wanyu/IteraTeR_full_sent huggingface dataset:
Original:  In terms of code design, we show the effectiveness of hybrid codes that combine replication and erasure coding , and also discover fundamental connections between multi-set batch codes and the problem of maximizing the service rate region.
Revised:  In terms of code design, we show the effectiveness of hybrid codes that combine replication and erasure coding in terms of code design. We also discover fundamental connections between multi-set batch codes and the problem of maximizing the service rate region.
Edit intent: coherence
Original:  On this basis, we show that through the interplay of the two network representations , it is possible to investigate which opinion groups on the platform primarily shape public opinion, and which ones remain silent to a disproportionate degree .
Revised:  On this basis, we show that through the interplay of the two networks , it is possible to investigate which opinion groups on the platform primarily shape public opinion, and which ones remain silent to a disproportionate degree .
Edit intent: clarity
Original:  On this basis, we show that through the interplay of the two network representations , it is possible to investigate which opinion groups on the platform primarily shape public opinion, and which ones remain silent to a disproportionate degree .
Revised:  On this basis, we show that through the interplay of the two network representations , it is possible to identify potentially misleading representations of public opinion on the platform primarily shape public opinion, and which ones remain silent to a disproportionate degree .
Edit intent: clarity
Original:  It is shown that the proposed cost functions are computationally efficient (only requires multiplication and square root calculation) and have several advantages over widely deployed constant product cost functions  .
Revised:  It is shown that the proposed cost functions are computationally efficient (only requires multiplication and square root calculation) and have several advantages over widely deployed constant product cost functions . For example, the proposed market makers are more robust against front-runner (slippage) attacks .
Edit intent: meaning-changed
Original:  Different applications are presented in this contribution to illustrate the library's capabilities , starting from an exploratory analysis of the topics discovered in tweets, following it by studying the similarity among dialects of the Spanish language, and complementing it with a mobility report on different countries.
Revised:  Different applications are presented in this contribution to illustrate the library's capabilities : an exploratory analysis of the topics discovered in tweets, following it by studying the similarity among dialects of the Spanish language, and complementing it with a mobility report on different countries.
Edit intent: coherence
Original:  Different applications are presented in this contribution to illustrate the library's capabilities , starting from an exploratory analysis of the topics discovered in tweets, following it by studying the similarity among dialects of the Spanish language, and complementing it with a mobility report on different countries.
Revised:  Different applications are presented in this contribution to illustrate the library's capabilities , starting from an exploratory analysis of the topics discovered in tweets, a study on similarity among dialects of the Spanish language, and complementing it with a mobility report on different countries.
Edit intent: coherence
Original:  Different applications are presented in this contribution to illustrate the library's capabilities , starting from an exploratory analysis of the topics discovered in tweets, following it by studying the similarity among dialects of the Spanish language, and complementing it with a mobility report on different countries.
Revised:  Different applications are presented in this contribution to illustrate the library's capabilities , starting from an exploratory analysis of the topics discovered in tweets, following it by studying the similarity among dialects of the Spanish language, and a mobility report on different countries.
Edit intent: clarity
Original:  In summary, the Python library presented  retrieves a plethora of information processed from Twitter (since December 2015) in terms of words, bigrams of words, and their frequencies by day for Arabic, English, Spanish, and Russian languages.
Revised:  In summary, the Python library presented is applied to different domains and retrieves a plethora of information processed from Twitter (since December 2015) in terms of words, bigrams of words, and their frequencies by day for Arabic, English, Spanish, and Russian languages.
Edit intent: meaning-changed
Original:  In summary, the Python library presented  retrieves a plethora of information processed from Twitter (since December 2015) in terms of words, bigrams of words, and their frequencies by day for Arabic, English, Spanish, and Russian languages.
Revised:  In summary, the Python library presented retrieves a plethora of information processed from Twitter (since December 2015) in terms of words, bi-grams of words, and their frequencies by day for Arabic, English, Spanish, and Russian languages.
Edit intent: meaning-changed
Original:  We show that these cause the  reproduction number to decrease with progression , and consequently have a drastic effect on the estimate of the necessary percentage of the population that has to contract the disease for herd immunity to be reached.
Revised:  We show that these cause the effective reproduction number to decrease with progression , and consequently have a drastic effect on the estimate of the necessary percentage of the population that has to contract the disease for herd immunity to be reached.
Edit intent: meaning-changed
Original:  We show that these cause the  reproduction number to decrease with progression , and consequently have a drastic effect on the estimate of the necessary percentage of the population that has to contract the disease for herd immunity to be reached.
Revised:  We show that these cause the reproduction number to decrease more rapidly , and consequently have a drastic effect on the estimate of the necessary percentage of the population that has to contract the disease for herd immunity to be reached.
Edit intent: meaning-changed
Original:  We discuss the implications to COVID-19 and other pandemics  .
Revised:  We quantify the difference between the size of the infected population when the effective reproduction number decreases below 1 vs. the ultimate fraction of population that had contracted the disease. This sheds light on an important distinction between herd immunity and the end of the disease and highlights the importance of limiting the spread of the disease even if we plan to naturally reach herd immunity. We analyze the effect of various lock-down scenarios on the resulting final fraction of infected population. We discuss implications to COVID-19 and other pandemics .
Edit intent: meaning-changed
Original:  Heuristic versions of our algorithms are empirically validated to use a low number of adaptive rounds and total queries while obtaining solutions with high objective value in comparison with highly adaptive approximation algorithms .
Revised:  Heuristic versions of our algorithms are empirically validated to use a low number of adaptive rounds and total queries while obtaining solutions with high objective value in comparison with state-of-the-art approximation algorithms, including continuous algorithms that use the multilinear extension .
Edit intent: meaning-changed
Original:  The average time for the incremental tracking of smooth eye movements to track a target was 6.68 s, whereas for the step change tracking of saccadic eye movements, it was 2.83 s.
Revised:  The average time for the incremental tracking of smooth eye movements to track a target was 6.45 s, whereas for the step change tracking of saccadic eye movements, it was 2.83 s.
Edit intent: meaning-changed
Original:  The average time for the incremental tracking of smooth eye movements to track a target was 6.68 s, whereas for the step change tracking of saccadic eye movements, it was 2.83 s.
Revised:  The average time for the incremental tracking of smooth eye movements to track a target was 6.68 s, whereas for the step change tracking of saccadic eye movements, it was 2.61 s.
Edit intent: meaning-changed
Original:  Recently, Cotterell et al. (2015) reported a conceptually different mathematical model for somitogenesis. The authors  called it a progressive oscillatory reaction-diffusion (PORD) model.
Revised:  Recently, Cotterell et al. (2015) reported a conceptually different mathematical model for morphogenesis in general, and somitogenesis in particular. Recently, Cotterell called it a progressive oscillatory reaction-diffusion (PORD) model.
Edit intent: meaning-changed
Original:  In this model, somitogenesis is driven by short-range interactions and the posterior movement of the front is a local, emergent phenomenon, which is not controlled by global positional information.
Revised:  In the Meinhardt-PORD model, somitogenesis is driven by short-range interactions and the posterior movement of the front is a local, emergent phenomenon, which is not controlled by global positional information.
Edit intent: meaning-changed
Original:  In this work, we propose a modified version of the PORD modelin order to overcome this and others inconveniences. By means of numerical simulations and a numerical stability analysis, we demonstrate that the modified PORD model achieves the robustness characteristic of somitogenesis, when the effect of the wavefront is included .
Revised:  In this work, we propose an equivalent Meinhardt-PORD model, and then amend it to couple it with a morphogen wavefront. By doing so, we get a hybrid model between the Meinhardt-PORD and the clock-and-wavefront ones, which overcomes most of the deficiencies of the two originating models .
Edit intent: meaning-changed
Original:  According to this model, somitogenesis is based upon the interaction between a genetic oscillator, known as segmentation clock, and a moving wavefront, which provides the positional information indicating where each pair of somites is formed.
Revised:  According to this model, somitogenesis is based upon the interaction between a genetic oscillator, known as segmentation clock, and a differentiation wavefront, which provides the positional information indicating where each pair of somites is formed.
Edit intent: clarity
Original:  In the Meinhardt-PORD model, somitogenesis is driven by short-range interactions and the posterior movement of the front is a local, emergent phenomenon, which is not controlled by global positional information.
Revised:  In the Meinhardt- PORD model, somitogenesis is driven by short-range interactions and the posterior movement of the front is a local, emergent phenomenon, which is not controlled by global positional information.
Edit intent: fluency
Original:  We propose two alternatives that are not (or much less) affected by heterogenous data distributions: a new method that is only applicable to strongly convex problems, and  we point out a more general approach that is applicable to linear compressors  .
Revised:  We further study two alternatives that are not (or much less) affected by heterogenous data distributions: a new method that is only applicable to strongly convex problems, and we point out a more general approach that is applicable to linear compressors .
Edit intent: meaning-changed
Original:  We propose two alternatives that are not (or much less) affected by heterogenous data distributions: a new method that is only applicable to strongly convex problems, and  we point out a more general approach that is applicable to linear compressors  .
Revised:  We propose two alternatives that are not (or much less) affected by heterogenous data distributions: first, a recently proposed method that is only applicable to strongly convex problems, and we point out a more general approach that is applicable to linear compressors .
Edit intent: meaning-changed
Original:  We propose two alternatives that are not (or much less) affected by heterogenous data distributions: a new method that is only applicable to strongly convex problems, and  we point out a more general approach that is applicable to linear compressors  .
Revised:  We propose two alternatives that are not (or much less) affected by heterogenous data distributions: a new method that is effective on strongly convex problems, and we point out a more general approach that is applicable to linear compressors .
Edit intent: clarity
Original:  We propose two alternatives that are not (or much less) affected by heterogenous data distributions: a new method that is only applicable to strongly convex problems, and  we point out a more general approach that is applicable to linear compressors  .
Revised:  We propose two alternatives that are not (or much less) affected by heterogenous data distributions: a new method that is only applicable to strongly convex problems, and secondly, we point out a more general approach that is applicable to linear compressors .
Edit intent: coherence
Original:  We propose two alternatives that are not (or much less) affected by heterogenous data distributions: a new method that is only applicable to strongly convex problems, and  we point out a more general approach that is applicable to linear compressors  .
Revised:  We propose two alternatives that are not (or much less) affected by heterogenous data distributions: a new method that is only applicable to strongly convex problems, and we point out a more general approach that is applicable to linear compressors only but effective in all considered scenarios .
Edit intent: meaning-changed
Original:  In this study, we show that the RNAP-II based reinitiation process in gene expression can increase or decrease the mean and Fano factor both at the mRNA levels and therefore, can have important contributions on cellular functions .
Revised:  In this study, we have shown that the RNAP-II based reinitiation process in gene expression can increase or decrease the mean and Fano factor both at the mRNA levels and therefore, can have important contributions on cellular functions .
Edit intent: coherence
Original:  In this study, we show that the RNAP-II based reinitiation process in gene expression can increase or decrease the mean and Fano factor both at the mRNA levels and therefore, can have important contributions on cellular functions .
Revised:  In this study, we show that the RNAP-II based reinitiation process in gene transcription can have different effects on both mean and Fano factor at mRNA levels in different model systems. It decreases the mean and Fano factor both at the mRNA levels and therefore, can have important contributions on cellular functions .
Edit intent: meaning-changed
Original:  In this study, we show that the RNAP-II based reinitiation process in gene expression can increase or decrease the mean and Fano factor both at the mRNA levels and therefore, can have important contributions on cellular functions .
Revised:  In this study, we show that the RNAP-II based reinitiation process in gene expression can increase or decrease the mean and Fano factor both at the mRNA levels in the constitutive network whereas in other networks it can simultaneously increase or decrease both quantities or it can have mixed-effect at mRNA levels. We propose that a constitutive network with reinitiation behaves like a product independent negative feedback circuit whereas other networks behave as either product independent positive or negative or mixed feedback circuit .
Edit intent: coherence
Original:  Resulting publications formed a gigantic domain-specific collection of text in which finding studies on a biomolecule of interest is quite challenging for general purpose search engines due to terminology-rich characteristics of the publications .
Revised:  Resulting publications formed a gigantic domain-specific collection of text in which finding the studies related to a biomolecule of interest is quite challenging for general purpose search engines due to terminology-rich characteristics of the publications .
Edit intent: clarity
Original:  To mitigate the difficulties of using seq2seq based models to align long sequences, we down-sample the input spectral feature along the temporal dimension and equip the synthesis model with a discretized mixture of logistic (MoL) attention mechanism.
Revised:  To mitigate the difficulties of using seq2seq models to align long sequences, we down-sample the input spectral feature along the temporal dimension and equip the synthesis model with a discretized mixture of logistic (MoL) attention mechanism.
Edit intent: coherence
Original:  According to the Euro-barometer , the percentage of EU citizens employing online social networks to access information, on a daily basis , has increased from 18\% in 2010 to 42\% in 2017.
Revised:  According to the Eurobarometer , the percentage of EU citizens employing online social networks to access information, on a daily basis , has increased from 18\% in 2010 to 42\% in 2017.
Edit intent: fluency
Original:  According to the Euro-barometer , the percentage of EU citizens employing online social networks to access information, on a daily basis , has increased from 18\% in 2010 to 42\% in 2017.
Revised:  According to the Euro-barometer , the percentage of EU citizens employing online social networks on a daily basis , has increased from 18\% in 2010 to 42\% in 2017.
Edit intent: clarity
Original:  According to the Euro-barometer , the percentage of EU citizens employing online social networks to access information, on a daily basis , has increased from 18\% in 2010 to 42\% in 2017.
Revised:  According to the Euro-barometer , the percentage of EU citizens employing online social networks to access information, on a daily basis has increased from 18\% in 2010 to 42\% in 2017.
Edit intent: fluency
Original:  According to the Euro-barometer , the percentage of EU citizens employing online social networks to access information, on a daily basis , has increased from 18\% in 2010 to 42\% in 2017. The tight entwinement between social media and the unfolding of political dynamics has motivated the interest of researchers for the analysis of users online behavior - with particular emphasis on topics like group polarization during debates and echo-chambers formation - to unveil the modes and the implications of online interactions for political processes .
Revised:  According to the Euro-barometer , the percentage of EU citizens employing online social networks to access information, on a daily basis , has increased from 18\% in 2010 to 48\% in 2019. The entwinement between social media and the unfolding of political dynamics has motivated the interest of researchers for the analysis of users online behavior - with particular emphasis on topics like group polarization during debates and echo-chambers formation - to unveil the modes and the implications of online interactions for political processes .
Edit intent: meaning-changed
Original:  The tight entwinement between social media and the unfolding of political dynamics has motivated the interest of researchers for the analysis of users online behavior - with particular emphasis on topics like group polarization during debates and echo-chambers formation - to unveil the modes and the implications of online interactions for political processes .
Revised:  The tight entwinement between social media and the unfolding of political dynamics has motivated the interest of researchers for the analysis of users online behavior - with particular emphasis on group polarization during debates and echo-chambers formation - to unveil the modes and the implications of online interactions for political processes .
Edit intent: clarity
Original:  The tight entwinement between social media and the unfolding of political dynamics has motivated the interest of researchers for the analysis of users online behavior - with particular emphasis on topics like group polarization during debates and echo-chambers formation - to unveil the modes and the implications of online interactions for political processes .
Revised:  The tight entwinement between social media and the unfolding of political dynamics has motivated the interest of researchers for the analysis of users online behavior - with particular emphasis on topics like group polarization during debates and echo-chambers formation .
Edit intent: clarity
Original:  In the present paper, we aim at filling this gap by , first, identifying the discursive communities that animate the political debate in the run up of the 2018 Italian Elections and, then, studying the semantic mechanisms that shape their internal Twitter discussions .
Revised:  In the present paper, we aim at filling this gap by adopting a two-steps approach. First, we identify the discursive communities that animate the political debate in the run up of the 2018 Italian Elections and, then, studying the semantic mechanisms that shape their internal Twitter discussions .
Edit intent: meaning-changed
Original:  In the present paper, we aim at filling this gap by , first, identifying the discursive communities that animate the political debate in the run up of the 2018 Italian Elections and, then, studying the semantic mechanisms that shape their internal Twitter discussions .
Revised:  In the present paper, we aim at filling this gap by , first, identifying the discursive communities animating the political debate in the run up of the 2018 Italian Elections and, then, studying the semantic mechanisms that shape their internal Twitter discussions .
Edit intent: fluency
Original:  In the present paper, we aim at filling this gap by , first, identifying the discursive communities that animate the political debate in the run up of the 2018 Italian Elections and, then, studying the semantic mechanisms that shape their internal Twitter discussions .
Revised:  In the present paper, we aim at filling this gap by , first, identifying the discursive communities that animate the political debate in the run up of the 2018 Italian Elections as groups of users with a significantly-similar retweeting behavior. Second, we study the semantic mechanisms that shape their internal Twitter discussions .
Edit intent: meaning-changed
Original:  In the present paper, we aim at filling this gap by , first, identifying the discursive communities that animate the political debate in the run up of the 2018 Italian Elections and, then, studying the semantic mechanisms that shape their internal Twitter discussions . We do so by monitoring, on a daily basis, the structural evolution of the corresponding semantic networks .
Revised:  In the present paper, we aim at filling this gap by , first, identifying the discursive communities that animate the political debate in the run up of the 2018 Italian Elections and, then, studying the semantic mechanisms that shape their internal discussions by monitoring, on a daily basis, the structural evolution of the corresponding semantic networks .
Edit intent: coherence