wanyu/IteraTeR_v2 huggingface dataset:
Original:  Compared with existing unsupervised graph embedding methods , our method shows superior prediction performance with an area under the curve of +0.85.
Revised:  Compared with existing unsupervised graph embedding methods our method shows superior prediction performance with an area under the curve of +0.85.
Edit intent: fluency
Original:  Compared with existing unsupervised graph embedding methods , our method shows superior prediction performance with an area under the curve of +0.85.
Revised:  Compared with existing unsupervised graph embedding methods , our method shows superior prediction performance in terms of area under the curve of +0.85.
Edit intent: clarity
Original:  World Englishes , such as Colloquial Singapore English (CSE) and African American Vernacular English (AAVE), differ from Standard English dialects in inflection use .
Revised:  World Englishes , such as Colloquial Singapore English and African American Vernacular English (AAVE), differ from Standard English dialects in inflection use .
Edit intent: clarity
Original:  World Englishes , such as Colloquial Singapore English (CSE) and African American Vernacular English (AAVE), differ from Standard English dialects in inflection use .
Revised:  World Englishes , such as Colloquial Singapore English (CSE) and African American Vernacular English .
Edit intent: clarity
Original:  Although comprehension by human readers is usually unimpaired by non-standard inflection use, NLP systems are not so robust.
Revised:  Although comprehension by human readers is usually unimpaired by non-standard inflections, current NLP systems are not so robust.
Edit intent: clarity
Original:  Although comprehension by human readers is usually unimpaired by non-standard inflection use, NLP systems are not so robust.
Revised:  Although comprehension by human readers is usually unimpaired by non-standard inflection use, NLP systems are not yet robust.
Edit intent: clarity
Original:  We introduce a new Base-Inflection Encoding of English text that is achieved by combining linguistic and statistical techniques .
Revised:  We propose Base-Inflection Encoding of English text that is achieved by combining linguistic and statistical techniques .
Edit intent: clarity
Original:  Fine-tuning pre-trained NLP models for downstream tasks under this novel encoding achieves robustness to non-standard inflection use while maintaining performance on Standard English examples .
Revised:  Fine-tuning pretrained NLP models for downstream tasks under this novel encoding achieves robustness to non-standard inflection use while maintaining performance on Standard English examples .
Edit intent: fluency
Original:  Fine-tuning pre-trained NLP models for downstream tasks under this novel encoding achieves robustness to non-standard inflection use while maintaining performance on Standard English examples .
Revised:  Fine-tuning pre-trained NLP models for downstream tasks using our encoding defends against inflectional adversaries while maintaining performance on Standard English examples .
Edit intent: clarity
Original:  Fine-tuning pre-trained NLP models for downstream tasks under this novel encoding achieves robustness to non-standard inflection use while maintaining performance on Standard English examples .
Revised:  Fine-tuning pre-trained NLP models for downstream tasks under this novel encoding achieves robustness to non-standard inflection use while maintaining performance on clean data .
Edit intent: clarity
Original:  Models using this encoding also generalize better to non-standard dialects without explicit training .
Revised:  Models using this encoding also generalize better to dialects with non-standard inflections without explicit training .
Edit intent: clarity
Original: Opinion summarization is an automatic creation of text reflecting subjective information expressed in multiple documents, such as user reviews of a product.
Revised: Opinion summarization is the automatic creation of text reflecting subjective information expressed in multiple documents, such as user reviews of a product.
Edit intent: fluency
Original:  However, due to a high cost of summary production, datasets large enough for training supervised models are lacking.
Revised:  However, due to the high cost of summary production, datasets large enough for training supervised models are lacking.
Edit intent: fluency
Original:  However, these models, not being exposed to the actual summaries, fail to capture their essential properties.
Revised:  However, these models, not being exposed to actual summaries, fail to capture their essential properties.
Edit intent: fluency
Original:  In the second stage, we fine-tune the module predicting the property values on a few available summaries.
Revised:  In the second stage, we fine-tune a plug-in module that learns to predict property values on a few available summaries.
Edit intent: clarity
Original:  In the second stage, we fine-tune the module predicting the property values on a few available summaries.
Revised:  In the second stage, we fine-tune the module predicting the property values on a handful of summaries.
Edit intent: clarity
Original: With input sizes becoming massive, coresets---small yet representative summary of the input---are relevant more than ever.
Revised: With input sizes becoming massive, coresets -- small yet representative summary of the input---are relevant more than ever.
Edit intent: fluency
Original: With input sizes becoming massive, coresets---small yet representative summary of the input---are relevant more than ever.
Revised: With input sizes becoming massive, coresets---small yet representative summary of the input -- are relevant more than ever.
Edit intent: fluency
Original: Suppressing SARS-CoV-2 , the causative agent of COVID-19, requires that infected individualsare rapidly identified and isolated , on an ongoing basis.
Revised: Suppressing SARS-CoV-2 will likely require the rapid identification and isolation of infected individuals , on an ongoing basis.
Edit intent: clarity
Original:  Field trials of this approach are now under way in Rwanda  .
Revised:  Field trials of our approach are now under way in Rwanda .
Edit intent: style
Original: In this work we made use of a stochastic SEIR%DIFDELCMD < {\em %DIFDELCMD < %%%  Susceptible-Exposed-Infectious-Recovered model and adapted it conveniently to describe the propagation of COVID-19 during a football tournament.
Revised: In this work %DIFDELCMD < {\em %DIFDELCMD < %%% Susceptible-Exposed-Infectious-Recovered model and adapted it conveniently to describe the propagation of COVID-19 during a football tournament.
Edit intent: coherence
Original: In this work we made use of a stochastic SEIR%DIFDELCMD < {\em %DIFDELCMD < %%%  Susceptible-Exposed-Infectious-Recovered model and adapted it conveniently to describe the propagation of COVID-19 during a football tournament.
Revised: In this work we made use of a stochastic SEIR%DIFDELCMD < {\em %DIFDELCMD < %%% Susceptible-Exposed-Infectious-Recovered ) model adapted to describe the propagation of COVID-19 during a football tournament.
Edit intent: coherence
Original:  Our model included two additional states of an individual, namely, confined and quarantined, which can be reached when an individual  has undergone a COVID-19 test with a positive result.
Revised:  Our model includes two additional states of an individual, namely, confined and quarantined, which can be reached when an individual has undergone a COVID-19 test with a positive result.
Edit intent: fluency
Original:  Our model included two additional states of an individual, namely, confined and quarantined, which can be reached when an individual  has undergone a COVID-19 test with a positive result.
Revised:  Our model included two additional states of an individual, confined and quarantined, which can be reached when an individual has undergone a COVID-19 test with a positive result.
Edit intent: clarity
Original:  Our model included two additional states of an individual, namely, confined and quarantined, which can be reached when an individual  has undergone a COVID-19 test with a positive result.
Revised:  Our model included two additional states of an individual, namely, confined and quarantined, which are reached when an individual has undergone a COVID-19 test with a positive result.
Edit intent: clarity
Original:  Our model included two additional states of an individual, namely, confined and quarantined, which can be reached when an individual  has undergone a COVID-19 test with a positive result.
Revised:  Our model included two additional states of an individual, namely, confined and quarantined, which can be reached when an individual has undergone a virus test with a positive result.
Edit intent: clarity
Original:  First, we investigated how the time between matchesinfluences the number of players that may be infected at the end of the season.
Revised:  Our results highlight the influence of the days between matches, the frequency of virus tests and their sensitivity on the number of players that may be infected at the end of the season.
Edit intent: clarity
Original:  First, we investigated how the time between matchesinfluences the number of players that may be infected at the end of the season.
Revised:  First, we investigated how the time between matchesinfluences the number of players infected at the end of the season.
Edit intent: clarity
Original:  Finally, we discussed different strategies to minimize the probability that COVID-19 propagates in case the season of "La Liga " were re-started after the current lockdown.
Revised:  Finally, we discussed different strategies to minimize the probability that COVID-19 propagates in case the season of La Liga was re-started after the current lockdown.
Edit intent: fluency
Original:  Our representation allows for a user-controllable mixture of tension-, compression-, and bending-resistant rods or tension-only wires.
Revised:  Our representation allows for a user-controllable mixture of tension-, compression-, and shear-resistant rods or tension-only wires.
Edit intent: clarity
Original:  In this study, we revised 55 off-the-shelf devices in recognition and analysis of emotion, stress, meditation, sleep, and physical activity , especially in field studies .
Revised:  In this study, we revised 55 off-the-shelf devices in terms of usefulness for emotion, stress, meditation, sleep, and physical activity , especially in field studies .
Edit intent: clarity
Original:  In this study, we revised 55 off-the-shelf devices in recognition and analysis of emotion, stress, meditation, sleep, and physical activity , especially in field studies .
Revised:  In this study, we revised 55 off-the-shelf devices in recognition and analysis of emotion, stress, meditation, sleep, and physical activity recognition and analysis .
Edit intent: clarity
Original:   Empatica E4 and Microsoft Band 2 are good at emotion, stress, and together with Oura Ring at sleep research.
Revised:  Using Empatica E4 and Microsoft Band 2 are good at emotion, stress, and together with Oura Ring at sleep research.
Edit intent: fluency
Original: Finding optimal  centroidal Voronoi tessellations (CVTs) of a 2D domain presents a paradigm for navigating an energy landscape whose desirable critical points have sufficiently small basins of attractions that they are inaccessible with Monte-Carlo initialized gradient descent methods.
Revised: Finding optimal centroidal Voronoi tessellations (CVTs) on a 2D domain presents a paradigm for navigating an energy landscape whose desirable critical points have sufficiently small basins of attractions that they are inaccessible with Monte-Carlo initialized gradient descent methods.
Edit intent: clarity
Original: Finding optimal  centroidal Voronoi tessellations (CVTs) of a 2D domain presents a paradigm for navigating an energy landscape whose desirable critical points have sufficiently small basins of attractions that they are inaccessible with Monte-Carlo initialized gradient descent methods.
Revised: Finding optimal centroidal Voronoi tessellations (CVTs) of a 2D domain is a challenging problem. One must navigate an energy landscape whose desirable critical points have sufficiently small basins of attractions that they are inaccessible with Monte-Carlo initialized gradient descent methods.
Edit intent: clarity
Original:  We present a simple deterministic method for efficiently navigating the energy landscape in order to  access these low energy CVTs.
Revised:  We present a simple deterministic method for efficiently navigating the energy landscape in order to it access these low energy CVTs.
Edit intent: clarity
Original:  The method has two parameters and is based upon each generator moving away from the closest neighbour by a certain distance.
Revised:  The method has two parameters and is based upon each generator moving away from the closest neighbor by a certain distance.
Edit intent: fluency
Original:  In this context, advanced artificial intelligence techniques are brought front in responding to fight against and reduce the impact of this global health crisis.
Revised:  In this context, advanced artificial intelligence techniques are brought to the fore in responding to fight against and reduce the impact of this global health crisis.
Edit intent: clarity
Original:  Our experiments show that an average accuracy of .69 has been obtained to estimate the severity of illness, which is derived from the number of days in hospitalisation.
Revised:  Our experiments show that an average accuracy of .69 obtained estimating the severity of illness, which is derived from the number of days in hospitalisation.
Edit intent: clarity
Original:  We hope that this study could enlighten an extremely fast, low-cost, and convenient way to automatically detect  COVID-19 disease.
Revised:  We hope that this study can foster an extremely fast, low-cost, and convenient way to automatically detect COVID-19 disease.
Edit intent: clarity
Original:  We hope that this study could enlighten an extremely fast, low-cost, and convenient way to automatically detect  COVID-19 disease.
Revised:  We hope that this study could enlighten an extremely fast, low-cost, and convenient way to automatically detect the COVID-19 disease.
Edit intent: fluency
Original:  We apply our model to over 30 highly impacted states in the US and public the results at URL
Revised:  We apply our model to over 30 highly impacted states in the US and publish the results at URL
Edit intent: fluency
Original:  A common picture that emerges out of analysing them all is that of a system growing over time, which becomes increasingly sparse , and whose structural organization at the mesoscopic level is characterised by the presence of a statistically-significant core-periphery structure.
Revised:  The picture that emerges out of analysing them all is that of a system growing over time, which becomes increasingly sparse , and whose structural organization at the mesoscopic level is characterised by the presence of a statistically-significant core-periphery structure.
Edit intent: clarity
Original:  A common picture that emerges out of analysing them all is that of a system growing over time, which becomes increasingly sparse , and whose structural organization at the mesoscopic level is characterised by the presence of a statistically-significant core-periphery structure.
Revised:  A common picture that emerges is that of a system growing over time, which becomes increasingly sparse , and whose structural organization at the mesoscopic level is characterised by the presence of a statistically-significant core-periphery structure.
Edit intent: clarity
Original:  A common picture that emerges out of analysing them all is that of a system growing over time, which becomes increasingly sparse , and whose structural organization at the mesoscopic level is characterised by the presence of a statistically-significant core-periphery structure.
Revised:  A common picture that emerges out of analysing them all is that of system growing over time, which becomes increasingly sparse , and whose structural organization at the mesoscopic level is characterised by the presence of a statistically-significant core-periphery structure.
Edit intent: fluency
Original:  A common picture that emerges out of analysing them all is that of a system growing over time, which becomes increasingly sparse , and whose structural organization at the mesoscopic level is characterised by the presence of a statistically-significant core-periphery structure.
Revised:  A common picture that emerges out of analysing them all is that of a system growing over time, which becomes increasingly sparse and whose mesoscopic structural organization is characterised by the presence of a statistically-significant core-periphery structure.
Edit intent: clarity
Original:  A common picture that emerges out of analysing them all is that of a system growing over time, which becomes increasingly sparse , and whose structural organization at the mesoscopic level is characterised by the presence of a statistically-significant core-periphery structure.
Revised:  A common picture that emerges out of analysing them all is that of a system growing over time, which becomes increasingly sparse , and whose structural organization at the mesoscopic level is characterised by the presence of an increasingly significant core-periphery structure.
Edit intent: clarity
Original:  Such a peculiar topology is matched by a highly unequal distribution of bitcoins, a result suggesting that Bitcoin is becoming an increasingly centralised system at different levels.
Revised:  Such a peculiar topology is matched by a highly uneven distribution of bitcoins, a result suggesting that Bitcoin is becoming an increasingly centralised system at different levels.
Edit intent: fluency
Original:  Such a peculiar topology is matched by a highly unequal distribution of bitcoins, a result suggesting that Bitcoin is becoming an increasingly centralised system at different levels.
Revised:  Such a peculiar topology is matched by a highly unequal distribution of bitcoins, a result suggesting that Bitcoin is becoming an increasingly centralized system at different levels.
Edit intent: fluency
Original:  This can happen because voice assistants choose from ambiguous intents -- user-specific or domain-specific contextual information reduces the ambiguity of the user request.
Revised:  This can happen because voice assistants choose from ambiguous intents - user-specific or domain-specific contextual information reduces the ambiguity of the user request.
Edit intent: fluency
Original: In the context of high-performance finite element analysis, the cost of iteratively modifying a computational domain via re-meshing and restarting the analysis becomes time prohibitive as the size of simulations increases.
Revised: In the context of high performance finite element analysis, the cost of iteratively modifying a computational domain via re-meshing and restarting the analysis becomes time prohibitive as the size of simulations increases.
Edit intent: fluency
Original:  In this paper, we demonstrate a new interactive simulation pipeline targeting high-performance fluid dynamics simulations where the computational domain is modified in situ, that is, while the simulation is ongoing.
Revised:  In this paper, we demonstrate a new interactive simulation pipeline targeting high-performance fluid dynamics simulations where the computational domain is modifiable in situ, that is, while the simulation is ongoing.
Edit intent: clarity
Original: Tracing the sequence of library and system calls made by a program is very helpful in the characterization of its interactions with the  environment and ultimately of its semantics.
Revised: Tracing the sequence of library and system calls that a program makes is very helpful in the characterization of its interactions with the environment and ultimately of its semantics.
Edit intent: fluency
Original: Tracing the sequence of library and system calls made by a program is very helpful in the characterization of its interactions with the  environment and ultimately of its semantics.
Revised: Tracing the sequence of library and system calls made by a program is very helpful in the characterization of its interactions with the surrounding environment and ultimately of its semantics.
Edit intent: clarity
Original:  Due to entanglements of real-world software stacks,  this task can become challenging as we take accuracy, reliability, and transparency aspects into the equation.
Revised:  Due to entanglements of real-world software stacks, accomplishing this task can become challenging as we take accuracy, reliability, and transparency aspects into the equation.
Edit intent: clarity
Original:  Due to entanglements of real-world software stacks,  this task can become challenging as we take accuracy, reliability, and transparency aspects into the equation.
Revised:  Due to entanglements of real-world software stacks, this task can be surprisingly challenging as we take accuracy, reliability, and transparency aspects into the equation.
Edit intent: clarity
Original:  Due to entanglements of real-world software stacks,  this task can become challenging as we take accuracy, reliability, and transparency aspects into the equation.
Revised:  Due to entanglements of real-world software stacks, this task can become challenging as we take accuracy, reliability, and transparency into the equation.
Edit intent: clarity
Original:  In this paper we report on our experience in designing and implementing API tracing solutions for software security research.
Revised:  In this paper we report on our experience in building API tracers for software security research.
Edit intent: clarity
Original:  We discuss two implementation variants  based on hardware-assisted virtualization  and on dynamic binary translation to realize API call interposition robustly .
Revised:  We detail two implementation variants based on hardware-assisted virtualization and on dynamic binary translation to realize API call interposition robustly .
Edit intent: clarity
Original:  We discuss two implementation variants  based on hardware-assisted virtualization  and on dynamic binary translation to realize API call interposition robustly .
Revised:  We discuss two implementation variants , based on hardware-assisted virtualization and on dynamic binary translation to realize API call interposition robustly .
Edit intent: fluency
Original:  Finally, we report on a user study with seven cell tracking experts, demonstrating the benefits of our approach over manual point-and-click tracking , with an estimated 2- to 10-fold speedup .
Revised:  Finally, we report on a user study with seven cell tracking experts, demonstrating the benefits of our approach over manual point-and-click tracking .
Edit intent: coherence
Original:  Our metrics and visuals have supported ~100 presentations to executives of major US-based and multinational organizations, while our engineering practices have created an ensemble of standalone tools with broad relevance to visualization and visual analytics.
Revised:  Our metrics and visuals have supported hundreds of presentations to executives of major US-based and multinational organizations, while our engineering practices have created an ensemble of standalone tools with broad relevance to visualization and visual analytics.
Edit intent: clarity
Original:  Since relational data are often sensitive, we aim to seek effective approaches to release utility-preserved yet privacy-protected structured data.
Revised:  Since relational data are often sensitive, we aim to seek effective approaches to generate utility-preserved yet privacy-protected structured data.
Edit intent: clarity
Original: As the compute demands for machine learning and artificial intelligence applications continue to grow, co-design techniques and neuromorphic hardware have been touted as potential solutions .
Revised: As the compute demands for machine learning and artificial intelligence applications continue to grow, neuromorphic hardware has been touted as potential solutions .
Edit intent: clarity