wanyu/IteraTeR_v2 huggingface dataset:
Original:  In this paper, based on the analysis of millions of tweets in Weibo, a Twitter-like service in China, we surprisingly find that anger is more contagious than joy, indicating that it can sparkle more angry follow-up tweets  and anger prefers weaker ties than joy for the dissemination in social network, indicating that it can penetrate different communities and break local traps by more sharings between strangers.
Revised:  In this paper, based on the analysis of millions of tweets in Weibo, a Twitter-like service in China, we surprisingly find that anger is more contagious than joy, indicating that it can sparkle more angry follow-up tweets ; and anger prefers weaker ties than joy for the dissemination in social network, indicating that it can penetrate different communities and break local traps by more sharings between strangers.
Edit intent: fluency
Original:  We conjecture that easier contagion and weaker ties could together make angerspread faster than joy , which is further justified by the diffusion of  bursty events with different dominant emotions.
Revised:  We conjecture that easier contagion and weaker ties function cooperatively in speeding up anger's spread , which is further justified by the diffusion of bursty events with different dominant emotions.
Edit intent: clarity
Original:  We conjecture that easier contagion and weaker ties could together make angerspread faster than joy , which is further justified by the diffusion of  bursty events with different dominant emotions.
Revised:  We conjecture that easier contagion and weaker ties could together make angerspread faster than joy , which is further testified by the diffusion of bursty events with different dominant emotions.
Edit intent: clarity
Original: Similar to face-to-face communication in daily life, more and more evidence suggests that  human emotions also spread in online social media through virtual interactions .
Revised: Increasing evidence suggests that human emotions also spread in online social media through virtual interactions .
Edit intent: clarity
Original: Similar to face-to-face communication in daily life, more and more evidence suggests that  human emotions also spread in online social media through virtual interactions .
Revised: Similar to face-to-face communication in daily life, more and more evidence suggests that human emotions also spread in online social media .
Edit intent: clarity
Original:  However, the mechanism underlying the emotion contagion, like whether different feelings spread unlikely or how the spread is coupled with the social network, is rarely investigated.
Revised:  However, the mechanisms underlying this emotional contagion, for example, whether different feelings spread unlikely or how the spread is coupled with the social network, is rarely investigated.
Edit intent: coherence
Original:  However, the mechanism underlying the emotion contagion, like whether different feelings spread unlikely or how the spread is coupled with the social network, is rarely investigated.
Revised:  However, the mechanism underlying the emotion contagion, like whether different feelings spread in unlikely ways or how the spread is coupled with the social network, is rarely investigated.
Edit intent: clarity
Original:  However, the mechanism underlying the emotion contagion, like whether different feelings spread unlikely or how the spread is coupled with the social network, is rarely investigated.
Revised:  However, the mechanism underlying the emotion contagion, like whether different feelings spread unlikely or how the spread of emotions relates to the social network, is rarely investigated.
Edit intent: clarity
Original:  Indeed, due to the costly expense and spatio-temporal limitations, it is challenging for conventional questionnaires or controlled experiments.
Revised:  Indeed, because of high costs and spatio-temporal limitations, it is challenging for conventional questionnaires or controlled experiments.
Edit intent: clarity
Original:  Indeed, due to the costly expense and spatio-temporal limitations, it is challenging for conventional questionnaires or controlled experiments.
Revised:  Indeed, due to the costly expense and spatio-temporal limitations, explorations of this topic are challenging using conventional questionnaires or controlled experiments.
Edit intent: clarity
Original:  While given the instinct of collecting natural affective responses of massive connected individuals, online social media  offer an ideal proxy to tackle this issue from the perspective of computational social science.
Revised:  Because they are collection points for natural affective responses of massive connected individuals, online social media offer an ideal proxy to tackle this issue from the perspective of computational social science.
Edit intent: clarity
Original:  While given the instinct of collecting natural affective responses of massive connected individuals, online social media  offer an ideal proxy to tackle this issue from the perspective of computational social science.
Revised:  While given the instinct of collecting natural affective responses of massive individuals, online social media offer an ideal proxy to tackle this issue from the perspective of computational social science.
Edit intent: clarity
Original:  While given the instinct of collecting natural affective responses of massive connected individuals, online social media  offer an ideal proxy to tackle this issue from the perspective of computational social science.
Revised:  While given the instinct of collecting natural affective responses of massive connected individuals, online social media sites offer an ideal proxy to tackle this issue from the perspective of computational social science.
Edit intent: clarity
Original:  While given the instinct of collecting natural affective responses of massive connected individuals, online social media  offer an ideal proxy to tackle this issue from the perspective of computational social science.
Revised:  While given the instinct of collecting natural affective responses of massive connected individuals, online social media offer an ideal proxy for tackling this issue from the perspective of computational social science.
Edit intent: fluency
Original:  In this paper, based on the analysis of millions of tweets in Weibo, a Twitter-like service in China, we surprisingly find that anger is more contagious than joy, indicating that it can sparkle more angry follow-up tweets ;
Revised:  In this paper, based on the analysis of millions of tweets in Weibo, surprisingly, we find that anger is more contagious than joy, indicating that it can sparkle more angry follow-up tweets ;
Edit intent: clarity
Original:  In this paper, based on the analysis of millions of tweets in Weibo, a Twitter-like service in China, we surprisingly find that anger is more contagious than joy, indicating that it can sparkle more angry follow-up tweets ;
Revised:  In this paper, based on the analysis of millions of tweets in Weibo, a Twitter-like service in China, we surprisingly find that anger is more contagious than joy, indicating that it can spark more angry follow-up tweets ;
Edit intent: fluency
Original:  and anger prefers weaker ties than joy for the dissemination in social network, indicating that it can penetrate different communities and break local traps by more sharings between strangers .
Revised:  and anger prefers weaker ties than joy , meaning that it can penetrate different communities and break local traps by more sharings between strangers .
Edit intent: clarity
Original:  and anger prefers weaker ties than joy for the dissemination in social network, indicating that it can penetrate different communities and break local traps by more sharings between strangers .
Revised:  and anger prefers weaker ties than joy for the dissemination in social network, indicating that it can infiltrate different communities and break local traps by more sharings between strangers .
Edit intent: fluency
Original:  and anger prefers weaker ties than joy for the dissemination in social network, indicating that it can penetrate different communities and break local traps by more sharings between strangers .
Revised:  and anger prefers weaker ties than joy for the dissemination in social network, indicating that it can penetrate different communities and break free of local traps because strangers share such content more often .
Edit intent: clarity
Original:  Through a simple diffusion model, it is unraveled that easier contagion and weaker ties function cooperatively in speeding up anger's spread , which is further testified by the diffusion of realistic bursty events with different dominant emotions .
Revised:  Through a simple diffusion model, we reveal that greater contagion and weaker ties function cooperatively in speeding up anger's spread , which is further testified by the diffusion of realistic bursty events with different dominant emotions .
Edit intent: clarity
Original:  Through a simple diffusion model, it is unraveled that easier contagion and weaker ties function cooperatively in speeding up anger's spread , which is further testified by the diffusion of realistic bursty events with different dominant emotions .
Revised:  Through a simple diffusion model, it is unraveled that easier contagion and weaker ties function cooperatively to speed up anger's spread , which is further testified by the diffusion of realistic bursty events with different dominant emotions .
Edit intent: fluency
Original:  Through a simple diffusion model, it is unraveled that easier contagion and weaker ties function cooperatively in speeding up anger's spread , which is further testified by the diffusion of realistic bursty events with different dominant emotions .
Revised:  Through a simple diffusion model, it is unraveled that easier contagion and weaker ties function cooperatively in speeding up anger's spread . The diffusion of real-world events with different dominant emotions .
Edit intent: coherence
Original:  To our best knowledge, for the first time we quantificationally provide the long-term evidence to disclose the difference between joy and anger in dissemination mechanism and our findings would shed lights on personal anger management in human communication and collective outrage control in cyber space .
Revised:  To our best knowledge, for the first time that quantitative long-term evidence to disclose the difference between joy and anger in dissemination mechanism and our findings would shed lights on personal anger management in human communication and collective outrage control in cyber space .
Edit intent: clarity
Original:  To our best knowledge, for the first time we quantificationally provide the long-term evidence to disclose the difference between joy and anger in dissemination mechanism and our findings would shed lights on personal anger management in human communication and collective outrage control in cyber space .
Revised:  To our best knowledge, for the first time we quantificationally provide the long-term evidence to disclose the difference between joy and anger in dissemination mechanism and our findings would shed lights on personal anger management in human communications and on controlling collective outrage in cyberspace .
Edit intent: fluency
Original:  We then show that systematic material and device design innovations can improve the performance of spintronic devices, as a possible continuation of Moore's Law  . Lastly, we illustrate the use of the Modular Approach as an exploratory tool for probabilistic networks, using superparamagnetic magnets as building blocks for such networks.
Revised:  We then evaluate how systematic advancements in material properties and device design innovations can improve the performance of spintronic devices, as a possible continuation of Moore's Law . Lastly, we illustrate the use of the Modular Approach as an exploratory tool for probabilistic networks, using superparamagnetic magnets as building blocks for such networks.
Edit intent: clarity
Original:  We then show that systematic material and device design innovations can improve the performance of spintronic devices, as a possible continuation of Moore's Law  . Lastly, we illustrate the use of the Modular Approach as an exploratory tool for probabilistic networks, using superparamagnetic magnets as building blocks for such networks.
Revised:  We then show that systematic material and device design innovations impact the performance of spintronic devices, as a possible continuation of Moore's Law . Lastly, we illustrate the use of the Modular Approach as an exploratory tool for probabilistic networks, using superparamagnetic magnets as building blocks for such networks.
Edit intent: clarity
Original:  Our work is built on the set-theoretic characterization of an MRF in 13 . Unlike most works in the literature, we do not make the standard assumption that the underlying probability distribution is factorizable with respect to the graph representing the MRF, which is possible by the Hammersley-Clifford theorem provided that the underlying distribution is strictly positive.
Revised:  Our work is built on the set-theoretic characterization of an MRF in . Unlike most works in the literature, we do not make the standard assumption that the underlying probability distribution is factorizable with respect to the graph representing the MRF, which is possible by the Hammersley-Clifford theorem provided that the underlying distribution is strictly positive.
Edit intent: clarity
Original:  The hard region may be related to the discontinuous phase transition.
Edit intent: coherence
Original:  All these properties are reproduced in an approximate Hopfield model, with an exception that the entropy crisis is absent ( continuous phase transition ) . This key difference is also confirmed in a handwritten digits dataset.
Revised:  All these properties are reproduced in an approximate Hopfield model, with an exception that the entropy crisis is absent , and only continuous phase transition ) . This key difference is also confirmed in a handwritten digits dataset.
Edit intent: coherence
Original:  All these properties are reproduced in an approximate Hopfield model, with an exception that the entropy crisis is absent ( continuous phase transition ) . This key difference is also confirmed in a handwritten digits dataset.
Revised:  All these properties are reproduced in an approximate Hopfield model, with an exception that the entropy crisis is absent ( continuous phase transition is observed . This key difference is also confirmed in a handwritten digits dataset.
Edit intent: clarity
Original:  We will first describe some key technical enablers and demonstrate through concrete ray-tracing and map based evaluations that positioning accuracies below one meter can be accomplished by properly fusing direction and delay related measurements on the network side, even when tracking moving devices.
Revised:  We will first describe some key technical enablers and demonstrate by means of realistic ray-tracing and map based evaluations that positioning accuracies below one meter can be accomplished by properly fusing direction and delay related measurements on the network side, even when tracking moving devices.
Edit intent: clarity
Original:  We will first describe some key technical enablers and demonstrate through concrete ray-tracing and map based evaluations that positioning accuracies below one meter can be accomplished by properly fusing direction and delay related measurements on the network side, even when tracking moving devices.
Revised:  We will first describe some key technical enablers and demonstrate through concrete ray-tracing and map based evaluations that positioning accuracies below one meter can be achieved by properly fusing direction and delay related measurements on the network side, even when tracking moving devices.
Edit intent: fluency
Original:  We will particularly demonstrate that geometric location-based beamforming becomes technically feasible, which can offer substantially reduced reference symbol overhead compared to classical full channel state information (CSI)-based beamforming.
Revised:  In particular, we will demonstrate that geometric location-based beamforming becomes technically feasible, which can offer substantially reduced reference symbol overhead compared to classical full channel state information (CSI)-based beamforming.
Edit intent: fluency
Original:  We will particularly demonstrate that geometric location-based beamforming becomes technically feasible, which can offer substantially reduced reference symbol overhead compared to classical full channel state information (CSI)-based beamforming.
Revised:  We will particularly demonstrate that geometric location-based beamforming schemes become technically feasible, which can offer substantially reduced reference symbol overhead compared to classical full channel state information (CSI)-based beamforming.
Edit intent: clarity
Original:  At the same time, substantial power savings can be realized in future wideband 5G networks where acquiring full CSI calls for wideband reference signals while position estimation and tracking can, in turn, be accomplished with narrowband pilots.
Revised:  At the same time, substantial power savings can be realized in future wideband 5G networks where acquiring full CSI calls for wideband reference signals while location estimation and tracking can, in turn, be accomplished with narrowband pilots.
Edit intent: fluency
Original:  Extensive experiments on both simulated and real RNA sequencing count data show that the proposed differential expression analysis algorithms clearly outperform previously proposed ones in terms of the areas under both the receiver operating characteristic and precision-recall curves.
Revised:  Extensive experiments on both simulated and real-world RNA sequencing count data show that the proposed differential expression analysis algorithms clearly outperform previously proposed ones in terms of the areas under both the receiver operating characteristic and precision-recall curves.
Edit intent: clarity
Original: Mathematical modeling has become an established tool for studying biological dynamics . Current applications range from building models that reproduce quantitative data to identifying models with predefined qualitative features, such as switching behavior , bistability or oscillations.
Revised: Mathematical modeling has become an established tool for studying biological dynamics . Current applications range from building models that reproduce quantitative data to identifying systems with predefined qualitative features, such as switching behavior , bistability or oscillations.
Edit intent: clarity
Original: Mathematical modeling has become an established tool for studying biological dynamics . Current applications range from building models that reproduce quantitative data to identifying models with predefined qualitative features, such as switching behavior , bistability or oscillations.
Revised: Mathematical modeling has become an established tool for studying biological dynamics . Current applications range from building models that reproduce quantitative data to identifying models with predefined qualitative features, such as switching behaviour , bistability or oscillations.
Edit intent: fluency
Original:  We introduce an algorithm to partition the parameter space of a parameterized system of ordinary differential equations into regions for which the system has a unique or multiple equilibria.
Revised:  We introduce a procedure to partition the parameter space of a parameterized system of ordinary differential equations into regions for which the system has a unique or multiple equilibria.
Edit intent: clarity
Original:  The algorithm is based on a simple idea, the computation of the Brouwer degree, and  creates a multivariate polynomial with parameter depending coefficients.
Revised:  The procedure is based on a simple idea, the computation of the Brouwer degree, and creates a multivariate polynomial with parameter depending coefficients.
Edit intent: clarity
Original:  The algorithm is based on a simple idea, the computation of the Brouwer degree, and  creates a multivariate polynomial with parameter depending coefficients.
Revised:  The algorithm is based on the computation of the Brouwer degree, and creates a multivariate polynomial with parameter depending coefficients.
Edit intent: clarity
Original:  The algorithm is based on a simple idea, the computation of the Brouwer degree, and  creates a multivariate polynomial with parameter depending coefficients.
Revised:  The algorithm is based on a simple idea, the computation of the Brouwer degree, and it creates a multivariate polynomial with parameter depending coefficients.
Edit intent: coherence
Original:  Using algebraic techniques, the signs of the coefficients reveal parameter regions with and without multistationarity.
Revised:  The signs of the coefficients reveal parameter regions with and without multistationarity.
Edit intent: clarity
Original:  Using algebraic techniques, the signs of the coefficients reveal parameter regions with and without multistationarity.
Revised:  Using algebraic techniques, the signs of the coefficients determine parameter regions with and without multistationarity.
Edit intent: clarity
Original: We introduce the (j,k)-Kemeny rule -- a generalization that aggregates weak orders . Special cases  include approval voting, the mean rule and Borda mean rule, as well as the Borda count and plurality voting.
Revised: We introduce the (j,k)-Kemeny rule -- a generalization that aggregates weak orders . Special cases of (j,k)-Kemeny include approval voting, the mean rule and Borda mean rule, as well as the Borda count and plurality voting.
Edit intent: clarity
Original:  Why, then, is the winner problem computationally simple for each of these other rules, but NP-hard for Kemeny?
Revised:  Why, then, is the winner problem computationally tractable for each of these other rules, but NP-hard for Kemeny?
Edit intent: clarity
Original:  Why, then, is the winner problem computationally simple for each of these other rules, but NP-hard for Kemeny?
Revised:  Why, then, is the winner problem computationally simple for each of these other rules, but intractable for Kemeny?
Edit intent: clarity
Original:  We show that winner intractability for the (j,k)-Kemeny rule first appears at the j=3, k=3 level.
Revised:  We show that intractability of winner determination for the (j,k)-Kemeny rule first appears at the j=3, k=3 level.
Edit intent: clarity
Original:  The proof  reveals that computational complexity arises from the cyclic component in the fundamental decomposition w=w_{cycle .
Revised:  The proof reveals that computational complexity arises from the cyclic part in the fundamental decomposition w=w_{cycle .
Edit intent: clarity
Original:  Due to resource limitations in the physical infrastructure, most prior studies on survivable cross-layer network design have concentrated on the single link failure scenario.
Revised:  Most of the prior approaches for survivable cross-layer network design have concentrated on the single link failure scenario.
Edit intent: clarity
Original: With the goal of building a model of the HVC nucleus in the avian song system, we discuss in detail a model of HVC \textsubscript{RA projection neurons comprised of a somatic compartment with fast Na^+ and K^+ currents and a dendritic compartment with slower Ca^{2+} dynamics.
Revised: With the goal of building a model of the HVC nucleus in the avian song system, we discuss in detail a model of HVC _{\text{RA projection neurons comprised of a somatic compartment with fast Na^+ and K^+ currents and a dendritic compartment with slower Ca^{2+} dynamics.
Edit intent: clarity