wanyu/IteraTeR_full_sent huggingface dataset:
Original:  We do so by monitoring, on a daily basis, the structural evolution of the corresponding semantic networks . As our analysis points out, the supporters of the political alliances present at the elections are characterized by a markedly different online behavior, in turn inducing semantic networks with different topological structures. The supporters of the right-wing parties alliance display a particularly active behavior condensed in a single, densely connected cluster wherein discussions take place in conjunction with mediated events such as political talk shows.
Revised:  We do so by monitoring, on a daily basis, the structural evolution of the semantic networks they induce. Above and beyond specifying the semantic peculiarities of the Italian electoral competition, our approach innovates studies of online political discussions in two main ways. On the one hand, it grounds semantic analysis within users' behaviors by implementing a method, rooted in statistical theory, that guarantees that our inference of socio-semantic structures is not biased by any unsupported assumption about missing information; on the other, it is completely automated as it does not rest upon any manual labelling (either based on the users' features or on their sharing patterns). These elements make our method applicable to any Twitter discussion regardless of the right-wing parties alliance display a particularly active behavior condensed in a single, densely connected cluster wherein discussions take place in conjunction with mediated events such as political talk shows.
Edit intent: meaning-changed
Original:  The supporters of the right-wing parties alliance display a particularly active behavior condensed in a single, densely connected cluster wherein discussions take place in conjunction with mediated events such as political talk shows. Daily semantic networks triggered by the usersretweeting members of the 5 Star Movement (M5S)tend, instead, to be less centralized suggesting a "more distributed" way of discussing a variety of themes, e.g. those raised as central by this new incumbent in the Italian political scenario .
Revised:  The supporters of the language or the topic addressed .
Edit intent: clarity
Original: Relevance: Laboratory diagnosis of the novel coronavirus (SARS-CoV-2) infection combined with quarantine for contacts of infected individuals affects the spread of the SARS-CoV-2 infection and levels of related mortality.
Revised: Relevance: Laboratory diagnosis of the novel coronavirus (SARS-CoV-2) infection combined with quarantine for contacts of infected individuals affects the spread of SARS-CoV-2 infection and levels of related mortality.
Edit intent: fluency
Original:  Petersburg, where mortality rate for COVID-19 is the highest in the Russian Federation on Oct. 1 , 2020, every death for COVID-19 corresponds to 14.7 detected cases of COVID-19 in the population, while the corresponding number for the whole of Russia is 56.7 , suggesting limited detection of mild/moderate cases of COVID-19 in St.
Revised:  Petersburg, where mortality rate for COVID-19 is the highest in the Russian Federation on Oct. 25 , 2020, every death for COVID-19 corresponds to 14.7 detected cases of COVID-19 in the population, while the corresponding number for the whole of Russia is 56.7 , suggesting limited detection of mild/moderate cases of COVID-19 in St.
Edit intent: meaning-changed
Original:  Petersburg, where mortality rate for COVID-19 is the highest in the Russian Federation on Oct. 1 , 2020, every death for COVID-19 corresponds to 14.7 detected cases of COVID-19 in the population, while the corresponding number for the whole of Russia is 56.7 , suggesting limited detection of mild/moderate cases of COVID-19 in St.
Revised:  Petersburg, where mortality rate for COVID-19 is the highest in the Russian Federation on Oct. 1 , 2020, every death for COVID-19 corresponds to 15.7 detected cases of COVID-19 in the population, while the corresponding number for the whole of Russia is 56.7 , suggesting limited detection of mild/moderate cases of COVID-19 in St.
Edit intent: meaning-changed
Original:  Petersburg, where mortality rate for COVID-19 is the highest in the Russian Federation on Oct. 1 , 2020, every death for COVID-19 corresponds to 14.7 detected cases of COVID-19 in the population, while the corresponding number for the whole of Russia is 56.7 , suggesting limited detection of mild/moderate cases of COVID-19 in St.
Revised:  Petersburg, where mortality rate for COVID-19 is the highest in the Russian Federation on Oct. 1 , 2020, every death for COVID-19 corresponds to 14.7 detected cases of COVID-19 in the population, while the corresponding number for the whole of Russia is 58.1 , suggesting limited detection of mild/moderate cases of COVID-19 in St.
Edit intent: meaning-changed
Original:  Results: The correlation between case-fatality ratios and rates of mortality for COVID-19 in different regions of the Russian Federation on Oct. 1 , 2020 is 0.68 (0.54,0.78 ).
Revised:  Results: The correlation between case-fatality ratios and rates of mortality for COVID-19 in different regions of the Russian Federation on Oct. 25 , 2020 is 0.68 (0.54,0.78 ).
Edit intent: meaning-changed
Original:  Results: The correlation between case-fatality ratios and rates of mortality for COVID-19 in different regions of the Russian Federation on Oct. 1 , 2020 is 0.68 (0.54,0.78 ).
Revised:  Results: The correlation between case-fatality ratios and rates of mortality for COVID-19 in different regions of the Russian Federation on Oct. 1 , 2020 is 0.64 (0.50,0.75 ).
Edit intent: meaning-changed
Original:  Conclusions: Regions of the Russian Federation with relatively low detectability of the SARS-CoV-2 infection (e.g. those regions for which the case-fatality ratio is below the median value of 1.2\% for the case-fatality ratio for COVID-19 in the different regions of the Russian Federation on Oct. 1, 2020 4%DIFDELCMD < ]%%% ) ought to increase testing for the  SARS-CoV-2 infection in order to mitigate the spread of the SARS-CoV-2 infection and diminish the related mortality.
Revised:  Conclusions: Detectability of the SARS-CoV-2 infection (e.g. those regions for which the case-fatality ratio is below the median value of 1.2\% for the case-fatality ratio for COVID-19 in the different regions of the Russian Federation on Oct. 1, 2020 4%DIFDELCMD < ]%%% ) ought to increase testing for the SARS-CoV-2 infection in order to mitigate the spread of the SARS-CoV-2 infection and diminish the related mortality.
Edit intent: clarity
Original:  Conclusions: Regions of the Russian Federation with relatively low detectability of the SARS-CoV-2 infection (e.g. those regions for which the case-fatality ratio is below the median value of 1.2\% for the case-fatality ratio for COVID-19 in the different regions of the Russian Federation on Oct. 1, 2020 4%DIFDELCMD < ]%%% ) ought to increase testing for the  SARS-CoV-2 infection in order to mitigate the spread of the SARS-CoV-2 infection and diminish the related mortality.
Revised:  Conclusions: Regions of the Russian Federation with relatively low detectability of the SARS-CoV-2 infection 4%DIFDELCMD < ]%%% ) ought to increase testing for the SARS-CoV-2 infection in order to mitigate the spread of the SARS-CoV-2 infection and diminish the related mortality.
Edit intent: coherence
Original:  Conclusions: Regions of the Russian Federation with relatively low detectability of the SARS-CoV-2 infection (e.g. those regions for which the case-fatality ratio is below the median value of 1.2\% for the case-fatality ratio for COVID-19 in the different regions of the Russian Federation on Oct. 1, 2020 4%DIFDELCMD < ]%%% ) ought to increase testing for the  SARS-CoV-2 infection in order to mitigate the spread of the SARS-CoV-2 infection and diminish the related mortality.
Revised:  Conclusions: Regions of the Russian Federation with relatively low detectability of the SARS-CoV-2 infection (e.g. those regions for which the case-fatality ratio is below the median value of 1.2\% for the case-fatality ratio for COVID-19 in the different regions of the Russian Federation on Oct. 1, 2020 %DIFDELCMD < ]%%% ) ought to increase testing for the SARS-CoV-2 infection in order to mitigate the spread of the SARS-CoV-2 infection and diminish the related mortality.
Edit intent: clarity
Original:  Conclusions: Regions of the Russian Federation with relatively low detectability of the SARS-CoV-2 infection (e.g. those regions for which the case-fatality ratio is below the median value of 1.2\% for the case-fatality ratio for COVID-19 in the different regions of the Russian Federation on Oct. 1, 2020 4%DIFDELCMD < ]%%% ) ought to increase testing for the  SARS-CoV-2 infection in order to mitigate the spread of the SARS-CoV-2 infection and diminish the related mortality.
Revised:  Conclusions: Regions of the Russian Federation with relatively low detectability of the SARS-CoV-2 infection (e.g. those regions for which the case-fatality ratio is below the median value of 1.2\% for the case-fatality ratio for COVID-19 in the different regions of the Russian Federation on Oct. 1, 2020 4%DIFDELCMD < ]%%% is one of the SARS-CoV-2 infection in order to mitigate the spread of the SARS-CoV-2 infection and diminish the related mortality.
Edit intent: coherence
Original:  Conclusions: Regions of the Russian Federation with relatively low detectability of the SARS-CoV-2 infection (e.g. those regions for which the case-fatality ratio is below the median value of 1.2\% for the case-fatality ratio for COVID-19 in the different regions of the Russian Federation on Oct. 1, 2020 4%DIFDELCMD < ]%%% ) ought to increase testing for the  SARS-CoV-2 infection in order to mitigate the spread of the SARS-CoV-2 infection and diminish the related mortality.
Revised:  Conclusions: Regions of the Russian Federation with relatively low detectability of the SARS-CoV-2 infection (e.g. those regions for which the case-fatality ratio is below the median value of 1.2\% for the case-fatality ratio for COVID-19 in the different regions of the Russian Federation on Oct. 1, 2020 4%DIFDELCMD < ]%%% ) ought to increase testing for the factors that affects the levels of mortality from COVID-19. To increase detectability, one ought to test all individuals with respiratory symptoms seeking medical care for SARS-CoV-2 infection in order to mitigate the spread of the SARS-CoV-2 infection and diminish the related mortality.
Edit intent: meaning-changed
Original:  Conclusions: Regions of the Russian Federation with relatively low detectability of the SARS-CoV-2 infection (e.g. those regions for which the case-fatality ratio is below the median value of 1.2\% for the case-fatality ratio for COVID-19 in the different regions of the Russian Federation on Oct. 1, 2020 4%DIFDELCMD < ]%%% ) ought to increase testing for the  SARS-CoV-2 infection in order to mitigate the spread of the SARS-CoV-2 infection and diminish the related mortality.
Revised:  Conclusions: Regions of the Russian Federation with relatively low detectability of the SARS-CoV-2 infection (e.g. those regions for which the case-fatality ratio is below the median value of 1.2\% for the case-fatality ratio for COVID-19 in the different regions of the Russian Federation on Oct. 1, 2020 4%DIFDELCMD < ]%%% ) ought to increase testing for the SARS-CoV-2 infection, and to undertake additional measures to increase the volume of testing for SARS-CoV-2. Such measures, in combination with quarantine for infected cases and their close contacts help to mitigate the spread of the SARS-CoV-2 infection and diminish the related mortality.
Edit intent: meaning-changed
Original:  In this paper, we present an urban-scale photogrammetric point cloud dataset with nearly three billion richly annotated points, which is five times the number of labeled points than the existing largest  point cloud dataset.
Revised:  In this paper, we present an urban-scale photogrammetric point cloud dataset with nearly three billion richly annotated points, which is three times the number of labeled points than the existing largest point cloud dataset.
Edit intent: meaning-changed
Original:  In this paper, we present an urban-scale photogrammetric point cloud dataset with nearly three billion richly annotated points, which is five times the number of labeled points than the existing largest  point cloud dataset.
Revised:  In this paper, we present an urban-scale photogrammetric point cloud dataset with nearly three billion richly annotated points, which is five times the number of labeled points than the existing largest photogrammetric point cloud dataset.
Edit intent: fluency
Original:   Return predictability via deep learning also generates substantially improved portfolio performance across different subsamples, particularly during recessionary periods.
Revised:  We demonstrate that a long-short-term-memory recurrent neural network, which excels in learning complex time-series dependencies, generates a superior performance among a variety of networks considered. Return predictability via deep learning also generates substantially improved portfolio performance across different subsamples, particularly during recessionary periods.
Edit intent: meaning-changed
Original:  This paper provides necessary conditions for globalization and trade wars, evaluates their side effects, identifies the right targets for conflict  , and recommends a fair resolution for a trade war. Data from 2018 show that trade wars could be an option for the USA to maintain its competitiveness. However, adverse side effects on third parties could be significant. Nevertheless, whether the USA should engage in protectionism depends on its bargaining power .
Revised:  This paper provides necessary conditions for globalization and trade wars, evaluates their side effects, identifies the right targets for conflict , and recommends fair resolutions for trade wars. Data and events from the past twenty years support these conditions .
Edit intent: meaning-changed
Original: We model the evolution of the covid-19 epidemic in Belgium with an age-structured extended SEIR-QD epidemic modelwith separated consideration for nursing homes .
Revised: Following the spread of the covid-19 pandemic and pending the establishment of vaccination campaigns, several non pharmaceutical interventions such as partial and full lockdown, quarantine and measures of physical distancing have been imposed in order to reduce the spread of the disease and to lift the pressure on healthcare system. Mathematical models are important tools for estimating the impact of these interventions, for monitoring the current evolution of the epidemic at a national level and for estimating the potential long-term consequences of relaxation of measures. In this paper, we model the evolution of the covid-19 epidemic in Belgium with an age-structured extended SEIR-QD epidemic modelwith separated consideration for nursing homes .
Edit intent: meaning-changed
Original: We model the evolution of the covid-19 epidemic in Belgium with an age-structured extended SEIR-QD epidemic modelwith separated consideration for nursing homes . All parameters of the model are estimated using a MCMC method, except integrated data on social contacts .
Revised: We model the evolution of the covid-19 epidemic in Belgium with an age-structured extended SEIR-QD epidemic modelwith separated consideration for nursing homes which are modelled as separate entities from the general population in order to capture the specific delay and dynamics within these entities .
Edit intent: meaning-changed
Original:  The model is calibrated on hospitals' data , number of deaths, nursing homes ' tests and serological tests.
Revised:  The model integrates social contact data and is fitted on hospitalisations data (admission and discharge), on the daily number of covid-19 deaths (with a distinction between general population and nursing homes related deaths) and results from serological studies. The sensitivity analysis of the estimated parameters relies on a Bayesian approach using Markov Chain Monte Carlo methods.
Edit intent: meaning-changed
Original:  We present the current situation in November 2020 as well as long-term scenarios-based forecasts concerning the second wave and subsequent lifting of measures .
Revised:  We present the current situation in November 2020 with the estimation of some characteristics of the covid-19 deduced from the model. We also present several mid-term and long-term scenarios-based forecasts concerning the second wave and subsequent lifting of measures .
Edit intent: meaning-changed
Original: This paper studies the global localization of a group of communicating mobile agents  via an ultra-wideband (UWB) inter-agent ranging aided dead-reckoning system .
Revised: This paper studies the global localization of a group of communicating mobile agents (e.g., first responders or exploring robots) via an ultra-wideband (UWB) inter-agent ranging aided dead-reckoning system .
Edit intent: meaning-changed
Original:  To take into account the probabilistic nature of the NLoS identifiers , our proposed cooperative localization employs an interacting multiple model (IMM) estimator .
Revised:  To take into account the probabilistic nature of the NLoS identifiers , our proposed cooperative localization employs an interacting multiple model (IMM) estimator in our localization filter. We also propose a bias compensation method for NLoS UWB measurements.
Edit intent: meaning-changed
Original: We demonstrate that a simple model based on Fisher-Kolmogorov-Petrovski-Piskunov (FKPP ) equation forced by realistic surface velocities and nutrients is skilled in reproducing the distributions of the surface phytoplankton chlorophyll in the tropical Pacific.
Revised: We demonstrate that a simple model based on reaction-diffusion-advection (RDA ) equation forced by realistic surface velocities and nutrients is skilled in reproducing the distributions of the surface phytoplankton chlorophyll in the tropical Pacific.
Edit intent: meaning-changed
Original:  We use the low-complexity FKPP model to investigate the scale-relationships in the impact of different drivers (  diffusion, mean and eddy advection, primary productivity) on the phytoplankton chlorophyll concentrations.
Revised:  We use the low-complexity RDA model to investigate the scale-relationships in the impact of different drivers ( diffusion, mean and eddy advection, primary productivity) on the phytoplankton chlorophyll concentrations.
Edit intent: meaning-changed
Original:  We use the low-complexity FKPP model to investigate the scale-relationships in the impact of different drivers (  diffusion, mean and eddy advection, primary productivity) on the phytoplankton chlorophyll concentrations.
Revised:  We use the low-complexity FKPP model to investigate the scale-relationships in the impact of different drivers ( turbulent diffusion, mean and eddy advection, primary productivity) on the phytoplankton chlorophyll concentrations.
Edit intent: fluency
Original:  We find that in the 1/4 ^{\circ  model, advection has a substantial impact on the rate of primary productivity, whilst the  diffusion term has a fairly negligible impact.
Revised:  We find that in the 1/4 ^{\circ (~25km) model, advection has a substantial impact on the rate of primary productivity, whilst the diffusion term has a fairly negligible impact.
Edit intent: meaning-changed
Original:  We find that in the 1/4 ^{\circ  model, advection has a substantial impact on the rate of primary productivity, whilst the  diffusion term has a fairly negligible impact.
Revised:  We find that in the 1/4 ^{\circ model, advection has a substantial impact on the rate of primary productivity, whilst the turbulent diffusion term has a fairly negligible impact.
Edit intent: meaning-changed
Original:  The FKPP model suggests that unless mesoscale eddies radically change, phytoplankton chlorophyll scales sub-linearly with the nutrients, and it is relatively stable with respect to the nutrient concentrations.
Revised:  The RDA model suggests that unless mesoscale eddies radically change, phytoplankton chlorophyll scales sub-linearly with the nutrients, and it is relatively stable with respect to the nutrient concentrations.
Edit intent: meaning-changed
Original:  Furthermore we explore how a white multiplicative Gaussian noise introduced into the FKPP model on its resolution scale propagates across spatial scales through the non-linear model dynamics under different sets of phytoplankton drivers.
Revised:  Furthermore we explore how a white multiplicative Gaussian noise introduced into the RDA model on its resolution scale propagates across spatial scales through the non-linear model dynamics under different sets of phytoplankton drivers.
Edit intent: meaning-changed
Original:  The unifying message of this work is that the low complexity (e.g. FKPP ) models can be successfully used to realistically model some specific aspects of marine ecosystem dynamics and by using those models one can explore many questions that would be beyond computational affordability of the higher-complexity ecosystem models.
Revised:  The unifying message of this work is that the low complexity (e.g. RDA ) models can be successfully used to realistically model some specific aspects of marine ecosystem dynamics and by using those models one can explore many questions that would be beyond computational affordability of the higher-complexity ecosystem models.
Edit intent: meaning-changed
Original:  We find that with the exception of the initial time and of the final time, the optimal control input is well approximated by a constant, specific to each area, which is in contrast with the current system of reopening `in phases'.
Revised:  We find that with the exception of the initial time and of the final time, the optimal control input is well approximated by a constant, specific to each area, which contrasts with the implemented system of reopening `in phases'.
Edit intent: clarity
Original:  Finally, we see that small deviations from the optimal solution can lead to dramatic violations of the constraints  .
Revised:  Finally, we see that small deviations from the optimal solution can lead to dramatic violations of the constraints We finally compute the optimal control solution for a model modified to incorporate the effects of vaccinations on the population and we see that depending on a number of factors, social distancing measures could be optimally reduced during the period over which vaccines are administered to the population .
Edit intent: meaning-changed
Original:  While this effect alone would undermine EAS, there is a countervailing effect stemming from the disagreement between extreme voters, which makes the centrist voter pivotal and could potentially improve EAS. Thus increasing mass polarization and shrinking attention spans have ambiguous effects on EAS, whereas nuanced regulations of news aggregators unambiguously improve EAS and voter welfare.
Revised:  While this effect alone would undermine EAS, there is a countervailing effect stemming from the disagreement between extreme voters, which makes the centrist voter pivotal and could potentially enhance EAS. Overall, increasing mass polarization and shrinking attention spans have ambiguous effects on EAS, whereas nuanced regulations of news aggregators unambiguously improve EAS and voter welfare.
Edit intent: clarity
Original: We study a model of electoral accountability and selection (EAS) in which voters with heterogeneous horizontal preferences pay limited attention to the incumbent's performance using personalized news aggregators . Extreme voters' aggregators exhibit an own-party bias, which hampers their abilities to discern good and bad performances.
Revised: We study a model of electoral accountability and selection (EAS) in which heterogeneous voters can aggregate the incumbent's performance using personalized news aggregators . Extreme voters' aggregators exhibit an own-party bias, which hampers their abilities to discern good and bad performances.
Edit intent: clarity