wanyu/IteraTeR_v2 huggingface dataset:
Original:  Then the agents report their realised (stochastic) values back to the mechanism  .
Revised:  Then the agents report their realised (stochastic) feedback to the mechanism .
Edit intent: clarity
Original:  The distribution of these values is unknown to the agent beforehand which necessitates learning them over multiple rounds while simultaneously attempting to find the socially optimal set of allocations.
Revised:  Therefore, the mechanism needs to explore different allocations for each agent, while simultaneously attempting to find the socially optimal set of allocations.
Edit intent: clarity
Original:  Our focus is on designing truthful and individually rational mechanisms which imitate the classical VCG mechanism in the long run.
Revised:  Our focus is on truthful and individually rational mechanisms which imitate the classical VCG mechanism in the long run.
Edit intent: clarity
Original:  To that end, we define three notions of regret for the welfare, the individual utilities of each agent (value minus price) and that of the mechanism (revenue minus cost) .
Revised:  To that end, we define three notions of regret for the welfare, the individual utilities of each agent and that of the mechanism (revenue minus cost) .
Edit intent: clarity
Original:  To that end, we define three notions of regret for the welfare, the individual utilities of each agent (value minus price) and that of the mechanism (revenue minus cost) .
Revised:  To that end, we define three notions of regret for the welfare, the individual utilities of each agent (value minus price) and that of the mechanism .
Edit intent: clarity
Original:  The proposed framework provides flexibility to control the pricing scheme so as to trade-off between the agent and seller regrets, and additionally to control the degree of truthfulness and individual rationality.
Revised:  Our framework provides flexibility to control the pricing scheme so as to trade-off between the agent and seller regrets, and additionally to control the degree of truthfulness and individual rationality.
Edit intent: clarity
Original:  We view this ability as a superiority over analytical methods in that it can deal with arbitrary design inputs and find practically useful results.
Revised:  We consider this ability as a superiority over analytical methods in that it can deal with arbitrary design inputs and find practically useful results.
Edit intent: fluency
Original:  We view this ability as a superiority over analytical methods in that it can deal with arbitrary design inputs and find practically useful results.
Revised:  We view this ability as the superiority over analytical methods in that it can deal with arbitrary design inputs and find practically useful results.
Edit intent: fluency
Original:  The good news is that, while deployment challenges have hindered the adoption of network-layer defenses (i.e. secure routing protocols) thus far, application-layer defenses are much easier to deploy in the short term  .
Revised:  While application-layer defenses are much easier to deploy in the short term .
Edit intent: coherence
Original:  The good news is that, while deployment challenges have hindered the adoption of network-layer defenses (i.e. secure routing protocols) thus far, application-layer defenses are much easier to deploy in the short term  .
Revised:  The good news is that, while deployment challenges have hindered the adoption of network-layer defenses (i.e. secure routing protocols) thus far, application-layer defenses are easier to deploy in the short term .
Edit intent: clarity
Original:  We show that, in the worst-case scenario, market integration may harm the vast majority of agents, and that the average rank of an agent's house can decrease (asymptotically) by 50\% of the length of their preference list.
Revised:  We show that, in the worst-case scenario, market integration may harm the vast majority of agents, and that the average rank of an agent's house can decrease , asymptotically, by 50\% of the length of their preference list.
Edit intent: fluency
Original:  Using the expected number of cycles in the top trading cycles algorithm, we bound the expected number of agents harmed by integration.
Revised:  We bound the expected number of agents harmed by integration.
Edit intent: clarity
Original:  Throughout, n and D denote the network's number of vertices and hop-diameter, respectively.
Revised:  Here n and D denote the network's number of vertices and hop-diameter, respectively.
Edit intent: coherence
Original:  STOC'19]. In this paper, we provide an exact \tilde O(\sqrt n + D)-time algorithm for computing min-cut on weighted networks.
Revised:  STOC'19]. In this paper, we provide an *exact* \tilde O(\sqrt n + D)-time algorithm for computing min-cut on weighted networks.
Edit intent: coherence
Original:  STOC'19]. In this paper, we provide an exact \tilde O(\sqrt n + D)-time algorithm for computing min-cut on weighted networks.
Revised:  STOC'19]. In this paper, we provide an exact \tilde O(\sqrt n + D)-time algorithm for computing min-cut on *weighted* networks.
Edit intent: fluency
Original: Pluripotency is the defining characteristic of human embryonic stem cells (hESCs) , allowing them to differentiate into any somatic cell in the human body.
Revised: Pluripotency is the defining characteristic of human embryonic stem cells (hESCs) allowing them to differentiate into any somatic cell in the human body.
Edit intent: fluency
Original:  For the promising clinical applications of hESCs, improved regulation of pluripotency and differentiation trajectories of in-vitro colonies is required.
Revised:  For the promising clinical applications of hESCs, improved regulation of pluripotency and differentiation trajectories of colonies is required.
Edit intent: clarity
Original:  We evaluate the internal self-regulation of OCT4  , quantify the intra-cellular fluctuations and consider the diffusive nature of OCT4 over time for individual  and pairs of related cells\\%DIF > of cells, on average between three and 12 hours into the  .
Revised:  We evaluate the internal self-regulation of OCT4 , quantify the intra-cellular fluctuations and consider the diffusive nature of OCT4 over time for individual cells and pairs of related cells\\%DIF > of cells, on average between three and 12 hours into the .
Edit intent: fluency
Original:  For the promising clinical applications of hESCs, improved regulation of pluripotency and differentiation trajectories of  colonies is required.
Revised:  For the promising clinical applications of hESCs, improved regulation of pluripotency and differentiation trajectories of their colonies is required.
Edit intent: clarity
Original:  Here we use available time-lapse experimental data of OCT4 fluorescence intensity to quantify the temporal dynamics of the PTF OCT4 over a cell lifetime.
Revised:  Here we use time-lapse experimental data of OCT4 fluorescence intensity to quantify the temporal dynamics of the PTF OCT4 over a cell lifetime.
Edit intent: clarity
Original:  Auto-correlation analysis shows anti-persistence for five hours or longer is seen in 86 %DIFDELCMD < \\%%% %DIF < of cells, on average between three and 12 hours into the  cell cycle.
Revised:  Auto-correlation analysis shows anti-persistence for five hours or longer in 86 %DIFDELCMD < \\%%% %DIF < of cells, on average between three and 12 hours into the cell cycle.
Edit intent: clarity
Original:  Auto-correlation analysis shows anti-persistence for five hours or longer is seen in 86 %DIFDELCMD < \\%%% %DIF < of cells, on average between three and 12 hours into the  cell cycle.
Revised:  Auto-correlation analysis shows anti-persistence for five hours or longer is seen in 86 %DIFDELCMD < \\%%% %DIF < of cells, on average between three and 12 hours into the \% of cells, on average between three and 12 hours into the cell cycle.
Edit intent: fluency
Original:  The OCT4 fluctuations between five minute intervals follow a Laplace distribution, with BMP4 addition provoking smaller changes and tighter self-regulation, particularly in the differentiated fate group.
Revised:  The OCT4 fluctuations in five minute intervals follow a Laplace distribution, with BMP4 addition provoking smaller changes and tighter self-regulation, particularly in the differentiated fate group.
Edit intent: clarity
Original: Pluripotency is the defining characteristic of human embryonic stem cells (hESCs) allowing them to differentiate into any somatic cell in the human body.
Revised: The improved in-vitro regulation of human embryonic stem cells (hESCs) allowing them to differentiate into any somatic cell in the human body.
Edit intent: clarity
Original:  The pluripotency transcription factors (PTFs) which regulate pluripotency are inherently stochastic (with small fluctuations impacting cell fate), inherited asymmetrically upon cell divisions, and more similar in closely related (separated by less division events) cells.
Edit intent: coherence
Original:  After cell divisions, OCT4 abundance in the daughter cells fluctuates sub-diffusively, showing anti-persistent self-regulation with a Hurst exponent of 0.38.
Revised:  We find that OCT4 abundance in the daughter cells fluctuates sub-diffusively, showing anti-persistent self-regulation with a Hurst exponent of 0.38.
Edit intent: clarity
Original:  Recent advances have been made to incorporate multiple types of interactions, thus generalising standard methods to multilayer networks.
Revised:  Recent advances have been made to incorporate multiple types of interactions, thus generalizing standard methods to multilayer networks.
Edit intent: fluency
Original:  In this work, we investigate BERT-based approaches to medical image report labeling that exploit both the scale of available rule-based systems and the quality of expert annotations.
Revised:  In this work, we introduce a BERT-based approaches to medical image report labeling that exploit both the scale of available rule-based systems and the quality of expert annotations.
Edit intent: coherence
Original:  In this work, we investigate BERT-based approaches to medical image report labeling that exploit both the scale of available rule-based systems and the quality of expert annotations.
Revised:  In this work, we investigate BERT-based approach to medical image report labeling that exploit both the scale of available rule-based systems and the quality of expert annotations.
Edit intent: fluency
Original:  In this work, we investigate BERT-based approaches to medical image report labeling that exploit both the scale of available rule-based systems and the quality of expert annotations.
Revised:  In this work, we investigate BERT-based approaches to medical image report labeling that exploits both the scale of available rule-based systems and the quality of expert annotations.
Edit intent: fluency
Original:  Ablation studies and comparison with baseline methods demonstrate the effectiveness of our algorithm design , and extensive experimental results demonstrate that our method works well for various caricatures.
Revised:  Ablation studies and comparison with baseline methods demonstrate the effectiveness of our algorithm design . Extensive experimental results demonstrate that our method works well for various caricatures.
Edit intent: coherence
Original: The standard design of soccer penalty shootouts has received serious criticism due to its bias towards the team that kicks the first penalty  .
Revised: The standard rule of soccer penalty shootouts has received serious criticism due to its bias towards the team that kicks the first penalty .
Edit intent: clarity
Original: The standard design of soccer penalty shootouts has received serious criticism due to its bias towards the team that kicks the first penalty  .
Revised: The standard design of soccer penalty shootouts has received serious criticism due to its bias towards the team kicking the first penalty .
Edit intent: clarity
Original:  This paper offers an extensive overview of seven such soccer penalty shootout mechanisms, one of them first defined here.
Revised:  This paper offers an extensive overview of seven such soccer penalty shootout mechanisms, one of them first introduced here.
Edit intent: clarity
Original:  Their fairness are analysed in three different mathematical models of psychological pressure.
Revised:  Their fairness is analysed under three possible mathematical models of psychological pressure.
Edit intent: clarity
Original:  Some rules are found to be inferior as they do not lead to a substantial gain in fairness compared to simpler mechanisms.
Revised:  Some rules are found to be inferior because they do not lead to a substantial gain in fairness compared to simpler mechanisms.
Edit intent: clarity
Original:   Our work has the potential to impact decision-makers who can save resources by choosing only theoretically competitive designs for field experiments.
Revised:  Our work has the potential to impact decision-makers who can save resources by choosing only theoretically competitive policy options for field experiments.
Edit intent: clarity
Original:  The rule-making body of the sport has decided in 2017 to try alternative designs.
Revised:  Therefore, the rule-making body of the sport has decided in 2017 to try alternative designs.
Edit intent: coherence
Original:  We also consider the probability of reaching the sudden death stage, as well as the complexity and strategy-proofness of the rules.
Revised:  We also discuss the probability of reaching the sudden death stage, as well as the complexity and strategy-proofness of the rules.
Edit intent: clarity
Original:  Changing the standard rule by reversing the shooting order in the sudden death stage improves fairness, while it remains less complicated than the regulation of field hockey shootouts .
Revised:  Changing the standard rule by reversing the shooting order in the sudden death stage .
Edit intent: clarity
Original:  Our work has the potential to impact decision-makers who can save  resources by choosing only theoretically competitive policy options for field experiments.
Revised:  Our work has the potential to impact decision-makers who can save valuable resources by choosing only theoretically competitive policy options for field experiments.
Edit intent: clarity
Original:  In the case of stationary scoring probabilities considered here , it remains sufficient to use static rules in order to improve fairness.
Revised:  In the case of stationary scoring probabilities , it remains sufficient to use static rules in order to improve fairness.
Edit intent: clarity
Original:  However, it is worth compensating the second-mover by making it  first-mover in the sudden death stage.
Revised:  However, it is worth compensating the second-mover by making it the first-mover in the sudden death stage.
Edit intent: fluency
Original:  Our work has the potential to impact decision-makers who can save valuable resources by choosing only theoretically competitive policy options for field experiments .
Revised:  Our work has the potential to impact decision-makers who can achieve better outcomes in dynamic tournaments by a carefully chosen sequence of actions .
Edit intent: clarity
Original: Establishing an interesting connection between ordinary Bell polynomials and rational convolution powers, some new properties and inverse relations of Bell polynomials , composition identities involving nested Bell polynomials and explicit expressions for convolution roots of general sequences are obtained.
Revised: By establishing an interesting connection between ordinary Bell polynomials and rational convolution powers, some new properties and inverse relations of Bell polynomials , composition identities involving nested Bell polynomials and explicit expressions for convolution roots of general sequences are obtained.
Edit intent: fluency
Original: Establishing an interesting connection between ordinary Bell polynomials and rational convolution powers, some new properties and inverse relations of Bell polynomials , composition identities involving nested Bell polynomials and explicit expressions for convolution roots of general sequences are obtained.
Revised: Establishing an interesting connection between ordinary Bell polynomials and rational convolution powers, some composition and inverse relations of Bell polynomials , composition identities involving nested Bell polynomials and explicit expressions for convolution roots of general sequences are obtained.
Edit intent: clarity
Original: Establishing an interesting connection between ordinary Bell polynomials and rational convolution powers, some new properties and inverse relations of Bell polynomials , composition identities involving nested Bell polynomials and explicit expressions for convolution roots of general sequences are obtained.
Revised: Establishing an interesting connection between ordinary Bell polynomials and rational convolution powers, some new properties and inverse relations of Bell polynomials as well as explicit expressions for convolution roots of general sequences are obtained.
Edit intent: clarity
Original: Establishing an interesting connection between ordinary Bell polynomials and rational convolution powers, some new properties and inverse relations of Bell polynomials , composition identities involving nested Bell polynomials and explicit expressions for convolution roots of general sequences are obtained.
Revised: Establishing an interesting connection between ordinary Bell polynomials and rational convolution powers, some new properties and inverse relations of Bell polynomials , composition identities involving nested Bell polynomials and explicit expressions for convolution roots of sequences are obtained.
Edit intent: clarity
Original:  This technique is a useful design alternative for low power, high precision hardened linear algebra in computer vision, graphics , computational photography and machine learning applications.
Revised:  This technique is a novel design alternative for low power, high precision hardened linear algebra in computer vision, graphics , computational photography and machine learning applications.
Edit intent: clarity
Original:  This technique is a useful design alternative for low power, high precision hardened linear algebra in computer vision, graphics , computational photography and machine learning applications.
Revised:  This technique is a useful design alternative for low power, high precision hardened linear algebra in computer vision, graphics and machine learning applications.
Edit intent: clarity
Original: Understanding the temporal dynamics of COVID-19 patient phenotypes is necessary to derive fine-grained resolution of the pathophysiology.
Revised: Understanding the temporal dynamics of COVID-19 patient phenotypes is necessary to derive fine-grained resolution of pathophysiology.
Edit intent: fluency
Original:  The platform holds tremendous potential for scaling up curation throughput, with minimal need for training underlying neural networks, thus promising EHR-powered early diagnosis for a broad spectrum of diseases.
Revised:  The platform holds tremendous potential for scaling up curation throughput, with minimal need for retraining underlying neural networks, thus promising EHR-powered early diagnosis for a broad spectrum of diseases.
Edit intent: clarity
Original: In this article, we investigate whispered-to natural-speech conversion method using sequence to sequence generation approach by proposing modified transformer architecture.
Revised: We investigate whisper-to-natural-speech conversion using sequence-to-sequence approach by proposing modified transformer architecture.
Edit intent: clarity
Original:  We investigate different kinds of features such as mel frequency cepstral coefficients (MFCCs) and smoothed spectral features.
Revised:  We investigate different features like mel frequency cepstral coefficients (MFCCs) and smoothed spectral features.
Edit intent: clarity
Original:  We investigate different kinds of features such as mel frequency cepstral coefficients (MFCCs) and smoothed spectral features.
Revised:  We investigate different kinds of features such as mel frequency cepstral coefficients and smoothed spectral features.
Edit intent: clarity
Original:  The network is trained end-to-end (E2E) using supervised approach .
Revised:  The network is trained end-to-end using supervised approach .
Edit intent: clarity
Original:  We investigate the effectiveness of embedded auxillary decoder used after N encoder sub-layers, and is trained with the frame level objective function for identifying source phoneme labels.
Revised:  We investigate the effectiveness of embedded auxiliary decoder used after N encoder sub-layers, and is trained with the frame level objective function for identifying source phoneme labels.
Edit intent: fluency
Original:  We investigate the effectiveness of embedded auxillary decoder used after N encoder sub-layers, and is trained with the frame level objective function for identifying source phoneme labels.
Revised:  We investigate the effectiveness of embedded auxillary decoder used after N encoder sub-layers, and is trained with the frame-level objective function for identifying source phoneme labels.
Edit intent: fluency
Original:  We report results as word-error-rate (WER) generated by using automatic speech recognition (ASR ) system and  also BLEU scores . \%intelligibility and naturalness using mean opinion score and additionally using word error rate using automatic speechrecognition system .
Revised:  We report results as word-error-rate (WER) generated by using automatic speech recognition (ASR ) system and also BLEU scores for the generated speech .
Edit intent: clarity
Original:  In addition, we measure spectral shape of an output speech signal by measuring formant distributions w.r.t  the reference speech signal, at frame level.
Revised:  In addition, we measure spectral shape of it by measuring formant distributions w.r.t the reference speech signal, at frame level.
Edit intent: clarity
Original:  In addition, we measure spectral shape of an output speech signal by measuring formant distributions w.r.t  the reference speech signal, at frame level.
Revised:  In addition, we measure spectral shape of an output speech signal by measuring formant distributions w.r.t . the reference speech signal, at frame level.
Edit intent: fluency
Original:  In relation to this aspect, we also found that the whispered-to-natural converted speech formants probability distribution is closer to ground truth distribution.
Revised:  In relation to this aspect, we also found that the whispered-to-natural converted speech formants probability distribution is similar to the ground-truth distribution.
Edit intent: clarity
Original:  To the authors' best knowledge, this is the first time transformer with auxiliary decoder has been applied for whispered-to-natural speech conversion .
Revised:  To the authors' best knowledge, this is the first time transformer with auxiliary decoder has been applied for 
Edit intent: clarity
Original:  We investigate different features like mel frequency cepstral coefficients and smoothed spectral features.
Revised:  We investigate different features like Mel frequency cepstral coefficients and smoothed spectral features.
Edit intent: fluency
Original:  Further, We also investigate the effectiveness of embedded auxiliary decoder used after N encoder sub-layers, and is trained with the frame-level objective function for identifying source phoneme labels.
Revised:  Further, we also investigate the effectiveness of embedded auxiliary decoder used after N encoder sub-layers, and is trained with the frame-level objective function for identifying source phoneme labels.
Edit intent: fluency
Original:  Further, We also investigate the effectiveness of embedded auxiliary decoder used after N encoder sub-layers, and is trained with the frame-level objective function for identifying source phoneme labels.
Revised:  Further, We also investigate the effectiveness of embedded auxillary decoder used after N encoder sub-layers, and is trained with the frame-level objective function for identifying source phoneme labels.
Edit intent: fluency