wanyu/IteraTeR_v2 huggingface dataset:
Original:  However, current Ethereum blockchain explorers (e.g., the Etherscan) focus on the tracking of block and transaction records but omit the characterization of the underlying P2P network.
Revised:  However, current Ethereum blockchain explorers (e.g., Etherscan) focus on the tracking of block and transaction records but omit the characterization of the underlying P2P network.
Edit intent: clarity
Original:  Therefore, the existing analyzing methods proposed for Bitcoin-like P2P networks are not applicable to Ethereum.
Revised:  Therefore, the existing analytical methods for Bitcoin-like P2P networks are not applicable to Ethereum.
Edit intent: clarity
Original:  In Ethna , we implement a novel method that can accurately measures the degrees of Ethereum nodes ;
Revised:  Ethna implements a novel method that can accurately measures the degrees of Ethereum nodes ;
Edit intent: coherence
Original:  In Ethna , we implement a novel method that can accurately measures the degrees of Ethereum nodes ;
Revised:  In Ethna , we implement a novel method that accurately measures the degrees of Ethereum nodes ;
Edit intent: clarity
Original:  moreover, we design an algorithm that derives the latency metrics of the message dissemination in the Ethereum  network.
Revised:  moreover, we design an algorithm that derives the latency metrics of message propagation in the Ethereum network.
Edit intent: fluency
Original:  We run Ethna on the Ethereum Mainnet and conduct extensive experiments to analyze the topological features of its P2P network.
Revised:  We ran Ethna on the Ethereum Mainnet and conduct extensive experiments to analyze the topological features of its P2P network.
Edit intent: fluency
Original:  We run Ethna on the Ethereum Mainnet and conduct extensive experiments to analyze the topological features of its P2P network.
Revised:  We run Ethna on the Ethereum Mainnet and conducted extensive experiments to analyze the topological features of its P2P network.
Edit intent: fluency
Original:  Our analysis shows that the Ethereum P2P network conforms to the small-world property , and the degrees of nodes follow a power-law distribution that characterizes scale-free networks.
Revised:  Our analysis shows that the Ethereum P2P network possesses a certain effect of small-world property , and the degrees of nodes follow a power-law distribution that characterizes scale-free networks.
Edit intent: clarity
Original:  Our analysis shows that the Ethereum P2P network conforms to the small-world property , and the degrees of nodes follow a power-law distribution that characterizes scale-free networks.
Revised:  Our analysis shows that the Ethereum P2P network conforms to the small-world networks , and the degrees of nodes follow a power-law distribution that characterizes scale-free networks.
Edit intent: clarity
Original: The Brocard porism is a  1d family of triangles inscribed in a circle and circumscribed about an ellipse.
Revised: The Brocard porism is a known 1d family of triangles inscribed in a circle and circumscribed about an ellipse.
Edit intent: clarity
Original:  In this paper we show that a certain derived triangle spawns off a second, smaller, Brocard porism so that repeating this calculations gives to an infinite, converging sequence of porisms.
Revised:  In this paper we show that a certain derived triangle spawns off a second, smaller, Brocard porism so that repeating this calculation produces an infinite, converging sequence of porisms.
Edit intent: clarity
Original: The alarmingly high mortality rate and increasing global prevalence of cardiovascular diseases (CVDs) signify the crucial need for early detection schemes.
Revised: The alarmingly high mortality rate and increasing global prevalence of cardiovascular diseases signify the crucial need for early detection schemes.
Edit intent: clarity
Original:  Phonocardiogram (PCG) signals has been historically applied in this domain owing to its simplicity and cost-effectiveness.
Revised:  Phonocardiogram (PCG) signals have been historically applied in this domain owing to its simplicity and cost-effectiveness.
Edit intent: fluency
Original:  For resolving this issue, in this paper, we introduce CardioXNet, a novel lightweight  CRNN architecture for automatic detection of five classes of cardiac auscultation namely normal, aortic stenosis, mitral stenosis, mitral regurgitation and mitral valve prolapse using raw PCG signal.
Revised:  For resolving this issue, in this paper, we propose CardioXNet, a novel lightweight CRNN architecture for automatic detection of five classes of cardiac auscultation namely normal, aortic stenosis, mitral stenosis, mitral regurgitation and mitral valve prolapse using raw PCG signal.
Edit intent: clarity
Original:  1D-CNN based FFE and PE respectively learn the coarse and fine-grained features from the PCG while AFE explores the salient features from variable receptive fields involving 2D-CNN based squeezeexpansion .
Revised:  1D-CNN based FFE and PE respectively learn the coarse and fine-grained features from the PCG and to explore the salient features from variable receptive fields involving 2D-CNN based squeezeexpansion .
Edit intent: clarity
Original:  1D-CNN based FFE and PE respectively learn the coarse and fine-grained features from the PCG while AFE explores the salient features from variable receptive fields involving 2D-CNN based squeezeexpansion .
Revised:  1D-CNN based FFE and PE respectively learn the coarse and fine-grained features from the PCG while AFE explores the salient features from variable receptive fields involving 2D-CNN based squeeze-expansion .
Edit intent: fluency
Original:  In the sequential residual learning phase, because of the bidirectional-LSTMs and the skip connection, the network can proficiently extract temporal features  .
Revised:  In the sequential residual learning phase, with the bidirectional-LSTMs and the skip connection, the network can proficiently extract temporal features .
Edit intent: coherence
Original: Human societies include many types of social relationships.
Revised: Human societies include diverse social relationships.
Edit intent: clarity
Original:  Friends, family, business colleagues, online contacts, and religious groups, for example, can all contribute to an individual 's social life.
Revised:  Friends, family, business colleagues, and online contacts can all contribute to an individual 's social life.
Edit intent: clarity
Original:  Friends, family, business colleagues, online contacts, and religious groups, for example, can all contribute to an individual 's social life.
Revised:  Friends, family, business colleagues, online contacts, and religious groups, for example, can all contribute to one 's social life.
Edit intent: clarity
Original:  Individuals may behave differently in different domains, but their success in one domain may nonetheless engender success in another.
Revised:  Individuals may behave differently in different domains, but success in one domain may nonetheless engender success in another.
Edit intent: clarity
Original:  Individuals may behave differently in different domains, but their success in one domain may nonetheless engender success in another.
Revised:  Individuals may behave differently in different domains, but their success in one domain may engender success in another.
Edit intent: clarity
Original:  The complexity caused by distinct, but coupled, arenas of social interaction may be a key driver of prosocial or selfish behavior in societies.
Edit intent: clarity
Original:  Here, we study this problem using multilayer networks to model a population with multiple domains of social interactions .
Revised:  Here, we study this problem using multilayer networks to model multiple domains of social interactions .
Edit intent: clarity
Original:  In fact, even if prosociality is disfavored in each layer alone, multilayer coupling can promote its proliferation in all layers simultaneously.
Revised:  Even if prosociality is disfavored in each layer alone, multilayer coupling can promote its proliferation in all layers simultaneously.
Edit intent: coherence
Original:  We apply these techniques to six real-world multilayer social networks, ranging from the networks of socio-emotional and professional relationships in a Zambian community, to the networks of online and offline relationships within an academic University.
Revised:  We apply this analysis to six real-world multilayer social networks, ranging from the networks of socio-emotional and professional relationships in a Zambian community, to the networks of online and offline relationships within an academic University.
Edit intent: clarity
Original:  We apply these techniques to six real-world multilayer social networks, ranging from the networks of socio-emotional and professional relationships in a Zambian community, to the networks of online and offline relationships within an academic University.
Revised:  We apply these techniques to six real-world multilayer networks, ranging from the networks of socio-emotional and professional relationships in a Zambian community, to the networks of online and offline relationships within an academic University.
Edit intent: clarity
Original:  We apply these techniques to six real-world multilayer social networks, ranging from the networks of socio-emotional and professional relationships in a Zambian community, to the networks of online and offline relationships within an academic University.
Revised:  We apply these techniques to six real-world multilayer social networks, ranging from the socio-emotional and professional relationships in a Zambian community, to the networks of online and offline relationships within an academic University.
Edit intent: fluency
Original:  We apply these techniques to six real-world multilayer social networks, ranging from the networks of socio-emotional and professional relationships in a Zambian community, to the networks of online and offline relationships within an academic University.
Revised:  We apply these techniques to six real-world multilayer social networks, ranging from the networks of socio-emotional and professional relationships in a Zambian community, to the online and offline relationships within an academic University.
Edit intent: fluency
Original:  Our resultssuggest that coupling between distinct domains of social interaction is critical for the spread of prosociality in human societies .
Revised:  We discuss the implications of our results, which suggest that small modifications to interactions in one domain may catalyze prosociality in a different domain .
Edit intent: clarity
Original:  Most of  existing approaches ignore KGs altogether.
Revised:  Most of the existing approaches ignore KGs altogether.
Edit intent: fluency
Original:  Some tries to directly integrate KGs with other data via graph neural networks with limited success.
Revised:  Some try to directly integrate KGs with other data via graph neural networks with limited success.
Edit intent: fluency
Original:  Furthermore  most previous works focus on binary DDI prediction whereas the multi-typed DDI pharmacological effect prediction is  more meaningful but harder task.
Revised:  Furthermore , most previous works focus on binary DDI prediction whereas the multi-typed DDI pharmacological effect prediction is more meaningful but harder task.
Edit intent: fluency
Original:  Furthermore  most previous works focus on binary DDI prediction whereas the multi-typed DDI pharmacological effect prediction is  more meaningful but harder task.
Revised:  Furthermore most previous works focus on binary DDI prediction whereas the multi-typed DDI pharmacological effect prediction is a more meaningful but harder task.
Edit intent: fluency
Original:  SumGNN outperforms the best baseline by up to 5.54\\%DIF < , and performance gain is particularly significant in low data relation %DIF > , and the performance gain is particularly  types.
Revised:  SumGNN outperforms the best baseline by up to 5.54\\%DIF < , and performance gain is particularly significant in low data relation %DIF > , and the performance gain is particularly significant in low data relation types.
Edit intent: fluency
Original:  These fairness considerations can partially be met by adding diversity to the rankings, as done in several recent works , but we show in this paper that user fairness, item fairness and diversity are fundamentally different concepts.
Revised:  These fairness considerations can partially be met by adding diversity to the rankings, as done in several recent works . However, we show in this paper that user fairness, item fairness and diversity are fundamentally different concepts.
Edit intent: coherence
Original:  From its solution, a ranking policy can be derived via a new Birkhoff-von Neumann decomposition algorithm that optimizes diversity.
Revised:  From its solution, a ranking policy can be derived via a novel Birkhoff-von Neumann decomposition algorithm that optimizes diversity.
Edit intent: clarity
Original:  Beyond the theoretical analysis, we provide a comprehensive empirical evaluation on a new benchmark dataset to show the effectiveness of the proposed ranking algorithm on controlling the three desiderata and the interplay between them.
Revised:  Beyond the theoretical analysis, we investigate empirically on a new benchmark dataset to show the effectiveness of the proposed ranking algorithm on controlling the three desiderata and the interplay between them.
Edit intent: clarity
Original:  Beyond the theoretical analysis, we provide a comprehensive empirical evaluation on a new benchmark dataset to show the effectiveness of the proposed ranking algorithm on controlling the three desiderata and the interplay between them.
Revised:  Beyond the theoretical analysis, we provide a comprehensive empirical evaluation on a new benchmark dataset how effectively the proposed ranking algorithm on controlling the three desiderata and the interplay between them.
Edit intent: clarity
Original: The COVID-19 global pandemic and resulted lockdown policies have forced formal education in nearly every country to switch from a traditional colocated paradigm to a pure online " distance learning from home " paradigm.
Revised: The COVID-19 global pandemic and resulted lockdown policies have forced education in nearly every country to switch from a traditional colocated paradigm to a pure online " distance learning from home " paradigm.
Edit intent: clarity
Original: The COVID-19 global pandemic and resulted lockdown policies have forced formal education in nearly every country to switch from a traditional colocated paradigm to a pure online " distance learning from home " paradigm.
Revised: The COVID-19 global pandemic and resulted lockdown policies have forced formal education in nearly every country to switch from a traditional co-located paradigm to a pure online " distance learning from home " paradigm.
Edit intent: fluency
Original: The COVID-19 global pandemic and resulted lockdown policies have forced formal education in nearly every country to switch from a traditional colocated paradigm to a pure online " distance learning from home " paradigm.
Revised: The COVID-19 global pandemic and resulted lockdown policies have forced formal education in nearly every country to switch from a traditional colocated paradigm to a pure online ' distance learning from home " paradigm.
Edit intent: fluency
Original: The COVID-19 global pandemic and resulted lockdown policies have forced formal education in nearly every country to switch from a traditional colocated paradigm to a pure online " distance learning from home " paradigm.
Revised: The COVID-19 global pandemic and resulted lockdown policies have forced formal education in nearly every country to switch from a traditional colocated paradigm to a pure online " distance learning from home ' paradigm.
Edit intent: fluency
Original:  Here, we present the first-ever study on live streaming based education (LS learning) experience during the COVID-19 pandemic through mixed methods .
Revised:  Here, we present a mixed-methods study on live streaming based education (LS learning) experience during the COVID-19 pandemic through mixed methods .
Edit intent: clarity
Original:  Here, we present the first-ever study on live streaming based education (LS learning) experience during the COVID-19 pandemic through mixed methods .
Revised:  Here, we present the first-ever study on live streaming based education experience during the COVID-19 pandemic through mixed methods .
Edit intent: clarity
Original:  Here, we present the first-ever study on live streaming based education (LS learning) experience during the COVID-19 pandemic through mixed methods .
Revised:  Here, we present the first-ever study on live streaming based education (LS learning) experience during the COVID-19 pandemic .
Edit intent: clarity
Original:  Our work not only reveals important design guidelines and insights to better support current remote learning experience during the pandemic, but also provides valuable implications towards constructing future collaborative education supporting systems and experience post pandemic.
Revised:  Our work not only reveals important design guidelines and insights to better support current remote learning experience during the pandemic, but also provides valuable implications towards constructing future collaborative education supporting systems and experience after pandemic.
Edit intent: fluency
Original:  however, it requires integrating noisy signals from the user ( like natural language ) with hard constraints on the program's behavior.
Revised:  however, it requires integrating noisy signals from the user , like natural language ) with hard constraints on the program's behavior.
Edit intent: fluency
Original:  however, it requires integrating noisy signals from the user ( like natural language ) with hard constraints on the program's behavior.
Revised:  however, it requires integrating noisy signals from the user ( like natural language , with hard constraints on the program's behavior.
Edit intent: fluency
Original:  Specifically, we focus on multimodal synthesis tasks in which the user intent is expressed using  combination of natural language (NL) and input-output examples.
Revised:  Specifically, we focus on multimodal synthesis tasks in which the user intent is expressed using a combination of natural language (NL) and input-output examples.
Edit intent: fluency
Original:  The experimental results on a multimodal synthesis dataset (StructuredRegex) show that our method substantially outperforms prior state-of-the-art techniques in terms of accuracy \%, finds model-optimal programs more frequently , and explores fewer states during search .
Revised:  The experimental results on a multimodal synthesis dataset (StructuredRegex) show that our method substantially outperforms prior state-of-the-art techniques in terms of accuracy and efficiency, and finds model-optimal programs more frequently , and explores fewer states during search .
Edit intent: clarity
Original:  The experimental results on a multimodal synthesis dataset (StructuredRegex) show that our method substantially outperforms prior state-of-the-art techniques in terms of accuracy \%, finds model-optimal programs more frequently , and explores fewer states during search .
Revised:  The experimental results on a multimodal synthesis dataset (StructuredRegex) show that our method substantially outperforms prior state-of-the-art techniques in terms of accuracy \%, finds model-optimal programs more frequently .
Edit intent: coherence
Original:  Since it does not need an underlying connectivity in the form of control volumes or elements, issues such as grid skewness that adversely impact accuracy are eliminated.
Revised:  Since the meshless method does not need an underlying connectivity in the form of control volumes or elements, issues such as grid skewness that adversely impact accuracy are eliminated.
Edit intent: clarity
Original:  But they have an additional shape parameter that has to be fine tuned for accuracy and stability.
Revised:  But they have additional shape parameters that have to be fine tuned for accuracy and stability.
Edit intent: fluency
Original:  A fractional step method with explicit convection and explicit diffusion terms is combined with a pressure Poisson equation to satisfy  momentum and continuity equations.
Revised:  A fractional step method with explicit convection and explicit diffusion terms is combined with a pressure Poisson equation to satisfy the momentum and continuity equations.
Edit intent: fluency
Original:  We obtained 790,303 ads from Facebook's political ad library that ran between August-November 2018.
Revised:  We obtained 790,303 ads from Facebook's ad library that ran between August-November 2018.
Edit intent: clarity
Original:  Outside groups used microtargeting to run ads that have more negative sentiment, and candidates and parties used it to run ads with more positive sentiment .
Revised:  Outside groups used microtargeting to run ads that have more negative sentiment, and candidates and parties .
Edit intent: clarity
Original: After the blockade that many nations have faced to stop the growth of the incidence curve of COVID-19 , it is time to resume social and economic activity.
Revised: After the blockade that many nations suffered to stop the growth of the incidence curve of COVID-19 , it is time to resume social and economic activity.
Edit intent: clarity
Original:  The rapid airborne transmissibility of SARS-CoV-2, and the absence of a vaccine, call for active containment measures to avoid the propagation of transmission chains.
Revised:  The rapid airborne transmissibility of SARS-CoV-2, and the absence of a vaccine, calls for active containment measures to avoid the propagation of transmission chains.
Edit intent: fluency
Original:  This technique consists on test the population for diagnosis, track the contacts of  infected, and treat by quarantine all these cases , namely Test-Track-Treat (TTT) .
Revised:  This technique consists on test the population for diagnosis, track the contacts of those infected, and treat by quarantine all these cases , namely Test-Track-Treat (TTT) .
Edit intent: clarity
Original:  This technique consists on test the population for diagnosis, track the contacts of  infected, and treat by quarantine all these cases , namely Test-Track-Treat (TTT) .
Revised:  This technique consists on test the population for diagnosis, track the contacts of infected, and treat by quarantine all these cases .
Edit intent: coherence
Original:  We show that there is a trade-off between the infection propagation and the isolation of cases.
Revised:  We show that there is a trade off between the infection propagation and the isolation of cases.
Edit intent: fluency
Original:  If the isolation is limited to symptomatic individuals only, the incidence curve can be flattened but not bent .
Revised:  If the isolation is limited to symptomatic individuals only, the incidence curve can be flattened but not bended .
Edit intent: fluency
Original:  However, when contact tracing is applied  , the strategy bends the curve leading to a fast suppression of the epidemic outbreak.
Revised:  However, if contact tracing is applied , the strategy bends the curve leading to a fast suppression of the epidemic outbreak.
Edit intent: fluency
Original:  We illustrate this qualitative difference between the two strategies and identify the factors that explain the effectiveness of contact tracing in sharply reversing the upward trend of the original epidemic curve, causing its bending.
Revised:  We illustrate this qualitative difference between the two strategies and identify the factors that explain the effectiveness of contact tracing , namely its capacity to reverse the increasing tendency of the epidemic curve, causing its bending.
Edit intent: clarity
Original:  We give an explicit 10-fold substitution planar tilings and we give a construction method for the general case of 2n-fold with odd n.
Revised:  We give an explicit 10-fold substitution planar tiling and we give a construction method for the general case of 2n-fold with odd n.
Edit intent: fluency