wanyu/IteraTeR_full_sent huggingface dataset:
Original:  , such as  higher likelihood of transcription for larger positive skewness parameter (asymmetry index) \beta, achieving the minimum likelihood of transcription by tuning skewness parameter \beta, achieving the higher likelihood of transcription by tuning non-Gaussianity index \alpha, and a bifurcation for transcription at the critical value \alpha = 1. We conduct a series of numerical experiments about `regulating' the likelihood of gene transcription by tuning asymmetric stable L\'evy noise parameters .
Revised:  , such as higher likelihood of transcription for larger positive skewness (i.e., asymmetry) index \beta, causing a bifurcation for the likelihood of transcription by tuning skewness parameter \beta, achieving the higher likelihood of transcription by tuning non-Gaussianity index \alpha, and a bifurcation for transcription at the critical value \alpha = 1. We conduct a series of numerical experiments about `regulating' the likelihood of gene transcription by tuning asymmetric stable L\'evy noise parameters .
Edit intent: clarity
Original:  \beta, achieving the minimum likelihood of transcription by tuning skewness parameter \beta, achieving the higher likelihood of transcription by tuning non-Gaussianity index \alpha, and a bifurcation for transcription at the critical value \alpha = 1. We conduct a series of numerical experiments about `regulating' the likelihood of gene transcription by tuning asymmetric stable L\'evy noise parameters .
Revised:  \beta, achieving the minimum likelihood of transcription at the critical non-Gaussianity index \alpha, and a bifurcation for transcription at the critical value \alpha = 1. We conduct a series of numerical experiments about `regulating' the likelihood of gene transcription by tuning asymmetric stable L\'evy noise parameters .
Edit intent: clarity
Original:  \beta, achieving the minimum likelihood of transcription by tuning skewness parameter \beta, achieving the higher likelihood of transcription by tuning non-Gaussianity index \alpha, and a bifurcation for transcription at the critical value \alpha = 1. We conduct a series of numerical experiments about `regulating' the likelihood of gene transcription by tuning asymmetric stable L\'evy noise parameters .
Revised:  \beta, achieving the minimum likelihood of transcription by tuning skewness parameter \beta, achieving the higher likelihood of transcription by tuning non-Gaussianity index value \alpha = 1. We conduct a series of numerical experiments about `regulating' the likelihood of gene transcription by tuning asymmetric stable L\'evy noise parameters .
Edit intent: clarity
Original:  \beta, achieving the minimum likelihood of transcription by tuning skewness parameter \beta, achieving the higher likelihood of transcription by tuning non-Gaussianity index \alpha, and a bifurcation for transcription at the critical value \alpha = 1. We conduct a series of numerical experiments about `regulating' the likelihood of gene transcription by tuning asymmetric stable L\'evy noise parameters .
Revised:  \beta, achieving the minimum likelihood of transcription by tuning skewness parameter \beta, achieving the higher likelihood of transcription by tuning non-Gaussianity index \alpha, and a bifurcation for transcription at the critical value \alpha = 1 (i.e., beyond which the likelihood for transcription suddenly increases), and achieving a turning point at the threshold value \beta \approx 0.55 (i.e., beyond which the likelihood for transcription reversed for \alpha values). The bifurcation and turning point phenomena do not occur in the symmetric noise case (\beta =0). We conduct a series of numerical experiments about `regulating' the likelihood of gene transcription by tuning asymmetric stable L\'evy noise parameters .
Edit intent: meaning-changed
Original:  \beta, achieving the minimum likelihood of transcription by tuning skewness parameter \beta, achieving the higher likelihood of transcription by tuning non-Gaussianity index \alpha, and a bifurcation for transcription at the critical value \alpha = 1. We conduct a series of numerical experiments about `regulating' the likelihood of gene transcription by tuning asymmetric stable L\'evy noise parameters .
Revised:  \beta, achieving the minimum likelihood of transcription by tuning skewness parameter \beta, achieving the higher likelihood of transcription by tuning non-Gaussianity index \alpha, and a bifurcation for transcription at the critical value \alpha = 1. We conduct a series of numerical experiments about `regulating' the likelihood of gene transcription by tuning asymmetric stable L\'evy noise indexes. These offer insights for possible ways of achieving gene regulation in experimental research .
Edit intent: coherence
Original:  It is well known that I(n,l) = \Theta( (nl)^{2/3 + n + l) 2,3,7 . Let C _{SzTr} denote the  constant of proportionality of the (nl)^{2/3 term.
Revised:  It is well known that I(n,l) = \Theta( n^{2/3 + n + l) 2,3,7 . Let C _{SzTr} denote the constant of proportionality of the (nl)^{2/3 term.
Edit intent: fluency
Original:  It is well known that I(n,l) = \Theta( (nl)^{2/3 + n + l) 2,3,7 . Let C _{SzTr} denote the  constant of proportionality of the (nl)^{2/3 term.
Revised:  It is well known that I(n,l) = \Theta( (nl)^{2/3 + n + l) . Let C _{SzTr} denote the constant of proportionality of the (nl)^{2/3 term.
Edit intent: meaning-changed
Original:  It is well known that I(n,l) = \Theta( (nl)^{2/3 + n + l) 2,3,7 . Let C _{SzTr} denote the  constant of proportionality of the (nl)^{2/3 term.
Revised:  It is well known that I(n,l) = \Theta( (nl)^{2/3 + n + l) 2,3,7 . Let c _{SzTr} denote the constant of proportionality of the (nl)^{2/3 term.
Edit intent: fluency
Original:  It is well known that I(n,l) = \Theta( (nl)^{2/3 + n + l) 2,3,7 . Let C _{SzTr} denote the  constant of proportionality of the (nl)^{2/3 term.
Revised:  It is well known that I(n,l) = \Theta( (nl)^{2/3 + n + l) 2,3,7 . Let C _{SzTr} denote the lower bound on the constant of proportionality of the (nl)^{2/3 term.
Edit intent: clarity
Original:  It is well known that I(n,l) = \Theta( (nl)^{2/3 + n + l) 2,3,7 . Let C _{SzTr} denote the  constant of proportionality of the (nl)^{2/3 term.
Revised:  It is well known that I(n,l) = \Theta( (nl)^{2/3 + n + l) 2,3,7 . Let C _{SzTr} denote the constant of proportionality of the n^{2/3 term.
Edit intent: clarity
Original:  With a slight modification of Elekes' construction, we show that it can give a better lower bound of C _{SzTr} \ge 1, i.e., I(n,l) \ge (nl)^{2/3 . Furthermore, we analyze a different construction given by %DIFDELCMD < \erdos [%%% 3 } , and show its constant of proportionality to be even better, C _{\mathrm{SzTr}} \ge 3/(2^{1/3}\pi^{2/3}) = 1.11.
Revised:  With a slight modification of Elekes' construction, we show that it can give a better lower bound of c _{SzTr} \ge 1, i.e., I(n,l) \ge (nl)^{2/3 . Furthermore, we analyze a different construction given by %DIFDELCMD < \erdos [%%% 3 } , and show its constant of proportionality to be even better, C _{\mathrm{SzTr}} \ge 3/(2^{1/3}\pi^{2/3}) = 1.11.
Edit intent: fluency
Original:  With a slight modification of Elekes' construction, we show that it can give a better lower bound of C _{SzTr} \ge 1, i.e., I(n,l) \ge (nl)^{2/3 . Furthermore, we analyze a different construction given by %DIFDELCMD < \erdos [%%% 3 } , and show its constant of proportionality to be even better, C _{\mathrm{SzTr}} \ge 3/(2^{1/3}\pi^{2/3}) = 1.11.
Revised:  With a slight modification of Elekes' construction, we show that it can give a better lower bound of C _{SzTr} \ge 1, i.e., I(n,l) \ge n^{2/3 . Furthermore, we analyze a different construction given by %DIFDELCMD < \erdos [%%% 3 } , and show its constant of proportionality to be even better, C _{\mathrm{SzTr}} \ge 3/(2^{1/3}\pi^{2/3}) = 1.11.
Edit intent: clarity
Original:  With a slight modification of Elekes' construction, we show that it can give a better lower bound of C _{SzTr} \ge 1, i.e., I(n,l) \ge (nl)^{2/3 . Furthermore, we analyze a different construction given by %DIFDELCMD < \erdos [%%% 3 } , and show its constant of proportionality to be even better, C _{\mathrm{SzTr}} \ge 3/(2^{1/3}\pi^{2/3}) = 1.11.
Revised:  With a slight modification of Elekes' construction, we show that it can give a better lower bound of C _{SzTr} \ge 1, i.e., I(n,l) \ge (nl)^{2/3 . Furthermore, we analyze a different construction given by %DIFDELCMD < \erdos [%%% Erd } , and show its constant of proportionality to be even better, C _{\mathrm{SzTr}} \ge 3/(2^{1/3}\pi^{2/3}) = 1.11.
Edit intent: fluency
Original:  With a slight modification of Elekes' construction, we show that it can give a better lower bound of C _{SzTr} \ge 1, i.e., I(n,l) \ge (nl)^{2/3 . Furthermore, we analyze a different construction given by %DIFDELCMD < \erdos [%%% 3 } , and show its constant of proportionality to be even better, C _{\mathrm{SzTr}} \ge 3/(2^{1/3}\pi^{2/3}) = 1.11.
Revised:  With a slight modification of Elekes' construction, we show that it can give a better lower bound of C _{SzTr} \ge 1, i.e., I(n,l) \ge (nl)^{2/3 . Furthermore, we analyze a different construction given by %DIFDELCMD < \erdos [%%% 3 \H o} , and show its constant of proportionality to be even better, C _{\mathrm{SzTr}} \ge 3/(2^{1/3}\pi^{2/3}) = 1.11.
Edit intent: meaning-changed
Original:  With a slight modification of Elekes' construction, we show that it can give a better lower bound of C _{SzTr} \ge 1, i.e., I(n,l) \ge (nl)^{2/3 . Furthermore, we analyze a different construction given by %DIFDELCMD < \erdos [%%% 3 } , and show its constant of proportionality to be even better, C _{\mathrm{SzTr}} \ge 3/(2^{1/3}\pi^{2/3}) = 1.11.
Revised:  With a slight modification of Elekes' construction, we show that it can give a better lower bound of C _{SzTr} \ge 1, i.e., I(n,l) \ge (nl)^{2/3 . Furthermore, we analyze a different construction given by %DIFDELCMD < \erdos [%%% 3 }s , and show its constant of proportionality to be even better, C _{\mathrm{SzTr}} \ge 3/(2^{1/3}\pi^{2/3}) = 1.11.
Edit intent: coherence
Original:  With a slight modification of Elekes' construction, we show that it can give a better lower bound of C _{SzTr} \ge 1, i.e., I(n,l) \ge (nl)^{2/3 . Furthermore, we analyze a different construction given by %DIFDELCMD < \erdos [%%% 3 } , and show its constant of proportionality to be even better, C _{\mathrm{SzTr}} \ge 3/(2^{1/3}\pi^{2/3}) = 1.11.
Revised:  With a slight modification of Elekes' construction, we show that it can give a better lower bound of C _{SzTr} \ge 1, i.e., I(n,l) \ge (nl)^{2/3 . Furthermore, we analyze a different construction given by %DIFDELCMD < \erdos [%%% 3 } , and show its constant of proportionality to be even better, c _{\mathrm{SzTr}} \ge 3/(2^{1/3}\pi^{2/3}) = 1.11.
Edit intent: fluency
Original:  With a slight modification of Elekes' construction, we show that it can give a better lower bound of C _{SzTr} \ge 1, i.e., I(n,l) \ge (nl)^{2/3 . Furthermore, we analyze a different construction given by %DIFDELCMD < \erdos [%%% 3 } , and show its constant of proportionality to be even better, C _{\mathrm{SzTr}} \ge 3/(2^{1/3}\pi^{2/3}) = 1.11.
Revised:  With a slight modification of Elekes' construction, we show that it can give a better lower bound of C _{SzTr} \ge 1, i.e., I(n,l) \ge (nl)^{2/3 . Furthermore, we analyze a different construction given by %DIFDELCMD < \erdos [%%% 3 } , and show its constant of proportionality to be even better, C _{\mathrm{SzTr}} \ge 3/(2^{1/3}\pi^{2/3}) \approx 1.11.
Edit intent: clarity
Original: The paradox of the energy transition is that , because of the low marginal costs of new renewable energy sources (RES) , it drags electricity prices down and discourages investments in flexible productions that are needed to compensate for the lack of dispatchability of the new RES - the energy transition discourages the investments that are required for its own harmonious expansion.
Revised: The paradox of the energy transition is that the low marginal costs of new renewable energy sources (RES) , it drags electricity prices down and discourages investments in flexible productions that are needed to compensate for the lack of dispatchability of the new RES - the energy transition discourages the investments that are required for its own harmonious expansion.
Edit intent: coherence
Original: The paradox of the energy transition is that , because of the low marginal costs of new renewable energy sources (RES) , it drags electricity prices down and discourages investments in flexible productions that are needed to compensate for the lack of dispatchability of the new RES - the energy transition discourages the investments that are required for its own harmonious expansion.
Revised: The paradox of the energy transition is that , because of the low marginal costs of new renewable energy sources (RES) drag electricity prices down and discourages investments in flexible productions that are needed to compensate for the lack of dispatchability of the new RES - the energy transition discourages the investments that are required for its own harmonious expansion.
Edit intent: coherence
Original: The paradox of the energy transition is that , because of the low marginal costs of new renewable energy sources (RES) , it drags electricity prices down and discourages investments in flexible productions that are needed to compensate for the lack of dispatchability of the new RES - the energy transition discourages the investments that are required for its own harmonious expansion.
Revised: The paradox of the energy transition is that , because of the low marginal costs of new renewable energy sources (RES) , it drags electricity prices down and discourage investments in flexible productions that are needed to compensate for the lack of dispatchability of the new RES - the energy transition discourages the investments that are required for its own harmonious expansion.
Edit intent: fluency
Original: The paradox of the energy transition is that , because of the low marginal costs of new renewable energy sources (RES) , it drags electricity prices down and discourages investments in flexible productions that are needed to compensate for the lack of dispatchability of the new RES - the energy transition discourages the investments that are required for its own harmonious expansion.
Revised: The paradox of the energy transition is that , because of the low marginal costs of new renewable energy sources (RES) , it drags electricity prices down and discourages investments in flexible productions that are needed to compensate for the lack of dispatchability of the new RES . The energy transition thus discourages the investments that are required for its own harmonious expansion.
Edit intent: coherence
Original:  To investigate how this paradox can be overcome, we argue that  future electricity prices can be accurately modeled from the residual load obtained by subtracting the sum of inflexible productions from the load.
Revised:  To investigate how this paradox can be overcome, we argue that , under certain assumptions, future electricity prices can be accurately modeled from the residual load obtained by subtracting the sum of inflexible productions from the load.
Edit intent: meaning-changed
Original:  We find that flexible productions will be financially rewarded better and sooner if the energy transition proceeds faster but at more or less constant total production, i.e. by reducing the production of thermal power plants at the same rate as the production of RES increases.
Revised:  We find that , if neither carbon taxes nor fuel prices change, flexible productions would be financially rewarded better and sooner if the energy transition proceeds faster but at more or less constant total production, i.e. by reducing the production of thermal power plants at the same rate as the production of RES increases.
Edit intent: meaning-changed
Original:  We find that flexible productions will be financially rewarded better and sooner if the energy transition proceeds faster but at more or less constant total production, i.e. by reducing the production of thermal power plants at the same rate as the production of RES increases.
Revised:  We find that flexible productions will be financially rewarded better and sooner if the energy transition proceeds faster but at more or less constant total production, i.e. by reducing the production of thermal power plants at the same rate as the RES production increases.
Edit intent: clarity
Original: From analyzing energy-efficient management of data centers, this paper proposes and develops a class of interesting {\it Group-Server Queues}, and establishes two representative group-server queues through loss networks and impatient customers, respectively.
Revised: By analyzing energy-efficient management of data centers, this paper proposes and develops a class of interesting {\it Group-Server Queues}, and establishes two representative group-server queues through loss networks and impatient customers, respectively.
Edit intent: fluency
Original:  This leads to that the large-scale service system  is divided into several adaptive and URLanizing subsystems through scheduling of batch customers and various service resources, which makes that the middle layer of this service system can more effectively be managed and strengthened under a dynamically , real-time and even reward  framework.
Revised:  This leads to the large-scale service system is divided into several adaptive and URLanizing subsystems through scheduling of batch customers and various service resources, which makes that the middle layer of this service system can more effectively be managed and strengthened under a dynamically , real-time and even reward framework.
Edit intent: fluency
Original:  This leads to that the large-scale service system  is divided into several adaptive and URLanizing subsystems through scheduling of batch customers and various service resources, which makes that the middle layer of this service system can more effectively be managed and strengthened under a dynamically , real-time and even reward  framework.
Revised:  This leads to that the large-scale service system that is divided into several adaptive and URLanizing subsystems through scheduling of batch customers and various service resources, which makes that the middle layer of this service system can more effectively be managed and strengthened under a dynamically , real-time and even reward framework.
Edit intent: fluency
Original:  This leads to that the large-scale service system  is divided into several adaptive and URLanizing subsystems through scheduling of batch customers and various service resources, which makes that the middle layer of this service system can more effectively be managed and strengthened under a dynamically , real-time and even reward  framework.
Revised:  This leads to that the large-scale service system is divided into several adaptive and URLanizing subsystems through scheduling of batch customers and regrouping of service resources, which makes that the middle layer of this service system can more effectively be managed and strengthened under a dynamically , real-time and even reward framework.
Edit intent: clarity
Original:  This leads to that the large-scale service system  is divided into several adaptive and URLanizing subsystems through scheduling of batch customers and various service resources, which makes that the middle layer of this service system can more effectively be managed and strengthened under a dynamically , real-time and even reward  framework.
Revised:  This leads to that the large-scale service system is divided into several adaptive and URLanizing subsystems through scheduling of batch customers and various service resources, which make the middle layer of this service system can more effectively be managed and strengthened under a dynamically , real-time and even reward framework.
Edit intent: fluency
Original:  This leads to that the large-scale service system  is divided into several adaptive and URLanizing subsystems through scheduling of batch customers and various service resources, which makes that the middle layer of this service system can more effectively be managed and strengthened under a dynamically , real-time and even reward  framework.
Revised:  This leads to that the large-scale service system is divided into several adaptive and URLanizing subsystems through scheduling of batch customers and various service resources, which makes that the middle layer of this service system more effectively managed and strengthened under a dynamically , real-time and even reward framework.
Edit intent: clarity
Original:  This leads to that the large-scale service system  is divided into several adaptive and URLanizing subsystems through scheduling of batch customers and various service resources, which makes that the middle layer of this service system can more effectively be managed and strengthened under a dynamically , real-time and even reward  framework.
Revised:  This leads to that the large-scale service system is divided into several adaptive and URLanizing subsystems through scheduling of batch customers and various service resources, which makes that the middle layer of this service system can more effectively be managed and strengthened under a dynamic , real-time and even reward framework.
Edit intent: fluency
Original:  This leads to that the large-scale service system  is divided into several adaptive and URLanizing subsystems through scheduling of batch customers and various service resources, which makes that the middle layer of this service system can more effectively be managed and strengthened under a dynamically , real-time and even reward  framework.
Revised:  This leads to that the large-scale service system is divided into several adaptive and URLanizing subsystems through scheduling of batch customers and various service resources, which makes that the middle layer of this service system can more effectively be managed and strengthened under a dynamically , real-time and even reward optimal framework.
Edit intent: meaning-changed
Original:  Therefore, not only is analysis of group-server queues  regarded as a new interesting research direction, but it also exists many theoretic challenging , basic difficulties and open problems in the area of queueing networks.
Revised:  Therefore, not only is analysis of group-server queues is regarded as a new interesting research direction, but it also exists many theoretic challenging , basic difficulties and open problems in the area of queueing networks.
Edit intent: meaning-changed
Original:  Therefore, not only is analysis of group-server queues  regarded as a new interesting research direction, but it also exists many theoretic challenging , basic difficulties and open problems in the area of queueing networks.
Revised:  Therefore, not only is analysis of group-server queues regarded as a new interesting research direction, but there also exists many theoretic challenging , basic difficulties and open problems in the area of queueing networks.
Edit intent: fluency
Original:  In this paper, we  propose a new OS-level abstraction, namely Deterministic Memory, to define memory regions that are specially handled by the OS and the hardware to exhibit strong real-time guarantees .
Revised:  In this paper, we make a case that a fundamental problem that prevents efficient and predictable real-time com- puting on multicore is the lack of a proper memory abstraction to express memory criticality, which cuts across various layers of the system: the application, OS, and hardware. We therefore propose a new OS-level abstraction, namely Deterministic Memory, to define memory regions that are specially handled by the OS and the hardware to exhibit strong real-time guarantees .
Edit intent: meaning-changed