wanyu/IteraTeR_v2 huggingface dataset:
Original:  The relational rule-set serves as a template for unfolding possibly deep neural networks whose structures also reflect the structure of given training or testing  examples.
Revised:  The relational rule-set serves as a template for unfolding possibly deep neural networks whose structures also reflect the structures of given training or testing examples.
Edit intent: fluency
Original:  Experiments on 78 relational learning benchmarks demonstrate the favorable performance of the method.
Revised:  Experiments on 78 relational learning benchmarks demonstrate favorable performance of the method.
Edit intent: fluency
Original: The phenomenon of radicalization is investigated within an heterogeneous population composed of a core subpopulation, sharing a way of life locally rooted, and a recently immigrated subpopulation of different origins with ways of life which can be partly in conflict with the local one.
Revised: The phenomenon of radicalization is investigated within a mixed population composed of a core subpopulation, sharing a way of life locally rooted, and a recently immigrated subpopulation of different origins with ways of life which can be partly in conflict with the local one.
Edit intent: clarity
Original:  On the opposite, the new comers can either decide to live peacefully with the core people adapting their way of life , or to keep strictly on their way and oppose the core population, leading eventually to criminal activities.
Revised:  On the opposite, the new comers can either decide to live peacefully adjusting their way of life , or to keep strictly on their way and oppose the core population, leading eventually to criminal activities.
Edit intent: clarity
Original: Results shed a new light on the instrumental role core agents can play through individual activeness towards peaceful agents to either curb or inflate radicalization . Some hints are outlined at new possible public policies towards social integration.
Revised: Results shed a new light on the instrumental role core agents can play through individual activeness towards peaceful agents to either curb or inflate radicalization . Some hints are outlined to favor novel public policies towards social integration.
Edit intent: clarity
Original:  To prove our results, we propose a new reduction methodology based on combining the classic approach of starting with a sparse instance of 3-Sat, prepared using the Sparsification Lemma, with the existence of almost linear-size Probabilistically Checkable Proofs (PCPs).
Revised:  To prove our results, we use a reduction methodology based on combining the classic approach of starting with a sparse instance of 3-Sat, prepared using the Sparsification Lemma, with the existence of almost linear-size Probabilistically Checkable Proofs (PCPs).
Edit intent: clarity
Original: Objectives: Much recent attention has been paid to quantifying anatomic and functional neuroimaging on the individual subject level.
Revised:  Much recent attention has been paid to quantifying anatomic and functional neuroimaging on the individual subject level.
Edit intent: coherence
Original:  Experimental Design: Here we develop a non-parametric statistical metric that quantifies the degree to which a parameter set allows this individual subject differentiation.
Revised:  Here we develop a non-parametric statistical metric that quantifies the degree to which a parameter set allows this individual subject differentiation.
Edit intent: coherence
Original:  We apply this metric to analysis of publicly available test-retest resting-state fMRI (rs-fMRI) data sets.
Revised:  We apply this metric to analyzing publicly available test-retest resting-state fMRI (rs-fMRI) data sets.
Edit intent: fluency
Original:  Principal Observations: We find that for the question of maximizing individual differentiation, (i) for increasing sampling, there is a relative tradeoff between  increased sampling frequency and increased acquisition time;
Revised:  We find that for the question of maximizing individual differentiation, (i) for increasing sampling, there is a relative tradeoff between increased sampling frequency and increased acquisition time;
Edit intent: coherence
Original:  Principal Observations: We find that for the question of maximizing individual differentiation, (i) for increasing sampling, there is a relative tradeoff between  increased sampling frequency and increased acquisition time;
Revised:  Principal Observations: We find that for the question of maximizing individual differentiation, there is a relative tradeoff between increased sampling frequency and increased acquisition time;
Edit intent: clarity
Original:  Principal Observations: We find that for the question of maximizing individual differentiation, (i) for increasing sampling, there is a relative tradeoff between  increased sampling frequency and increased acquisition time;
Revised:  Principal Observations: We find that for the question of maximizing individual differentiation, (i) for increasing sampling, there is a relative tradeoff between increasing sampling through increased sampling frequency and increased acquisition time;
Edit intent: clarity
Original:  Principal Observations: We find that for the question of maximizing individual differentiation, (i) for increasing sampling, there is a relative tradeoff between  increased sampling frequency and increased acquisition time;
Revised:  Principal Observations: We find that for the question of maximizing individual differentiation, (i) for increasing sampling, there is a relative tradeoff between increased sampling frequency or increased acquisition time;
Edit intent: fluency
Original:  (ii) for the sizes of the interrogated data sets, only 3-4 min of acquisition time was sufficient to maximally differentiate each subject;
Revised:  that for the sizes of the interrogated data sets, only 3-4 min of acquisition time was sufficient to maximally differentiate each subject;
Edit intent: coherence
Original:  (ii) for the sizes of the interrogated data sets, only 3-4 min of acquisition time was sufficient to maximally differentiate each subject;
Revised:  (ii) for the sizes of the interrogated data sets, only 3-4 min of acquisition time is necessary to perfectly differentiate each subject;
Edit intent: clarity
Original:  and (iii) brain regions that most contribute to this individual subject characterization lie in the default mode, attention, language, and executive control networks.
Revised:  and that brain regions that most contribute to this individual subject characterization lie in the default mode, attention, language, and executive control networks.
Edit intent: clarity
Original:  and (iii) brain regions that most contribute to this individual subject characterization lie in the default mode, attention, language, and executive control networks.
Revised:  and (iii) brain regions that most contribute to individuals unique characterization lie in the default mode, attention, language, and executive control networks.
Edit intent: clarity
Original:  Conclusions: These findings may guide optimal rs-fMRI experiment design and may elucidate the neural bases for subject-to-subject differences.
Revised:  Conclusions: These findings may guide optimal rs-fMRI experiment design and may aid elucidation of the neural bases for subject-to-subject differences.
Edit intent: clarity
Original: Molecular communications  , where molecules are used to encode, transmit, and receive information, is a promising means of enabling the coordination of nanoscale devices.
Revised: Molecular communications (MC) , where molecules are used to encode, transmit, and receive information, is a promising means of enabling the coordination of nanoscale devices.
Edit intent: clarity
Original:  Comparatively little attention has been given to the physical design of molecular receiver and transmitter, envisioning biological synthetic cells with intrinsic molecular reception and transmission abilities as the future nanomachines.
Revised:  Comparatively little attention has been given to the physical design of molecular receiver and transmitter, envisioning biological synthetic cells with intrinsic molecular reception and transmission capabilities as the future nanomachines.
Edit intent: fluency
Original:  We reveal that nanoscale field effect transistor (FET)-based electrical biosensor is a particularly useful starting point towards designing a molecular receiver.
Revised:  We reveal that nanoscale field effect transistor (FET)-based electrical biosensor is a particularly useful starting point for designing a molecular receiver.
Edit intent: fluency
Original:  Focusing on FET-based molecular receivers with a conceptual approach, we provide a guideline elaborating on their operation principles, performance metrics , and design parameters.
Revised:  Focusing on FET-based molecular receivers with a conceptual approach, we provide a guideline elaborating on their operation principles, performance metrics and design parameters.
Edit intent: fluency
Original:  We then develop a deterministic model for signal flow in silicon nanowire (SiNW) FET-based molecular receiver , and investigate its sensitivity for varying system parameters . Lastly, we discuss the practical challenges of implementing the receiver , and present the future research avenues from a communication theoretical perspective.
Revised:  We then provide a simple model for signal flow in silicon nanowire (SiNW) FET-based molecular receiver , and investigate its sensitivity for varying system parameters . Lastly, we discuss the practical challenges of implementing the receiver , and present the future research avenues from a communication theoretical perspective.
Edit intent: clarity
Original:  We then develop a deterministic model for signal flow in silicon nanowire (SiNW) FET-based molecular receiver , and investigate its sensitivity for varying system parameters . Lastly, we discuss the practical challenges of implementing the receiver , and present the future research avenues from a communication theoretical perspective.
Revised:  We then develop a deterministic model for signal flow in silicon nanowire (SiNW) FET-based molecular receiver . Lastly, we discuss the practical challenges of implementing the receiver , and present the future research avenues from a communication theoretical perspective.
Edit intent: clarity
Original:  We then develop a deterministic model for signal flow in silicon nanowire (SiNW) FET-based molecular receiver , and investigate its sensitivity for varying system parameters . Lastly, we discuss the practical challenges of implementing the receiver , and present the future research avenues from a communication theoretical perspective.
Revised:  We then develop a deterministic model for signal flow in silicon nanowire (SiNW) FET-based molecular receiver , and investigate its sensitivity for varying system parameters . Lastly, we discuss the practical challenges of implementing the receiver and present the future research avenues from a communication theoretical perspective.
Edit intent: fluency
Original:  In this paper, we present a constant approximation algorithm for the minimum weight (k,m)-CDS problem in unit disk graph under the assumption that m>= k. Prior to this work, constant approximation algorithms are known for k=1 with weight and 2 <=k<= 3 without weight.
Revised:  In this paper, we present a constant approximation algorithm for the minimum weight (k,m)-CDS problem in unit disk graphs under the assumption that m>= k. Prior to this work, constant approximation algorithms are known for k=1 with weight and 2 <=k<= 3 without weight.
Edit intent: fluency
Original:  Although the problem of optimal user to access point (AP)association has received considerable traction, optimal algorithms for splitting user traffic across multiple radio access technologies (RATs) and/or across APs available to a user are not well investigated .
Revised:  Traffic aggregation across different access points (APs)/ radio access technologies (RATs) and/or across APs available to a user are not well investigated .
Edit intent: clarity
Original:  In this paper, we consider a scenario  where traffic for each user may be split across macrocell and small cell , and develop a closed form solution is developed for optimal splitting and aggregation .
Revised:  In this paper, we consider a scenario , where traffic for each user may be split across macrocell and small cell , and develop a closed form solution is developed for optimal splitting and aggregation .
Edit intent: fluency
Original:  Moreover, this fraction is shown to increase with increasing latency on the small cell backhaul.
Edit intent: coherence
Original:  We give a Dual-Fitting algorithm to DPA with a 3/2-approximation ratio , improving the previous best know approximation of 11/7\approx 1.57.
Revised:  We give a Dual-Fitting algorithm to DPA with a 3/2-approximation to DPA , improving the previous best know approximation of 11/7\approx 1.57.
Edit intent: clarity
Original:  We give a Dual-Fitting algorithm to DPA with a 3/2-approximation ratio , improving the previous best know approximation of 11/7\approx 1.57.
Revised:  We give a Dual-Fitting algorithm to DPA with a 3/2-approximation ratio , improving the previous best approximation known of 11/7\approx 1.57.
Edit intent: fluency
Original:  Then we show that our Dual-Fitting approach achieves a 1.6-approximation ratio to SSC.
Revised:  Then we show that our dual-based approach achieves a 1.6-approximation ratio to SSC.
Edit intent: clarity
Original:  For completeness, we present a family of instances of MSCS (and thus SSC) with integrality gap approaching 4/3.
Edit intent: coherence
Original: Social media and mobile technologies are increasingly being used for health promotion.
Revised: Social media are being increasingly used for health promotion.
Edit intent: clarity
Original:  Despite an acknowledged confluence of a wide range of users this landscape is not well understood , studies typically focus on the people who have a disease, or the agencies which address it, but do not look more broadly .
Revised:  Yet the landscape of users and messages in such public fora is not well understood , studies typically focus on the people who have a disease, or the agencies which address it, but do not look more broadly .
Edit intent: clarity
Original:  Despite an acknowledged confluence of a wide range of users this landscape is not well understood , studies typically focus on the people who have a disease, or the agencies which address it, but do not look more broadly .
Revised:  Despite an acknowledged confluence of a wide range of users this landscape is not well understood . So far, studies have typically focused either on people suffering from a disease, or the agencies which address it, but do not look more broadly .
Edit intent: clarity
Original:  Despite an acknowledged confluence of a wide range of users this landscape is not well understood , studies typically focus on the people who have a disease, or the agencies which address it, but do not look more broadly .
Revised:  Despite an acknowledged confluence of a wide range of users this landscape is not well understood , studies typically focus on the people who have a disease, or on agencies that address it, but do not look more broadly .
Edit intent: fluency
Original:  We study conversations and messages about diabetes on Twitter through the systematic analysis of a large collection of tweets containing the term 'diabetes', as well as interactions between the users who generated them .
Revised:  We study the conversation about diabetes on Twitter through the systematic analysis of a large collection of tweets containing the term 'diabetes', as well as interactions between the users who generated them .
Edit intent: clarity
Original:  We study conversations and messages about diabetes on Twitter through the systematic analysis of a large collection of tweets containing the term 'diabetes', as well as interactions between the users who generated them .
Revised:  We study conversations and messages about diabetes on Twitter through the systematic analysis of a large collection of tweets containing the term 'diabetes', as well as the interactions between their authors .
Edit intent: clarity
Original:  We address three questions: (1) What are the themes that arise in these messages?
Revised:  We address three questions: (1) what themes arise in these messages?
Edit intent: clarity
Original:   (2) Who talks about diabetes and in what capacity?
Revised:  ; (2) Who talks about diabetes and in what capacity?
Edit intent: fluency
Original:   (2) Who talks about diabetes and in what capacity?
Revised:  (2) who talks about diabetes and in what capacity?
Edit intent: fluency
Original:  And (3) which type of users contribute content to which themes?
Revised:  ; and (3) which type of users contribute content to which themes?
Edit intent: coherence
Original:  And (3) which type of users contribute content to which themes?
Revised:  And (3) which type of users contribute to which themes?
Edit intent: clarity
Original:  To answer these questions  we employ a mixed-methods approach, using techniques from anthropology, network science , and information retrieval.
Revised:  To answer these questions , we employ a mixed-methods approach, using techniques from anthropology, network science , and information retrieval.
Edit intent: fluency
Original:  To answer these questions  we employ a mixed-methods approach, using techniques from anthropology, network science , and information retrieval.
Revised:  To answer these questions we employ a mixed-methods approach, using techniques from anthropology, network science and information retrieval.
Edit intent: fluency
Original:  Through this analysis, we identify twenty themes that fall within four broad thematic groups: Health information, news, social interaction, and commercial.
Revised:  Through this analysis, we identify twenty themes that fall within four broad thematic groups: health information, news, social interaction, and commercial.
Edit intent: fluency
Original:  Messages relating diabetes to humour and popular culture appear consistently over time, more than any other type of tweet .
Revised:  Humorous messages and messages with references to popular culture appear consistently over time, more than any other type of tweet .
Edit intent: clarity
Original:  Messages relating diabetes to humour and popular culture appear consistently over time, more than any other type of tweet .
Revised:  Messages relating diabetes to humour and popular culture appear constantly over time, more than any other type of tweet .
Edit intent: clarity
Original:  Top global authoritiescomprise a mixture of bloggers, advocacy groups , NGOs , and stockmarket-listed companies with no specific expertise in diabetes.
Revised:  Top global authoritiescomprise a mixture of bloggers, advocacy groups and NGOs related to diabetes, as well as stockmarket-listed companies with no specific expertise in diabetes.
Edit intent: clarity
Original:  The methods we use in this work are general and may be used in other applications where similar data are available.
Revised:  Our methods are generally applicable to investigations where similar data are available.
Edit intent: clarity
Original:  So far, studies have typically focused either on people suffering from a disease, or on agencies that address it, but have not looked more broadly at all the participants in the debate and discussions .
Revised:  So far, studies have typically focused either on people suffering from a disease, or on agencies that address it, but have not looked broadly at all the participants in the debate and discussions .
Edit intent: clarity
Original:  We study the conversation about diabetes on Twitter through the systematic analysis of a large collection of tweets containing the term 'diabetes', as well as the interactions between their authors.
Revised:  We study Twitter conversations about diabetes through the systematic analysis of a large collection of tweets containing the term 'diabetes', as well as the interactions between their authors.
Edit intent: clarity
Original:  We address three questions: (1) what themes arise in these messages ?;
Revised:  We address three questions: (1) what themes arise in these tweets ?;
Edit intent: clarity
Original:  To answer these questions , we employ a mixed-methods approach, using techniques from anthropology, network science and information retrieval .
Revised:  We answer these questions , we employ a mixed-methods approach, using techniques from anthropology, network science and information retrieval .
Edit intent: fluency
Original:  To answer these questions , we employ a mixed-methods approach, using techniques from anthropology, network science and information retrieval .
Revised:  To answer these questions using a mixed-methods approach, using techniques from anthropology, network science and information retrieval .
Edit intent: clarity
Original:  To answer these questions , we employ a mixed-methods approach, using techniques from anthropology, network science and information retrieval .
Revised:  To answer these questions , we employ a mixed-methods approach, integrating techniques from anthropology, network science and information retrieval .
Edit intent: clarity
Original:  Humorous messages and messages with references to popular culture appear constantly over time , more than any other type of tweet in this corpus.
Revised:  At the same time, humorous messages and references to popular culture appear constantly over time , more than any other type of tweet in this corpus.
Edit intent: coherence
Original:  Humorous messages and messages with references to popular culture appear constantly over time , more than any other type of tweet in this corpus.
Revised:  Humorous messages and messages with references to popular culture appear consistently , more than any other type of tweet in this corpus.
Edit intent: clarity
Original:  Top 'authorities' are found consistently across time and comprise bloggers, advocacy groups and NGOs related to diabetes, as well as stockmarket-listed companies with no specific diabetes expertise.
Revised:  Top 'authorities' are found consistently across time and comprise bloggers, advocacy groups and NGOs related to diabetes, as well as for-profit entities without specific diabetes expertise.
Edit intent: clarity
Original:  These authorities fall into seven interest communities in their Twitter follower network.
Revised:  Top authorities fall into seven interest communities in their Twitter follower network.
Edit intent: fluency
Original:  These authorities fall into seven interest communities in their Twitter follower network.
Revised:  These authorities fall into seven interest communities as derived from their Twitter follower network.
Edit intent: clarity
Original:  We address three questions: (1) what themes arise in these tweets? ;
Revised:  We address three questions: (1) what themes arise in these tweets? ,
Edit intent: fluency
Original:  (2) who are the most influential users? ;
Revised:  (2) who are the most influential users? ,
Edit intent: fluency
Original:  The solver performs recursive two-sided metric queries on a modified Cauchy-Schwarz criterion (octree-occlusion-culling in the ijk-cube), yielding a bounded relative error in the matrix-matrix product and reduced complexity for problems with a structured metric decay .
Revised:  The solver performs recursive two-sided metric queries on a modified Cauchy-Schwarz criterion , culling negligible sub-volumes of the product-tensor for problems with a structured metric decay .
Edit intent: clarity