wanyu/IteraTeR_full_sent huggingface dataset:
Original:  To be specific  , in stability regime, we present high probability  rates of order O (1/n) w.r.t. the sample size n for ERM and SGD with milder assumptions in convex learning and similar high probability rates of order O (1/n) in nonconvex learning, rather than in expectation.
Revised:  To be specific . Specifically , in stability regime, we present high probability rates of order O (1/n) w.r.t. the sample size n for ERM and SGD with milder assumptions in convex learning and similar high probability rates of order O (1/n) in nonconvex learning, rather than in expectation.
Edit intent: coherence
Original:  To be specific  , in stability regime, we present high probability  rates of order O (1/n) w.r.t. the sample size n for ERM and SGD with milder assumptions in convex learning and similar high probability rates of order O (1/n) in nonconvex learning, rather than in expectation.
Revised:  To be specific , in stability regime, we present high probability learning rates of order O (1/n) w.r.t. the sample size n for ERM and SGD with milder assumptions in convex learning and similar high probability rates of order O (1/n) in nonconvex learning, rather than in expectation.
Edit intent: clarity
Original:  On the other hand, the proposed PA strategy showed a 2.3\\% higher stress detection f1-score and approximately up to 70\\% reduction in personalized model parameter size (9.1 MB) compared to the previous state-of-the-art transfer learning strategy (29.3 MB).abstract 
Revised:  On the other hand, the proposed PA strategy showed a 2.3\\% higher stress detection f1-score and approximately up to 70\\% reduction in personalized model parameter size (9.1 MB) compared to the previous state-of-the-art transfer learning strategy (29.3 MB).abstract \% in f1-scores. On the other hand, the proposed PA strategy showed a 2.3\% higher stress detection f1-score and approximately up to 70\% reduction in personalized model parameter size (9.1 MB) compared to the previous state-of-the-art transfer learning strategy (29.3 MB).
Edit intent: meaning-changed
Original:  We present neural fixed-point acceleration , a framework to automatically learn to accelerate convex fixed-point problems that are drawn from a distribution , using ideas from meta-learning and classical acceleration algorithms .
Revised:  We present neural fixed-point acceleration which combines ideas from meta-learning and classical acceleration methods to automatically learn to accelerate convex fixed-point problems that are drawn from a distribution , using ideas from meta-learning and classical acceleration algorithms .
Edit intent: clarity
Original: Recent studies have shown that it is possible to combine machine learning methods with data assimilation to reconstruct a dynamical system using only sparse and noisy observations of that system. The same approach can be used to correct the error of a knowledge-based model. The resulting surrogate model is hybrid, with a statistical part supplementing a physical part. In practice, the correction can be added as an integrated term (i.e. in the model resolvent) or directly inside the tendencies of the physical model.
Revised: In a recent methodological paper, we have shown how to learn chaotic dynamics along with the state trajectory from sequentially acquired observations, using local ensemble Kalman filters. Here, we more systematically investigate the possibilty to use a local ensemble Kalman filter with either covariance localization or local domains, in order to retrieve the state and a mix of key global and local parameters. Global parameters are meant to represent the surrogate dynamics, for instance through a neural network, which is reminiscent of data-driven machine learning of dynamics, while the local parameters typically stand for the forcings of the model. A family of algorithms for covariance and local domain localization is proposed in this joint state and parameter filter context. In particular, we show how to rigorously update global parameters using a local domain EnKF such as the LETKF, an inherently local method. The approach is tested with success on the 40-variable Lorenz model using several of the local EnKF flavors. A two-dimensional illustration based on a multi-layer Lorenz model is finally provided. It uses radiance-like non-local observations, and both local domains and covariance localization in order to learn the chaotic dynamics, the correction can be added as an integrated term (i.e. in the model resolvent) or directly inside the tendencies of the physical model.
Edit intent: meaning-changed
Original:  In practice, the correction can be added as an integrated term (i.e. in the model resolvent) or directly inside the tendencies of the physical model. The resolvent correction is easy to implement. The tendency correction is more technical, in particular it requires the adjoint of the physical model, but also more flexible. We use the two-scale Lorenz model to compare the two methods. The accuracy in long-range forecast experiments is somewhat similar between the surrogate models using the resolvent correction and the tendency correction. By contrast, the surrogate models using the tendency correction significantly outperform the surrogate models using the resolvent correction in data assimilation experiments. Finally, we show that the tendency correction opens the possibility to make online model error correction,i.e. improving the model progressively as new observations become available.
Revised:  In practice, the correction can be added as an integrated term (i.e. i.e. improving the model progressively as new observations become available.
Edit intent: coherence
Original:  Finally, we show that the tendency correction opens the possibility to make online model error correction,i.e. improving the model progressively as new observations become available. The resulting algorithm can be seen as a new formulation of weak-constraint 4D-Var. We compare online and offline learning using the same framework with the two-scale Lorenz system, and show that with online learning, it is possible to extract all the information from sparse and noisy observations .
Revised:  Finally, we show that the tendency correction opens the possibility to make online model error correction,i.e. local forcings, and the couplings between layers. This paper more generally addresses the key question of online estimation of both global and local model parameters .
Edit intent: meaning-changed
Original:  We just did that for the S \& P 500 companies in the U.S., and did so by leveraging a dataset of 440K company reviews published during twelve successive years, and developing a state-of-the-art deep-learning framework to accurately extract stress mentions from these reviews.
Revised:  We just did that for the S P 500 companies in the U.S., and did so by leveraging a dataset of 440K company reviews published during twelve successive years, and developing a state-of-the-art deep-learning framework to accurately extract stress mentions from these reviews.
Edit intent: fluency
Original:  We proposed a new methodology that places each company on a stress-by-rating quadrant (based on its overall stress score and overall rating on the site), and accordingly scores the company to be, on average, either a low stress ,passive ,negative stress , orpositive stress company.
Revised:  We proposed a new methodology that places each company on a stress-by-rating quadrant (based on its overall stress score and overall rating on the site), and accordingly scores the company to be, on average, either a ,passive ,negative stress , orpositive stress company.
Edit intent: clarity
Original:  We proposed a new methodology that places each company on a stress-by-rating quadrant (based on its overall stress score and overall rating on the site), and accordingly scores the company to be, on average, either a low stress ,passive ,negative stress , orpositive stress company.
Revised:  We proposed a new methodology that places each company on a stress-by-rating quadrant (based on its overall stress score and overall rating on the site), and accordingly scores the company to be, on average, either a low stress passive ,negative stress , orpositive stress company.
Edit intent: fluency
Original:  We proposed a new methodology that places each company on a stress-by-rating quadrant (based on its overall stress score and overall rating on the site), and accordingly scores the company to be, on average, either a low stress ,passive ,negative stress , orpositive stress company.
Revised:  We proposed a new methodology that places each company on a stress-by-rating quadrant (based on its overall stress score and overall rating on the site), and accordingly scores the company to be, on average, either a low stress , ,negative stress , orpositive stress company.
Edit intent: clarity
Original:  We proposed a new methodology that places each company on a stress-by-rating quadrant (based on its overall stress score and overall rating on the site), and accordingly scores the company to be, on average, either a low stress ,passive ,negative stress , orpositive stress company.
Revised:  We proposed a new methodology that places each company on a stress-by-rating quadrant (based on its overall stress score and overall rating on the site), and accordingly scores the company to be, on average, either a low stress ,passive negative stress , orpositive stress company.
Edit intent: clarity
Original:  We proposed a new methodology that places each company on a stress-by-rating quadrant (based on its overall stress score and overall rating on the site), and accordingly scores the company to be, on average, either a low stress ,passive ,negative stress , orpositive stress company.
Revised:  We proposed a new methodology that places each company on a stress-by-rating quadrant (based on its overall stress score and overall rating on the site), and accordingly scores the company to be, on average, either a low stress ,passive , , orpositive stress company.
Edit intent: fluency
Original:  We proposed a new methodology that places each company on a stress-by-rating quadrant (based on its overall stress score and overall rating on the site), and accordingly scores the company to be, on average, either a low stress ,passive ,negative stress , orpositive stress company.
Revised:  We proposed a new methodology that places each company on a stress-by-rating quadrant (based on its overall stress score and overall rating on the site), and accordingly scores the company to be, on average, either a low stress ,passive ,negative stress positive stress company.
Edit intent: fluency
Original:  We proposed a new methodology that places each company on a stress-by-rating quadrant (based on its overall stress score and overall rating on the site), and accordingly scores the company to be, on average, either a low stress ,passive ,negative stress , orpositive stress company.
Revised:  We proposed a new methodology that places each company on a stress-by-rating quadrant (based on its overall stress score and overall rating on the site), and accordingly scores the company to be, on average, either a low stress ,passive ,negative stress , orlow stress, passive, negative stress, or positive stress company.
Edit intent: meaning-changed
Original:   As an actress in her own right, her filmography is limited to her appearances with Dame Edna, except for a 1995 appearance, in her late eighties, on an episode of Last of the Summer Wine as "Mrs.
Revised:  Barry Humphries (Dame Edna) said, "It is a great loss to me, she was a close friend." As an actress in her own right, her filmography is limited to her appearances with Dame Edna, except for a 1995 appearance, in her late eighties, on an episode of Last of the Summer Wine as "Mrs.
Edit intent: meaning-changed
Original: The NDPSC had considered changing zolpidem from a Schedule 4 drug to a Schedule 8 drug, which would of placed it in the same category as drugs like morphine and made it more difficult for doctors to prescribe.
Revised: The NDPSC had considered changing zolpidem from a Schedule 4 drug to a Schedule 8 drug, which would have placed it in the same category as drugs like morphine and made it more difficult for doctors to prescribe.
Edit intent: fluency
Original:  Some patients have  prescribed the drug for a number of months, including 30-year-old Sydney woman Mairead Costigan, who fell to her death from the Sydney Harbour Bridge nearly six months ago to whom the drug had been prescribed for eight months or more.
Revised:  Some patients have been prescribed the drug for a number of months, including 30-year-old Sydney woman Mairead Costigan, who fell to her death from the Sydney Harbour Bridge nearly six months ago to whom the drug had been prescribed for eight months or more.
Edit intent: fluency
Original:  Some patients have  prescribed the drug for a number of months, including 30-year-old Sydney woman Mairead Costigan, who fell to her death from the Sydney Harbour Bridge nearly six months ago to whom the drug had been prescribed for eight months or more.
Revised:  Some patients have prescribed the drug for a number of months, including 30-year-old Sydney woman Mairead Costigan, who fell to her death from the Sydney Harbour Bridge nearly six months ago . Costigan had been prescribed for eight months or more.
Edit intent: coherence
Original:  Some patients have  prescribed the drug for a number of months, including 30-year-old Sydney woman Mairead Costigan, who fell to her death from the Sydney Harbour Bridge nearly six months ago to whom the drug had been prescribed for eight months or more. Just six days before her death Ms Costigan switched to another sleeping pill (zopiclone).
Revised:  Some patients have prescribed the drug for a number of months, including 30-year-old Sydney woman Mairead Costigan, who fell to her death from the Sydney Harbour Bridge nearly six months ago to whom the drug had been prescribed the drug for at least eight months, but just six days before her death Ms Costigan switched to another sleeping pill (zopiclone).
Edit intent: clarity
Original:  The plane was making a visit to the island from Missouri's Whiteman Air Force Base  .
Revised:  The plane was making a visit to the island from Missouri's Whiteman Air Force Base which is home to all of the U.S.'s 21 B-2 bombers. Each plane costs about 1.2 to 2 billion U.S. dollars to build. Some of the bombers along with B-1B's are sometimes switched from Guam to the AFB in a routine rotation .
Edit intent: meaning-changed
Original: File photo of the Pickens County Courthouse On Friday, the sheriff of , South Carolina Rick Clark refused to lower the flag to honor Nelson Mandela after  President Barack Obama made an executive order that all US flags to be flown at half mast in honor of Mandela until sunset today.
Revised: File photo of the Pickens County Courthouse On Friday, the sheriff of , South Carolina Rick Clark refused to lower the flag to honor Nelson Mandela after US President Barack Obama made an executive order that all US flags to be flown at half mast in honor of Mandela until sunset today.
Edit intent: fluency
Original:  Presidents of the United States have previously ordered the flag lowered in honor of non-Americans including Pope John Paul II who died in 2005, of  who died in 1999, Israeli Prime Minister  who died in 1995, Egyptian President who died in 1981, British Prime Minister who died in 1965, and  Secretary-General who died in 1961.
Revised:  Presidents of the United States have previously ordered the flag lowered in honor of non-Americans including Pope John Paul II who died in 2005, of Jordan who died in 1999, Israeli Prime Minister who died in 1995, Egyptian President who died in 1981, British Prime Minister who died in 1965, and Secretary-General who died in 1961.
Edit intent: meaning-changed
Original:  Presidents of the United States have previously ordered the flag lowered in honor of non-Americans including Pope John Paul II who died in 2005, of  who died in 1999, Israeli Prime Minister  who died in 1995, Egyptian President who died in 1981, British Prime Minister who died in 1965, and  Secretary-General who died in 1961.
Revised:  Presidents of the United States have previously ordered the flag lowered in honor of non-Americans including Pope John Paul II who died in 2005, of who died in 1999, Israeli Prime Minister Yitzhak Rabin who died in 1995, Egyptian President who died in 1981, British Prime Minister who died in 1965, and Secretary-General who died in 1961.
Edit intent: meaning-changed
Original:  Presidents of the United States have previously ordered the flag lowered in honor of non-Americans including Pope John Paul II who died in 2005, of  who died in 1999, Israeli Prime Minister  who died in 1995, Egyptian President who died in 1981, British Prime Minister who died in 1965, and  Secretary-General who died in 1961.
Revised:  Presidents of the United States have previously ordered the flag lowered in honor of non-Americans including Pope John Paul II who died in 2005, of who died in 1999, Israeli Prime Minister who died in 1995, Egyptian President who died in 1981, British Prime Minister who died in 1965, and United Nations Secretary-General who died in 1961.
Edit intent: clarity
Original:  But on the other hand, it's a great opportunity for Taipei City Government to showcase creations and cultures and to promote deaf culture since the (Taipei City) Government won the bidding to hold the 2009 (Summer) Deaflympics.
Revised:  But on the other hand, it's a great opportunity for Taipei City Government to showcase creations and cultures and to promote deaf culture since the Government won the bidding to hold the 2009 (Summer) Deaflympics.
Edit intent: fluency
Original:  But on the other hand, it's a great opportunity for Taipei City Government to showcase creations and cultures and to promote deaf culture since the (Taipei City) Government won the bidding to hold the 2009 (Summer) Deaflympics.
Revised:  But on the other hand, it's a great opportunity for Taipei City Government to showcase creations and cultures and to promote deaf culture since the (Taipei City) Government won the bidding to hold the 2009 Summer Deaflympics.
Edit intent: fluency
Original:  Besides of professional ability, I think that volunteers from every industry will play a great role to determine the image and result of this game ( 2009 Summer Deaflympics ) ," said Stan Lai.
Revised:  Besides of professional ability, I think that volunteers from every industry will play a great role to determine the image and result of this game 2009 Summer Deaflympics ) ," said Stan Lai.
Edit intent: fluency
Original:  Besides of professional ability, I think that volunteers from every industry will play a great role to determine the image and result of this game ( 2009 Summer Deaflympics ) ," said Stan Lai.
Revised:  Besides of professional ability, I think that volunteers from every industry will play a great role to determine the image and result of this game ( 2009 Summer Deaflympics ," said Stan Lai.
Edit intent: fluency
Original:  One of last night's surprise wins at the 80th Academy Awards was Glen Hansard and Markéta Irglová winning the Best Original Song Oscar.
Revised: 300px|Glen Hansard and Markéta Irglová during an April 2006 show in Derry, Northern Ireland. 300px|A row of Oscars, the prize handed out at the Academy Awards. One of last night's surprise wins at the 80th Academy Awards was Glen Hansard and Markéta Irglová winning the Best Original Song Oscar.
Edit intent: meaning-changed
Original:  The song "Falling Slowly"  from the 2006 film 'OnceThe  favorite in the category was Enchanted, a Disney film which received nominations for "Happy Working Song", "That's How You Know", and "So Close".
Revised:  The song "Falling Slowly" is from the 2006 film 'OnceThe favorite in the category was Enchanted, a Disney film which received nominations for "Happy Working Song", "That's How You Know", and "So Close".
Edit intent: coherence
Original:  The song "Falling Slowly"  from the 2006 film 'OnceThe  favorite in the category was Enchanted, a Disney film which received nominations for "Happy Working Song", "That's How You Know", and "So Close".
Revised:  The song "Falling Slowly" from the 2006 film Once, which also co-stars Hansard and Irglová. favorite in the category was Enchanted, a Disney film which received nominations for "Happy Working Song", "That's How You Know", and "So Close".
Edit intent: meaning-changed
Original:  The song "Falling Slowly"  from the 2006 film 'OnceThe  favorite in the category was Enchanted, a Disney film which received nominations for "Happy Working Song", "That's How You Know", and "So Close".
Revised:  The song "Falling Slowly" from the 2006 film 'OnceThe The favorite in the category was Enchanted, a Disney film which received nominations for "Happy Working Song", "That's How You Know", and "So Close".
Edit intent: fluency
Original:  Also nominated was "Raise It Up" from August Rush '' .  For some time, the song's eligibility for an Oscar was in dispute, as it had appeared on a 2006 CD issued by Hansard's band, The Frames, and it had been performed by the couple in various European venues.
Revised:  Also nominated was "Raise It Up" from August Rush . For some time, the song's eligibility for an Oscar was in dispute, as it had appeared on a 2006 CD issued by Hansard's band, The Frames, and it had been performed by the couple in various European venues.
Edit intent: fluency
Original:  Also nominated was "Raise It Up" from August Rush '' .  For some time, the song's eligibility for an Oscar was in dispute, as it had appeared on a 2006 CD issued by Hansard's band, The Frames, and it had been performed by the couple in various European venues.
Revised:  Also nominated was "Raise It Up" from August Rush '' . Irglová was cut off by music, when stepping up to the microphone to speak. She was given a second chance to speak after the next commercial break, and was introduced onto the stage by host Jon Stewart. For some time, the song's eligibility for an Oscar was in dispute, as it had appeared on a 2006 CD issued by Hansard's band, The Frames, and it had been performed by the couple in various European venues.
Edit intent: meaning-changed
Original:  CATEGORY: ACHIEVEMENT IN MUSIC WRITTEN FOR MOTION PICTURES (ORIGINAL SONG) SPEECH BY: GLEN HANSARD AND MARKETA IRGLOVA FILM: “FALLING SLOWLY” FROM "ONCE" She co-starred with Hansard in the 2007 movie Once, written and directed by John Carney.
Revised:  She co-starred with Hansard in the 2007 movie Once, written and directed by John Carney.
Edit intent: coherence
Original:  CATEGORY: ACHIEVEMENT IN MUSIC WRITTEN FOR MOTION PICTURES (ORIGINAL SONG) SPEECH BY: GLEN HANSARD AND MARKETA IRGLOVA FILM: “FALLING SLOWLY” FROM "ONCE" She co-starred with Hansard in the 2007 movie Once, written and directed by John Carney. The movie won the World Cinema Audience Award for a dramatic film at the 2007 Sundance Film Festival.
Revised:  CATEGORY: ACHIEVEMENT IN MUSIC WRITTEN FOR MOTION PICTURES (ORIGINAL SONG) SPEECH BY: GLEN HANSARD AND MARKETA IRGLOVA FILM: “FALLING SLOWLY” FROM "ONCE" 
Edit intent: coherence
Original:  which have been going on for more than a month, aim to come to an agreement between the current President Mwai Kibaki of the ruling Party of National Unity and Raila Odinga , the leader of the oppositional Orange Democratic Movement . Violence sparked in the country after Mr. Odinga claimed that the voting was rigged in favour of the President. 1,500 people have died since the protests started last December and talks have recently managed to come to some progress, by agreeing to share power.
Revised:  which have been going on for more than a month, aim to come to an agreement between the current President Mwai Kibaki of the ruling and , the leader of the oppositional Orange Democratic Movement . Violence sparked in the country after Mr. Odinga claimed that the voting was rigged in favour of the President. 1,500 people have died since the protests started last December and talks have recently managed to come to some progress, by agreeing to share power.
Edit intent: clarity