wanyu/IteraTeR_v2 huggingface dataset:
Original:  Methods: We estimate R0 , and relative role of sexual transmission, of the 2015 ZIKV outbreak in Barranquilla, Colombia, through an analysis of the exponential rise in identified syndromic ZIKV cases (n= 1,470 to the end of December , 2015).
Revised:  Methods: We estimate R0 of the 2015 ZIKV outbreak in Barranquilla, Colombia, through an analysis of the exponential rise in identified syndromic ZIKV cases (n= 1,470 to the end of December , 2015).
Edit intent: clarity
Original:  Methods: We estimate R0 , and relative role of sexual transmission, of the 2015 ZIKV outbreak in Barranquilla, Colombia, through an analysis of the exponential rise in identified syndromic ZIKV cases (n= 1,470 to the end of December , 2015).
Revised:  Methods: We estimate R0 , and relative role of sexual transmission, of the 2015 ZIKV outbreak in Barranquilla, Colombia, through an analysis of the exponential rise in clinically identified ZIKV cases (n= 1,470 to the end of December , 2015).
Edit intent: clarity
Original:  Findings: The rate of exponential rise in cases was rho= 0.073 days-1, with 95 \% CI [ 0.064,0.082 ] days-1.
Revised:  Findings: The rate of exponential rise in cases was rho= 0.073 days-1, with 95 percent CI [ 0.064,0.082 ] days-1.
Edit intent: fluency
Original:  Using a vector borne disease model , we estimate R0  = 4.4 with 95\% CI [ 3.0,6.2 ] . Using a novel vector borne disease model with additional direct sexual transmission, we find that sexual transmission is not likely significant enough to achieve sustained transmission in the absence of mosquitoes.
Revised:  We used a vector-borne disease model with additional direct transmission to estimate the R0 = 4.4 with 95\% CI [ 3.0,6.2 ] . Using a novel vector borne disease model with additional direct sexual transmission, we find that sexual transmission is not likely significant enough to achieve sustained transmission in the absence of mosquitoes.
Edit intent: clarity
Original:  The percentage of cases due to sexual transmission is less than 30\% ( ]  95 \% CL) . Interpretation: This is among the first estimates of R0 for a ZIKV outbreak in the Americas, and the first quantification of the relative role of sexual transmission .
Revised:  The percentage of cases due to sexual transmission is less than 30\% ( ] with 95 \% CL) . Interpretation: This is among the first estimates of R0 for a ZIKV outbreak in the Americas, and the first quantification of the relative role of sexual transmission .
Edit intent: clarity
Original:  The percentage of cases due to sexual transmission is less than 30\% ( ]  95 \% CL) . Interpretation: This is among the first estimates of R0 for a ZIKV outbreak in the Americas, and the first quantification of the relative role of sexual transmission .
Revised:  The percentage of cases due to sexual transmission is less than 30\% ( ] 95 percent confidence . Interpretation: This is among the first estimates of R0 for a ZIKV outbreak in the Americas, and the first quantification of the relative role of sexual transmission .
Edit intent: clarity
Original:  The percentage of cases due to sexual transmission is less than 30\% ( ]  95 \% CL) . Interpretation: This is among the first estimates of R0 for a ZIKV outbreak in the Americas, and the first quantification of the relative role of sexual transmission .
Revised:  The percentage of cases due to sexual transmission is less than 30\% ( ] 95 \% CL) . Interpretation: This is among the first estimates of R0 for a ZIKV outbreak in the Americas, and also among the first quantifications of the relative role of sexual transmission .
Edit intent: clarity
Original:  The percentage of cases due to sexual transmission is less than 30\% ( ]  95 \% CL) . Interpretation: This is among the first estimates of R0 for a ZIKV outbreak in the Americas, and the first quantification of the relative role of sexual transmission .
Revised:  The percentage of cases due to sexual transmission is less than 30\% ( ] 95 \% CL) . Interpretation: This is among the first estimates of R0 for a ZIKV outbreak in the Americas, and the first quantification of the relative impact of sexual transmission .
Edit intent: clarity
Original:  Many theoretical advances came at the hand of stochastic spreading models.
Revised:  Many theoretical advances occurred due to stochastic spreading models.
Edit intent: clarity
Original:  Nevertheless, these stochastic models overlooked the influence of rational decision on the outcome of the process.
Revised:  Nevertheless, these stochastic models overlooked the influence of rational decisions on the outcome of the process.
Edit intent: fluency
Original:  For instance, different levels of trust on acquaintances do play a role in the information spreading, and actors may change their spreading decisions during the information diffusion process accordingly.
Revised:  For instance, different levels of trust in acquaintances do play a role in the information spreading, and actors may change their spreading decisions during the information diffusion process accordingly.
Edit intent: fluency
Original:  For instance, different levels of trust on acquaintances do play a role in the information spreading, and actors may change their spreading decisions during the information diffusion process accordingly.
Revised:  For instance, different levels of trust on acquaintances do play a role in information spreading, and actors may change their spreading decisions during the information diffusion process accordingly.
Edit intent: fluency
Original:  Here, we study an information spreading model where the decision to transmit or not is based on trust.
Revised:  Here, we study an information-spreading model in which the decision to transmit or not is based on trust.
Edit intent: fluency
Original:  We explore the interplay between the propagation of information and the trust dynamics happening on a two layer multiplex network.
Revised:  We explore the interplay between the propagation of information and the trust dynamics happening on a two-layer multiplex network.
Edit intent: fluency
Original:  Actors' trustable or untrustable states are assimilated as accumulated cooperation or defection behaviors, respectively, in a prisoners'dilemma set up, and  controlled by a memory span.
Revised:  Actors' trustable or untrustable states are defined as accumulated cooperation or defection behaviors, respectively, in a prisoners'dilemma set up, and controlled by a memory span.
Edit intent: clarity
Original:  Actors' trustable or untrustable states are assimilated as accumulated cooperation or defection behaviors, respectively, in a prisoners'dilemma set up, and  controlled by a memory span.
Revised:  Actors' trustable or untrustable states are assimilated as accumulated cooperation or defection behaviors, respectively, in a Prisoner's Dilemma set up, and controlled by a memory span.
Edit intent: fluency
Original:  Actors' trustable or untrustable states are assimilated as accumulated cooperation or defection behaviors, respectively, in a prisoners'dilemma set up, and  controlled by a memory span.
Revised:  Actors' trustable or untrustable states are assimilated as accumulated cooperation or defection behaviors, respectively, in a prisoners'dilemma set up, and they are controlled by a memory span.
Edit intent: coherence
Original:  The propagation of the information is abstracted as a threshold model on the information spreading layer .
Revised:  The propagation of information is abstracted as a threshold model on the information spreading layer .
Edit intent: fluency
Original:  The results show that the memory of previous actions highly affects the spreading of information , being larger the diffusion when less memory is considered .
Revised:  The results show that the memory of previous actions has a significant effect on the spreading of information , being larger the diffusion when less memory is considered .
Edit intent: clarity
Original:  The results show that the memory of previous actions highly affects the spreading of information , being larger the diffusion when less memory is considered .
Revised:  The results show that the memory of previous actions highly affects the spreading of information . For example, the less memory that is considered, the higher is the diffusion .
Edit intent: clarity
Original:  However, the evolutionary stability of gossip might be undermined by the fact that it is more error-prone that direct observation, whereas ostracism could be ineffective if the partner selection mechanism is not robust.
Revised:  However, the evolutionary stability of gossip is allegedly undermined by the fact that it is more error-prone that direct observation, whereas ostracism could be ineffective if the partner selection mechanism is not robust.
Edit intent: clarity
Original:  We present a new architecture  for text processing which operates directly on the character level and uses only small convolutions and pooling operations.
Revised:  We present a new architecture for text processing which operates directly at the character level and uses only small convolutions and pooling operations.
Edit intent: fluency
Original:  We are able to show that the performance of this model increases with the depth: using up to 29 convolutional layers, we report significant improvements over the state-of-the-art on several public text classification tasks.
Revised:  We are able to show that the performance of this model increases with depth: using up to 29 convolutional layers, we report significant improvements over the state-of-the-art on several public text classification tasks.
Edit intent: fluency
Original:  We are able to show that the performance of this model increases with the depth: using up to 29 convolutional layers, we report significant improvements over the state-of-the-art on several public text classification tasks.
Revised:  We are able to show that the performance of this model increases with the depth: using up to 29 convolutional layers, we report improvements over the state-of-the-art on several public text classification tasks.
Edit intent: clarity
Original:  To the best of our knowledge, this is the first time that very deep convolutional nets have been applied to NLP .
Revised:  To the best of our knowledge, this is the first time that very deep convolutional nets have been applied to text processing .
Edit intent: clarity
Original:  [CHH09] K. Chatterjee, T.A. Henzinger  F. Horn (2009): Finitary winning in omega-regular games.
Revised:  [CHH09] K. Chatterjee, T.A. Henzinger , F. Horn (2009): Finitary winning in omega-regular games.
Edit intent: fluency
Original:  [FZ14] N. Fijalkow  M. Zimmermann (2014): Parity and Streett Games with Costs.
Revised:  [FZ14] N. Fijalkow , M. Zimmermann (2014): Parity and Streett Games with Costs.
Edit intent: fluency
Original:  [WZ16] A. Weinert  M. Zimmermann (2016): Easy to Win, Hard to Master: Optimal Strategies in Parity Games with Costs.
Revised:  [WZ16] A. Weinert , M. Zimmermann (2016): Easy to Win, Hard to Master: Optimal Strategies in Parity Games with Costs.
Edit intent: fluency
Original:  [CDRR15] K. Chatterjee, L. Doyen, M. Randour  J.-F. Raskin (2015): Looking at mean-payoff and total-payoff through windows.
Revised:  [CDRR15] K. Chatterjee, L. Doyen, M. Randour , J.-F. Raskin (2015): Looking at mean-payoff and total-payoff through windows.
Edit intent: fluency
Original: In this extended abstract , we present high-level overviews of tile-based self-assembling systems capable of producing complex, infinite, aperiodic structures known as discrete self-similar fractals.
Revised: In this paper , we present high-level overviews of tile-based self-assembling systems capable of producing complex, infinite, aperiodic structures known as discrete self-similar fractals.
Edit intent: clarity
Original: Many multivariate time series data in practical applications, such as health care, geoscience, and biology, are characterized by a variety of missing values.
Revised: Multivariate time series data in practical applications, such as health care, geoscience, and biology, are characterized by a variety of missing values.
Edit intent: clarity
Original:  It has been noted that the missing patterns and values are often correlated with the target labels, a.k.a., missingness is informative, and there is significant interest to explore methods which model them for time series prediction and other related tasks .
Revised:  In time series prediction and other related tasks, it has been noted that the missing patterns and values are often correlated with the target labels, a.k.a., missingness is informative, and there is significant interest to explore methods which model them for time series prediction and other related tasks .
Edit intent: fluency
Original:  It has been noted that the missing patterns and values are often correlated with the target labels, a.k.a., missingness is informative, and there is significant interest to explore methods which model them for time series prediction and other related tasks .
Revised:  It has been noted that missing values and their missing patterns are often correlated with the target labels, a.k.a., missingness is informative, and there is significant interest to explore methods which model them for time series prediction and other related tasks .
Edit intent: clarity
Original:  It has been noted that the missing patterns and values are often correlated with the target labels, a.k.a., missingness is informative, and there is significant interest to explore methods which model them for time series prediction and other related tasks .
Revised:  It has been noted that the missing patterns and values are often correlated with the target labels, a.k.a., informative missingness. There is very limited work on exploiting the missing patterns for effective imputation and improving prediction performance .
Edit intent: clarity
Original:  In this paper, we develop novel deep learning models  based on Gated Recurrent Units (GRU), a state-of-the-art recurrent neural network , to handle missing observations.
Revised:  In this paper, we develop novel deep learning models based on Gated Recurrent Unit (GRU), a state-of-the-art recurrent neural network , to handle missing observations.
Edit intent: fluency
Original:  Our model takes two representations of missing patterns, i.e., masking and time duration , and effectively incorporates them into a deep model architecture so that it not only captures the long-term temporal dependencies in time series, but also utilizes the missing patterns to improve the prediction results.
Revised:  Our model takes two representations of missing patterns, i.e., masking and time duration , and effectively incorporates them into a deep model architecture so that it not only captures the long-term temporal dependencies in time series, but also utilizes the missing patterns to achieve better prediction results.
Edit intent: clarity
Original:  Experiments of time series classification tasks on real-world clinical datasets (MIMIC-III, PhysioNet) and synthetic datasets demonstrate that our models achieve state-of-art performance on these tasks and provide useful insights for time series with missing values .
Revised:  Experiments of time series classification tasks on real-world clinical datasets (MIMIC-III, PhysioNet) and synthetic datasets demonstrate that our models achieve state-of-the-art performance and provides useful insights for time series with missing values .
Edit intent: clarity
Original:  Experiments of time series classification tasks on real-world clinical datasets (MIMIC-III, PhysioNet) and synthetic datasets demonstrate that our models achieve state-of-art performance on these tasks and provide useful insights for time series with missing values .
Revised:  Experiments of time series classification tasks on real-world clinical datasets (MIMIC-III, PhysioNet) and synthetic datasets demonstrate that our models achieve state-of-art performance on these tasks and provide useful insights for better understanding and utilization of missing values in time series analysis .
Edit intent: clarity
Original:  By improving SSA data-sharing we improve global SSA. Computational ontology should provide one means toward that goal.
Revised:  By improving SSA data-sharing we improve global SSA. Computational ontology may provide one means toward that goal.
Edit intent: clarity
Original:  and describes the SSA domain and  discipline of ontology  .
Revised:  and describes the SSA domain and the discipline of ontology .
Edit intent: fluency
Original:  and describes the SSA domain and  discipline of ontology  .
Revised:  and describes the SSA domain and discipline of ontology are described .
Edit intent: clarity
Original:  The purposes of the SSA ontology are to explore the potential for ontology development and engineering to (i) represent SSA data, general knowledge, and domain objects , (ii) clearly annotate and express the meaning of that orbital, near-earth and deep-space da-ta, and (iii) foster SSA data sharing among SSA actors and space object catalogs  .
Revised:  The purposes of the ontology include: exploring the potential for ontology development and engineering to (i) represent SSA data, general knowledge, and domain objects , (ii) clearly annotate and express the meaning of that orbital, near-earth and deep-space da-ta, and (iii) foster SSA data sharing among SSA actors and space object catalogs .
Edit intent: clarity
Original:  The purposes of the SSA ontology are to explore the potential for ontology development and engineering to (i) represent SSA data, general knowledge, and domain objects , (ii) clearly annotate and express the meaning of that orbital, near-earth and deep-space da-ta, and (iii) foster SSA data sharing among SSA actors and space object catalogs  .
Revised:  The purposes of the SSA ontology are to explore the potential for ontology development and engineering to (i) represent SSA data, general domain knowledge, objects and relationships (ii) clearly annotate and express the meaning of that orbital, near-earth and deep-space da-ta, and (iii) foster SSA data sharing among SSA actors and space object catalogs .
Edit intent: clarity
Original:  The purposes of the SSA ontology are to explore the potential for ontology development and engineering to (i) represent SSA data, general knowledge, and domain objects , (ii) clearly annotate and express the meaning of that orbital, near-earth and deep-space da-ta, and (iii) foster SSA data sharing among SSA actors and space object catalogs  .
Revised:  The purposes of the SSA ontology are to explore the potential for ontology development and engineering to (i) represent SSA data, general knowledge, and domain objects , (ii) annotate and express the meaning of that orbital, near-earth and deep-space da-ta, and (iii) foster SSA data sharing among SSA actors and space object catalogs .
Edit intent: clarity
Original:  The purposes of the SSA ontology are to explore the potential for ontology development and engineering to (i) represent SSA data, general knowledge, and domain objects , (ii) clearly annotate and express the meaning of that orbital, near-earth and deep-space da-ta, and (iii) foster SSA data sharing among SSA actors and space object catalogs  .
Revised:  The purposes of the SSA ontology are to explore the potential for ontology development and engineering to (i) represent SSA data, general knowledge, and domain objects , (ii) clearly annotate and express the meaning of that data, and (iii) foster SSA data sharing among SSA actors and space object catalogs .
Edit intent: clarity
Original:  The purposes of the SSA ontology are to explore the potential for ontology development and engineering to (i) represent SSA data, general knowledge, and domain objects , (ii) clearly annotate and express the meaning of that orbital, near-earth and deep-space da-ta, and (iii) foster SSA data sharing among SSA actors and space object catalogs  .
Revised:  The purposes of the SSA ontology are to explore the potential for ontology development and engineering to (i) represent SSA data, general knowledge, and domain objects , (ii) clearly annotate and express the meaning of that orbital, near-earth and deep-space da-ta, and (iii) foster SSA data-exchange and integration among SSA actors and space object catalogs .
Edit intent: clarity
Original:  The purposes of the SSA ontology are to explore the potential for ontology development and engineering to (i) represent SSA data, general knowledge, and domain objects , (ii) clearly annotate and express the meaning of that orbital, near-earth and deep-space da-ta, and (iii) foster SSA data sharing among SSA actors and space object catalogs  .
Revised:  The purposes of the SSA ontology are to explore the potential for ontology development and engineering to (i) represent SSA data, general knowledge, and domain objects , (ii) clearly annotate and express the meaning of that orbital, near-earth and deep-space da-ta, and (iii) foster SSA data sharing among SSA actors , orbital debris databases, space object catalogs .
Edit intent: clarity
Original:  By improving global SSA via actionable data- and knowledge-exchange , we can achieve the broader goals (and motivations) of (iv) advancing our capacity for planetary defense from near- or deep-space ob-ects , and ( v) improving spaceflight safety for future generations .
Revised:  By improving SSA via data- and knowledge-exchange , we can achieve the broader goals (and motivations) of (iv) advancing our capacity for planetary defense from near- or deep-space ob-ects , and ( v) improving spaceflight safety for future generations .
Edit intent: clarity
Original:  By improving global SSA via actionable data- and knowledge-exchange , we can achieve the broader goals (and motivations) of (iv) advancing our capacity for planetary defense from near- or deep-space ob-ects , and ( v) improving spaceflight safety for future generations .
Revised:  By improving global SSA via actionable data- and knowledge-sharing , we can achieve the broader goals (and motivations) of (iv) advancing our capacity for planetary defense from near- or deep-space ob-ects , and ( v) improving spaceflight safety for future generations .
Edit intent: clarity
Original:  By improving global SSA via actionable data- and knowledge-exchange , we can achieve the broader goals (and motivations) of (iv) advancing our capacity for planetary defense from near- or deep-space ob-ects , and ( v) improving spaceflight safety for future generations .
Revised:  By improving global SSA via actionable data- and knowledge-exchange , we can (iv) advancing our capacity for planetary defense from near- or deep-space ob-ects , and ( v) improving spaceflight safety for future generations .
Edit intent: clarity
Original:  By improving global SSA via actionable data- and knowledge-exchange , we can achieve the broader goals (and motivations) of (iv) advancing our capacity for planetary defense from near- or deep-space ob-ects , and ( v) improving spaceflight safety for future generations .
Revised:  By improving global SSA via actionable data- and knowledge-exchange , we can achieve the broader goals (and motivations) of (iv) advancing our capacity for planetary defense from near-Earth objects , and ( v) improving spaceflight safety for future generations .
Edit intent: clarity
Original:  By improving global SSA via actionable data- and knowledge-exchange , we can achieve the broader goals (and motivations) of (iv) advancing our capacity for planetary defense from near- or deep-space ob-ects , and ( v) improving spaceflight safety for future generations .
Revised:  By improving global SSA via actionable data- and knowledge-exchange , we can achieve the broader goals (and motivations) of (iv) advancing our capacity for planetary defense from near- or deep-space ob-ects , and ( vi) ensure the future of safe space flight for generations to come .
Edit intent: clarity
Original:  Correlational tools may be inappropriate for detecting communication be- tween a set of many agents exhibiting nonlinear behavior.
Revised:  Correlational tools may be inappropriate for detecting communication between a set of many agents exhibiting nonlinear behavior.
Edit intent: clarity