wanyu/IteraTeR_full_sent huggingface dataset:
Original:  In order to explore the solely and fundamental effect of the clustering  , we employ a minimal model where no game is involved and a simple cycle is adopted.
Revised:  In order to explore the solely and fundamental effect of the clustering of mutants and the game dynamics are typically coupled. It is still unclear how the clustering of mutants alone alters the evolutionary dynamics. To this end , we employ a minimal model where no game is involved and a simple cycle is adopted.
Edit intent: meaning-changed
Original:  In order to explore the solely and fundamental effect of the clustering  , we employ a minimal model where no game is involved and a simple cycle is adopted. In this way, we disentangle the clustering and the games. The applied process reflects very nontrivial effects of the clustering. Our results show the assortment is an amplifier of the selection for the connected mutants compared with the separated ones.
Revised:  In order to explore the solely and fundamental effect of the clustering , we employ a minimal model with frequency independent fitness on a circle. It disentangles the clustering of mutants from game dynamics. The distance between two mutants on the circle is adopted as a natural indicator for the clustering of mutants or assortment. We find that the assortment is an amplifier of the selection for the connected mutants compared with the separated ones.
Edit intent: meaning-changed
Original:  The non-monotonical affection of clusteringis quite unintuitive. And what it affects under the minimal model reveals the great potential effects and also the great complexity of clustering when games are involved. We also notice an uncoordination between the fixation probability and fixation time for mutants .
Revised:  It gives rise to the non-monotonic effect of clustering, which is counterintuitive. On the other hand, we find that less assortative mutants speed up fixation. Our model shows that the clustering of mutants plays a non-trivial role in fixation, which has emerged even if the game interaction is absent .
Edit intent: coherence
Original:  Subsequently, we construct a statistical framework to highlight brain connections that are selected with probability well above chanceand we estimate their sCCA loadings based on a de-noising approach  .
Revised:  Randomised lasso is used to alleviate the dependency of the sCCA on the lasso parameters and control the false positive rate. Subsequently, the binomial distribution is exploited to set a threshold statistic that reflects whether a connection is selected or rejected by chance. Finally, we estimate the sCCA loadings based on a de-noising approach .
Edit intent: meaning-changed
Original:  Subsequently, we construct a statistical framework to highlight brain connections that are selected with probability well above chanceand we estimate their sCCA loadings based on a de-noising approach  .
Revised:  Subsequently, we construct a statistical framework to highlight brain connections that are selected with probability well above chanceand we estimate their sCCA loadings based on a de-noising approach that improves the estimation of the coefficients. We validate our approach based on resting-state fMRI and diffusion weighted MRI data. Quantitative validation of the prediction performance shows superior performance, whereas qualitative results of the identification process are promising .
Edit intent: meaning-changed
Original:  When the asset prices and the volatilities are correlated via systemic Brownian Motions, that limit exist and it is described by a SPDE on the positive half-space with Dirichlet boundary conditions which has been studied in \mbox{%DIFAUXCMD HK17 .
Revised:  The asset prices and the volatilities are correlated via systemic Brownian Motions, that limit exist and it is described by a SPDE on the positive half-space with Dirichlet boundary conditions which has been studied in \mbox{%DIFAUXCMD HK17 .
Edit intent: fluency
Original:  When the asset prices and the volatilities are correlated via systemic Brownian Motions, that limit exist and it is described by a SPDE on the positive half-space with Dirichlet boundary conditions which has been studied in \mbox{%DIFAUXCMD HK17 .
Revised:  When the asset prices and their volatilities are correlated via systemic Brownian Motions, that limit exist and it is described by a SPDE on the positive half-space with Dirichlet boundary conditions which has been studied in \mbox{%DIFAUXCMD HK17 .
Edit intent: fluency
Original:  When the asset prices and the volatilities are correlated via systemic Brownian Motions, that limit exist and it is described by a SPDE on the positive half-space with Dirichlet boundary conditions which has been studied in \mbox{%DIFAUXCMD HK17 .
Revised:  When the asset prices and the volatilities are correlated via systemic Brownian motions, and the resulting SPDE is defined on the positive half-space with Dirichlet boundary conditions which has been studied in \mbox{%DIFAUXCMD HK17 .
Edit intent: clarity
Original:  When the asset prices and the volatilities are correlated via systemic Brownian Motions, that limit exist and it is described by a SPDE on the positive half-space with Dirichlet boundary conditions which has been studied in \mbox{%DIFAUXCMD HK17 .
Revised:  When the asset prices and the volatilities are correlated via systemic Brownian Motions, that limit exist and it is described by a SPDE on the positive half-space with Dirichlet boundary conditions .
Edit intent: clarity
Original:  We study the convergence of the  total mass of a solution to this stochastic initial-boundary value problem when the mean-reversion coefficients of the volatilities are multiples of a parameter that tends to infinity.
Revised:  We study the convergence of the loss from the system, a function of the total mass of a solution to this stochastic initial-boundary value problem when the mean-reversion coefficients of the volatilities are multiples of a parameter that tends to infinity.
Edit intent: meaning-changed
Original:  We study the convergence of the  total mass of a solution to this stochastic initial-boundary value problem when the mean-reversion coefficients of the volatilities are multiples of a parameter that tends to infinity. When the volatilities of the volatilities are multiples of the square root of the same parameter, the convergence is extremely weak .
Revised:  We study the convergence of the total mass of a solution to this stochastic initial-boundary value problem under fast mean reversion of the volatility. We consider two cases. In the first case the volatility converges to a limiting distribution and the convergence of the system is in the sense of weak convergence .
Edit intent: meaning-changed
Original:  On the other hand, when the volatilities of the volatilities are independent of this exploding parameter, the volatilities converge to their means and we can have much better approximations. Our aim is to use such approximations to improve the accuracy of certain risk-management methods in markets where fast volatility mean-reversion is observed .
Revised:  On the other hand, when only the mean reversion of the volatility goes to infinity we see a stronger form of convergence of the system to its limit. Our results show that in a fast mean-reverting volatility environment we can accurately estimate the distribution of the loss from a large portfolio by using an approximate constant volatility model which is easier to handle .
Edit intent: clarity
Original:  A method described by E.T. Jaynes is developed to provide an analytical solution for the models, and highlights connections between the convolution of Laplace transforms, sums of random variables, and Schwinger/Feynmann parameterisations.
Revised:  A method described by E.T. Jaynes is developed to provide an analytical solution for a large class of these models, and highlights connections between the convolution of Laplace transforms, sums of random variables, and Schwinger/Feynmann parameterisations.
Edit intent: meaning-changed
Original:  The approach is sufficiently general to be used in many contexts, such as engineering, project management, disease progression, and disaster risk for example, allowing the estimation of failure rates in complex systems and projects.
Revised:  Applications and limitations of the approach are discussed in the context of recent cancer research. The model is sufficiently general to be used in many contexts, such as engineering, project management, disease progression, and disaster risk for example, allowing the estimation of failure rates in complex systems and projects.
Edit intent: meaning-changed
Original:  In this paper, we also attack the unit disk recognition problem on a restricted domain, by assuming a scenario where the wireless sensor nodes are deployed on the corridors of a building , forming collinear groups . Based on this scenario, we impose a geometric constraint such that the unit disks must be centered onto given straight lines.
Revised:  In this paper, we also attack the unit disk recognition problem on a restricted domain, by assuming a scenario where the wireless sensor nodes are deployed on the corridors of a building . Based on this scenario, we impose a geometric constraint such that the unit disks must be centered onto given straight lines.
Edit intent: coherence
Original:  A two-stage dynamic factor model method recovering  common and idiosyncratic volatility shocks therefore was proposed in Barigozzi and Hallin (2016).
Revised:  A two-stage dynamic factor model method recovering common and idiosyncratic components of both levels and log-volatilities. Specifically, in a first estimation step, we extract the common and idiosyncratic shocks for the levels, from which a log-volatility proxy is computed. In a second step, we estimate a dynamic factor model, which is equivalent to a multiplicative factor structure for volatilities, for the log-volatility panel.
Edit intent: meaning-changed
Original:   Finally, we apply our methodology to a panel of asset returns belonging to the S&P100 index in order to compute one-step-ahead conditional prediction intervals for the period 2006-2013.
Revised:  We study the finite-sample properties of our estimators by means of Monte Carlo simulations. Finally, we apply our methodology to a panel of asset returns belonging to the S&P100 index in order to compute one-step-ahead conditional prediction intervals for the period 2006-2013.
Edit intent: meaning-changed
Original:  A comparison with the componentwise GARCH (1,1) benchmark (which does not take advantage of cross-sectional information) demonstrates the superiority of our approach, which is genuinely multivariate (and high-dimensional), nonparametric, and model-free.
Revised:  A comparison with the componentwise GARCH benchmark (which does not take advantage of cross-sectional information) demonstrates the superiority of our approach, which is genuinely multivariate (and high-dimensional), nonparametric, and model-free.
Edit intent: meaning-changed
Original:  We present a case study of a recent pump-and-dump event, investigate 220 pump-and-dump URLanized in Telegram channels from July 21 , 2018 to November 18, 2018 , and discover patterns in crypto-markets associated with pump-and-dump schemes.
Revised:  We present a case study of a recent pump-and-dump event, investigate 412 pump-and-dump URLanized in Telegram channels from July 21 , 2018 to November 18, 2018 , and discover patterns in crypto-markets associated with pump-and-dump schemes.
Edit intent: meaning-changed
Original:  We present a case study of a recent pump-and-dump event, investigate 220 pump-and-dump URLanized in Telegram channels from July 21 , 2018 to November 18, 2018 , and discover patterns in crypto-markets associated with pump-and-dump schemes.
Revised:  We present a case study of a recent pump-and-dump event, investigate 220 pump-and-dump URLanized in Telegram channels from June 17 , 2018 to November 18, 2018 , and discover patterns in crypto-markets associated with pump-and-dump schemes.
Edit intent: meaning-changed
Original:  We present a case study of a recent pump-and-dump event, investigate 220 pump-and-dump URLanized in Telegram channels from July 21 , 2018 to November 18, 2018 , and discover patterns in crypto-markets associated with pump-and-dump schemes.
Revised:  We present a case study of a recent pump-and-dump event, investigate 220 pump-and-dump URLanized in Telegram channels from July 21 , 2018 to February 26, 2019 , and discover patterns in crypto-markets associated with pump-and-dump schemes.
Edit intent: meaning-changed
Original:  The model exhibits high precision as well as robustness, and can be used to create a simple, yet very effective trading strategy, which we empirically demonstrate can generate a return as high as 80\% within a span of only three weeks .
Revised:  The model exhibits high precision as well as robustness, and can be used to create a simple, yet very effective trading strategy, which we empirically demonstrate can generate a return as high as 60\% on small retail investments within a span of only three weeks .
Edit intent: meaning-changed
Original:  The model exhibits high precision as well as robustness, and can be used to create a simple, yet very effective trading strategy, which we empirically demonstrate can generate a return as high as 80\% within a span of only three weeks .
Revised:  The model exhibits high precision as well as robustness, and can be used to create a simple, yet very effective trading strategy, which we empirically demonstrate can generate a return as high as 80\% within a span of two and half months. The study provides a proof of concept for strategic crypto-trading and sheds light on the application of machine learning for crime detection .
Edit intent: meaning-changed
Original:  Nonetheless, it is still a controversial topic why cells secrete even essential metabolites so often , in fact, even under isolation conditions, microbial cells secrete a variety of metabolites, including those essential for their growth.
Revised:  Nonetheless, it is still a controversial topic why cells secrete even essential metabolites so often ; in fact, even under isolation conditions, microbial cells secrete a variety of metabolites, including those essential for their growth.
Edit intent: fluency
Original:  Nonetheless, it is still a controversial topic why cells secrete even essential metabolites so often , in fact, even under isolation conditions, microbial cells secrete a variety of metabolites, including those essential for their growth.
Revised:  Nonetheless, it is still a controversial topic why cells secrete even essential metabolites so often , in fact, even under isolation conditions, microbial cells secrete various metabolites, including those essential for their growth.
Edit intent: clarity
Original:  If the intracellular chemical reactions include multibody reactions , in particular, catalytic reactions, this advantageous leakage of essential metabolites is shown to be possible and indeed typical for most of metabolic networks via a mechanism termed as " catalytic flux control.
Revised:  If the intracellular chemical reactions include multibody reactions like catalytic reactions, this advantageous leakage of essential metabolites is shown to be possible and indeed typical for most of metabolic networks via a mechanism termed as " catalytic flux control.
Edit intent: clarity
Original:  If the intracellular chemical reactions include multibody reactions , in particular, catalytic reactions, this advantageous leakage of essential metabolites is shown to be possible and indeed typical for most of metabolic networks via a mechanism termed as " catalytic flux control.
Revised:  If the intracellular chemical reactions include multibody reactions , in particular, catalytic reactions, this advantageous leakage of essential metabolites is possible and indeed typical for most of metabolic networks via a mechanism termed as " catalytic flux control.
Edit intent: coherence
Original:  If the intracellular chemical reactions include multibody reactions , in particular, catalytic reactions, this advantageous leakage of essential metabolites is shown to be possible and indeed typical for most of metabolic networks via a mechanism termed as " catalytic flux control.
Revised:  If the intracellular chemical reactions include multibody reactions , in particular, catalytic reactions, this advantageous leakage of essential metabolites is shown to be possible and indeed typical for most metabolic networks via a mechanism termed as " catalytic flux control.
Edit intent: fluency
Original:  If the intracellular chemical reactions include multibody reactions , in particular, catalytic reactions, this advantageous leakage of essential metabolites is shown to be possible and indeed typical for most of metabolic networks via a mechanism termed as " catalytic flux control.
Revised:  If the intracellular chemical reactions include multibody reactions , in particular, catalytic reactions, this advantageous leakage of essential metabolites is shown to be possible and indeed typical for most of metabolic networks via " catalytic flux control.
Edit intent: clarity
Original:  If the intracellular chemical reactions include multibody reactions , in particular, catalytic reactions, this advantageous leakage of essential metabolites is shown to be possible and indeed typical for most of metabolic networks via a mechanism termed as " catalytic flux control.
Revised:  If the intracellular chemical reactions include multibody reactions , in particular, catalytic reactions, this advantageous leakage of essential metabolites is shown to be possible and indeed typical for most of metabolic networks via a mechanism termed as " flux control
Edit intent: fluency
Original:  The latter part of the paper is devoted to the analysis of such unusual form of symbiosis: "consumer" cell types benefit from the uptake of metabolites secreted by "leaker" cell types, and such consumption reduces the concentration of metabolites accumulated in the environment , this environmental change enables further secretion from the leaker cell types.
Revised:  The latter part of the paper is devoted to the analysis of such unusual form of symbiosis: "consumer" cell types benefit from the uptake of metabolites secreted by "leaker" cell types, and such consumption reduces the concentration of metabolites accumulated in the environment ; this environmental change enables further secretion from the leaker cell types.
Edit intent: fluency
Original:  These mathematical system analysis tools are quantitative ecological indicators that monitor the flow distribution and URLanization, quantify the  effect and utility of one compartment directly or indirectly on another, identify the system efficiency and stress, measure the compartmental exposure to system flows, determine the residence time and compartmental activity levels, and ascertain the restoration time and resilience in the case of disturbances.
Revised:  These mathematical system analysis tools are quantitative ecological indicators that monitor the flow distribution and URLanization, quantify the direct, indirect, acyclic, cycling, and transfer (diact) effect and utility of one compartment directly or indirectly on another, identify the system efficiency and stress, measure the compartmental exposure to system flows, determine the residence time and compartmental activity levels, and ascertain the restoration time and resilience in the case of disturbances.
Edit intent: meaning-changed
Original:  The proposed dynamic system measures and indices, thus, extract detailed information about ecosystems' characteristics, as well as their functions, properties, behaviors, and various other system attributes that are potentially hidden in and even obscured by data  .
Revised:  The proposed dynamic system measures and indices, thus, extract detailed information about ecosystems' characteristics, as well as their functions, properties, behaviors, and various other system attributes that are potentially hidden in and even obscured by data . A dynamic technique for the quantitative characterization and classification of main interspecific interactions and the determination of their strength within food webs is also developed based on the diact effect and utility indices. Moreover, major concepts and quantities in the current static network analyses are also extended to nonlinear dynamic settings and integrated with the proposed dynamic measures and indices in this unifying mathematical framework. Therefore, the proposed methodology enables a holistic view and analysis of ecological systems .
Edit intent: meaning-changed
Original:  effect and utility of one compartment directly or indirectly on another, identify the system efficiency and stress, measure the compartmental exposure to system flows, determine the residence time and compartmental activity levels, and ascertain the restoration time and resilience in the case of disturbances.
Revised:  effects and utilities of one compartment directly or indirectly on another, identify the system efficiency and stress, measure the compartmental exposure to system flows, determine the residence time and compartmental activity levels, and ascertain the restoration time and resilience in the case of disturbances.
Edit intent: fluency
Original:  effect and utility of one compartment directly or indirectly on another, identify the system efficiency and stress, measure the compartmental exposure to system flows, determine the residence time and compartmental activity levels, and ascertain the restoration time and resilience in the case of disturbances.
Revised:  effect and utility of one compartment on another, identify the system efficiency and stress, measure the compartmental exposure to system flows, determine the residence time and compartmental activity levels, and ascertain the restoration time and resilience in the case of disturbances.
Edit intent: clarity
Original:  effect and utility of one compartment directly or indirectly on another, identify the system efficiency and stress, measure the compartmental exposure to system flows, determine the residence time and compartmental activity levels, and ascertain the restoration time and resilience in the case of disturbances.
Revised:  effect and utility of one compartment directly or indirectly on another, identify the system efficiencies and stress, measure the compartmental exposure to system flows, determine the residence time and compartmental activity levels, and ascertain the restoration time and resilience in the case of disturbances.
Edit intent: fluency
Original:  effect and utility of one compartment directly or indirectly on another, identify the system efficiency and stress, measure the compartmental exposure to system flows, determine the residence time and compartmental activity levels, and ascertain the restoration time and resilience in the case of disturbances.
Revised:  effect and utility of one compartment directly or indirectly on another, identify the system efficiency and stress, measure the compartmental exposures to system flows, determine the residence time and compartmental activity levels, and ascertain the restoration time and resilience in the case of disturbances.
Edit intent: fluency
Original:  effect and utility of one compartment directly or indirectly on another, identify the system efficiency and stress, measure the compartmental exposure to system flows, determine the residence time and compartmental activity levels, and ascertain the restoration time and resilience in the case of disturbances.
Revised:  effect and utility of one compartment directly or indirectly on another, identify the system efficiency and stress, measure the compartmental exposure to system flows, determine the residence times and compartmental activity levels, and ascertain the restoration time and resilience in the case of disturbances.
Edit intent: fluency