be the objective of future Mars research
Revised:  As with Earth, a sample of the Mars ice should give great insight in the evolution of the Martian environment and atmosphere, and this may be the objective of future Mars research
Edit intent: fluency