wanyu/IteraTeR_full_sent huggingface dataset:
Original:  In this paper we perform a thorough analysis of a sparse-lattice LBM implementation on the Intel Sandy Bridge processor. Starting from a single-core performance model we can describe the intra-chip saturation characteristics of the code and its optimal operating point in terms of energy to solution as a function of the propagation method, the clock frequency, and the SIMD vectorization.
Revised:  In this paper we perform a thorough analysis of a sparse-lattice LBM implementation for complex geometries. Using a single-core performance model we can describe the intra-chip saturation characteristics of the code and its optimal operating point in terms of energy to solution as a function of the propagation method, the clock frequency, and the SIMD vectorization.
Edit intent: meaning-changed
Original:  Starting from a single-core performance model we can describe the intra-chip saturation characteristics of the code and its optimal operating point in terms of energy to solution as a function of the propagation method, the clock frequency, and the SIMD vectorization.
Revised:  Starting from a single-core performance model , we predict the intra-chip saturation characteristics of the code and its optimal operating point in terms of energy to solution as a function of the propagation method, the clock frequency, and the SIMD vectorization.
Edit intent: clarity
Original:  Starting from a single-core performance model we can describe the intra-chip saturation characteristics of the code and its optimal operating point in terms of energy to solution as a function of the propagation method, the clock frequency, and the SIMD vectorization.
Revised:  Starting from a single-core performance model we can describe the intra-chip saturation characteristics and the optimal operating point in terms of energy to solution as a function of the propagation method, the clock frequency, and the SIMD vectorization.
Edit intent: clarity
Original:  Starting from a single-core performance model we can describe the intra-chip saturation characteristics of the code and its optimal operating point in terms of energy to solution as a function of the propagation method, the clock frequency, and the SIMD vectorization.
Revised:  Starting from a single-core performance model we can describe the intra-chip saturation characteristics of the code and its optimal operating point in terms of energy to solution as a function of implementation details, clock frequency, and the SIMD vectorization.
Edit intent: clarity
Original:  Starting from a single-core performance model we can describe the intra-chip saturation characteristics of the code and its optimal operating point in terms of energy to solution as a function of the propagation method, the clock frequency, and the SIMD vectorization. We then show how these findings may be extrapolated to the massively parallel level on a petascale-class machine, and quantify the energy-saving potential of various optimizations. We find that high single-core performance and a correct choice of the number of cores used on the chip are the essential factors for lowest energy to solution with minimal loss of performance .
Revised:  Starting from a single-core performance model we can describe the intra-chip saturation characteristics of the code and its optimal operating point in terms of energy to solution as a function of the propagation method, the clock frequency, vectorization, and number of active cores per chip. We show that high single-core performance and a correct choice of the number of cores used on the chip are the essential factors for lowest energy to solution with minimal loss of performance .
Edit intent: clarity
Original:  We find that high single-core performance and a correct choice of the number of cores used on the chip are the essential factors for lowest energy to solution with minimal loss of performance . In the highly parallel case, these guidelines are found to be even more important for fixing the optimal performance-energy operating point , especially when taking the system's baseline power consumption and the MPI communication characteristics into account.
Revised:  We find that high single-core performance and a correct choice of the number of cores used on the chip are the essential factors for lowest energy to solution at minimal performance degradation. Then we extrapolate to the MPI-parallel level and quantify the energy-saving potential of various optimizations and execution modes, where we find these guidelines to be even more important for fixing the optimal performance-energy operating point , especially when taking the system's baseline power consumption and the MPI communication characteristics into account.
Edit intent: meaning-changed
Original:  In the highly parallel case, these guidelines are found to be even more important for fixing the optimal performance-energy operating point , especially when taking the system's baseline power consumption and the MPI communication characteristics into account. Simplistic measures often applied by users and computing centers, such as setting a low clock speed for memory-bound applications, have limited impact .
Revised:  In the highly parallel case, these guidelines are found to be even more important for fixing the optimal performance-energy operating point , especially when communication overhead is non-negligible. In our setup we could achieve energy savings of 35\% in this case, compared to a naive approach. We also demonstrate that a simple non-reflective reduction of the clock speed leaves most of the energy saving potential unused .
Edit intent: meaning-changed
Original: An on-going debate in the energy economics and power market community has raised the question if energy-only power markets are increasingly failing due to growing in-feed shares from subsidized renewable energy sources (RES) . The short answer to this is:
Revised: An on-going debate in the energy economics and power market community has raised the question if energy-only power markets are increasingly failing due to growing in-feed shares from subsidized RES . The short answer to this is:
Edit intent: clarity
Original:  No , they are not failing ! Energy-based power markets are, however, facing several market distortions, namely from the gap between the electricity volume traded at spot markets versus the overall electricity consumption as well as the (wrong) regulatory assumption that variable RES generation, i.e., wind and PV,  have zero marginal operation costs.
Revised:  no , they are not failing ! Energy-based power markets are, however, facing several market distortions, namely from the gap between the electricity volume traded at spot markets versus the overall electricity consumption as well as the (wrong) regulatory assumption that variable RES generation, i.e., wind and PV, have zero marginal operation costs.
Edit intent: fluency
Original:  No , they are not failing ! Energy-based power markets are, however, facing several market distortions, namely from the gap between the electricity volume traded at spot markets versus the overall electricity consumption as well as the (wrong) regulatory assumption that variable RES generation, i.e., wind and PV,  have zero marginal operation costs.
Revised:  No , they are not failing . Energy-based power markets are, however, facing several market distortions, namely from the gap between the electricity volume traded at spot markets versus the overall electricity consumption as well as the (wrong) regulatory assumption that variable RES generation, i.e., wind and PV, have zero marginal operation costs.
Edit intent: fluency
Original:  No , they are not failing ! Energy-based power markets are, however, facing several market distortions, namely from the gap between the electricity volume traded at spot markets versus the overall electricity consumption as well as the (wrong) regulatory assumption that variable RES generation, i.e., wind and PV,  have zero marginal operation costs.
Revised:  No , they are not failing ! Energy-based power markets are, however, facing several market distortions, namely from the gap between the electricity volume traded at spot markets versus the overall electricity consumption as well as the (wrong) regulatory assumption that variable RES generation, i.e., wind and PV, truly have zero marginal operation costs.
Edit intent: clarity
Original:  This paper shows that both effects overamplify the well-known merit-order effect of RES power in-feed beyond a level that can still be explained by the underlying physical realities .
Revised:  This paper shows that both effects overamplify the well-known merit-order effect of RES power in-feed beyond a level that can still be explained by the underlying physical realities , i.e., thermal power plants being willing to accept negative electricity prices to be able to stay online due to considerations of wear
Edit intent: meaning-changed
Original:   In this paper we analyze the current situation of wind and photovoltaic (PV ) power in-feed in the German electric power system and their effect on the spot market \approx20 .
Revised:  tear and start-stop constraints. In this paper we analyze the current situation of wind and photovoltaic (PV ) power in-feed in the German electric power system and their effect on the spot market \approx20 .
Edit intent: meaning-changed
Original:   In this paper we analyze the current situation of wind and photovoltaic (PV ) power in-feed in the German electric power system and their effect on the spot market \approx20 .
Revised:  In this paper we analyze the current situation of wind and photovoltaic (PV ) power in-feed in the German electric power system and their effect on the spot market for a region that is already today experiencing significant FIT-subsidized RES power in-feed (\approx20 .
Edit intent: meaning-changed
Original:   In this paper we analyze the current situation of wind and photovoltaic (PV ) power in-feed in the German electric power system and their effect on the spot market \approx20 .
Revised:  In this paper we analyze the current situation of wind and photovoltaic (PV ) power in-feed in the German electric power system and their effect on the spot market \approx20\%), the German-Austrian market zone of the EPEX .
Edit intent: meaning-changed
Original:  Furthermore, a spot market analysis based on the assumption that renewable energy sources (RES ) units have to feed-in with their assumed true marginal costs, i.e., operation and maintenance costs, is performed.
Revised:  Furthermore, a spot market analysis based on the assumption that renewable energy sources (RES ) units have to feed-in with their assumed true marginal costs, i.e., operation , maintenance and balancing costs, is performed.
Edit intent: clarity
Original:  Our combined analysis results show that, if the necessary regulatory adaptations are taken, i.e., significantly increasing the spot market's share of overall load demand and using  true marginal costs of RES units in the merit-order, energy-based power markets can remain functional despite very high RES power in-feed.
Revised:  Our analysis results show that, if the necessary regulatory adaptations are taken, i.e., significantly increasing the spot market's share of overall load demand and using true marginal costs of RES units in the merit-order, energy-based power markets can remain functional despite very high RES power in-feed.
Edit intent: clarity
Original:  Our combined analysis results show that, if the necessary regulatory adaptations are taken, i.e., significantly increasing the spot market's share of overall load demand and using  true marginal costs of RES units in the merit-order, energy-based power markets can remain functional despite very high RES power in-feed.
Revised:  Our combined analysis results show that, if the necessary regulatory adaptations are taken, i.e., increasing the spot market's share of overall load demand and using true marginal costs of RES units in the merit-order, energy-based power markets can remain functional despite very high RES power in-feed.
Edit intent: clarity
Original:  Our combined analysis results show that, if the necessary regulatory adaptations are taken, i.e., significantly increasing the spot market's share of overall load demand and using  true marginal costs of RES units in the merit-order, energy-based power markets can remain functional despite very high RES power in-feed.
Revised:  Our combined analysis results show that, if the necessary regulatory adaptations are taken, i.e., significantly increasing the spot market's share of overall load demand and using the true marginal costs of RES units in the merit-order, energy-based power markets can remain functional despite very high RES power in-feed.
Edit intent: fluency
Original:  Our combined analysis results show that, if the necessary regulatory adaptations are taken, i.e., significantly increasing the spot market's share of overall load demand and using  true marginal costs of RES units in the merit-order, energy-based power markets can remain functional despite very high RES power in-feed.
Revised:  Our combined analysis results show that, if the necessary regulatory adaptations are taken, i.e., significantly increasing the spot market's share of overall load demand and using true marginal costs of RES units in the merit-order, energy-based power markets can remain functional despite high RES power in-feed.
Edit intent: clarity
Original:  For that, we perform an exhaustive computational screening of synthetic lethal reaction pairs in Escherichia coli in  minimal medium and  find that synthetic lethals divide in two different groups depending on whether the synthetic lethal interaction works as a back up or as a parallel use mechanism, the first corresponding to essential plasticity and the second to essential redundancy.
Revised:  We perform an exhaustive computational screening of synthetic lethal reaction pairs in Escherichia coli in minimal medium and find that synthetic lethals divide in two different groups depending on whether the synthetic lethal interaction works as a back up or as a parallel use mechanism, the first corresponding to essential plasticity and the second to essential redundancy.
Edit intent: coherence
Original:  For that, we perform an exhaustive computational screening of synthetic lethal reaction pairs in Escherichia coli in  minimal medium and  find that synthetic lethals divide in two different groups depending on whether the synthetic lethal interaction works as a back up or as a parallel use mechanism, the first corresponding to essential plasticity and the second to essential redundancy.
Revised:  For that, we perform an exhaustive computational screening of synthetic lethal reaction pairs in Escherichia coli in a minimal medium and find that synthetic lethals divide in two different groups depending on whether the synthetic lethal interaction works as a back up or as a parallel use mechanism, the first corresponding to essential plasticity and the second to essential redundancy.
Edit intent: fluency
Original:  For that, we perform an exhaustive computational screening of synthetic lethal reaction pairs in Escherichia coli in  minimal medium and  find that synthetic lethals divide in two different groups depending on whether the synthetic lethal interaction works as a back up or as a parallel use mechanism, the first corresponding to essential plasticity and the second to essential redundancy.
Revised:  For that, we perform an exhaustive computational screening of synthetic lethal reaction pairs in Escherichia coli in minimal medium and we find that synthetic lethals divide in two different groups depending on whether the synthetic lethal interaction works as a back up or as a parallel use mechanism, the first corresponding to essential plasticity and the second to essential redundancy.
Edit intent: fluency
Original:  For that, we perform an exhaustive computational screening of synthetic lethal reaction pairs in Escherichia coli in  minimal medium and  find that synthetic lethals divide in two different groups depending on whether the synthetic lethal interaction works as a back up or as a parallel use mechanism, the first corresponding to essential plasticity and the second to essential redundancy.
Revised:  For that, we perform an exhaustive computational screening of synthetic lethal reaction pairs in Escherichia coli in minimal medium and find that synthetic lethal pairs divide in two different groups depending on whether the synthetic lethal interaction works as a back up or as a parallel use mechanism, the first corresponding to essential plasticity and the second to essential redundancy.
Edit intent: fluency
Original:  For that, we perform an exhaustive computational screening of synthetic lethal reaction pairs in Escherichia coli in  minimal medium and  find that synthetic lethals divide in two different groups depending on whether the synthetic lethal interaction works as a back up or as a parallel use mechanism, the first corresponding to essential plasticity and the second to essential redundancy.
Revised:  For that, we perform an exhaustive computational screening of synthetic lethal reaction pairs in Escherichia coli in minimal medium and find that synthetic lethals divide in two different groups depending on whether the synthetic lethal interaction works as a backup or as a parallel use mechanism, the first corresponding to essential plasticity and the second to essential redundancy.
Edit intent: fluency
Original:  In contrast, essential plasticity, the dominant class, tends to be inter-pathway but concentrated and unveils Cell Envelope Biosynthesis as an essential backup to Membrane Lipid Metabolism.
Revised:  In contrast, essential plasticity, the dominant class, tends to be inter-pathway but strongly localized and unveils Cell Envelope Biosynthesis as an essential backup to Membrane Lipid Metabolism.
Edit intent: meaning-changed
Original:  When comparing E. coli and Mycoplasma pneumoniae, we find that the metabolic networks of the URLanisms exhibit opposite relationships between the relative importance of plasticity and redundancy , consistent with the conjecture that plasticity is a more sophisticated mechanism that requires a more URLanization.
Revised:  When comparing E. coli and Mycoplasma pneumoniae, we find that the metabolic networks of the URLanisms exhibit a large difference in the relative importance of plasticity and redundancy , consistent with the conjecture that plasticity is a more sophisticated mechanism that requires a more URLanization.
Edit intent: clarity
Original:  When comparing E. coli and Mycoplasma pneumoniae, we find that the metabolic networks of the URLanisms exhibit opposite relationships between the relative importance of plasticity and redundancy , consistent with the conjecture that plasticity is a more sophisticated mechanism that requires a more URLanization.
Revised:  When comparing E. coli and Mycoplasma pneumoniae, we find that the metabolic networks of the URLanisms exhibit opposite relationships between the relative importance of plasticity and redundancy which is consistent with the conjecture that plasticity is a more sophisticated mechanism that requires a more URLanization.
Edit intent: coherence
Original:  When comparing E. coli and Mycoplasma pneumoniae, we find that the metabolic networks of the URLanisms exhibit opposite relationships between the relative importance of plasticity and redundancy , consistent with the conjecture that plasticity is a more sophisticated mechanism that requires a more URLanization.
Revised:  When comparing E. coli and Mycoplasma pneumoniae, we find that the metabolic networks of the URLanisms exhibit opposite relationships between the relative importance of plasticity and redundancy , consistent with the conjecture that plasticity is a sophisticated mechanism that requires a more URLanization.
Edit intent: fluency
Original:  When comparing E. coli and Mycoplasma pneumoniae, we find that the metabolic networks of the URLanisms exhibit opposite relationships between the relative importance of plasticity and redundancy , consistent with the conjecture that plasticity is a more sophisticated mechanism that requires a more URLanization.
Revised:  When comparing E. coli and Mycoplasma pneumoniae, we find that the metabolic networks of the URLanisms exhibit opposite relationships between the relative importance of plasticity and redundancy , consistent with the conjecture that plasticity is a more sophisticated mechanism that requires a URLanization.
Edit intent: fluency
Original:  We find that synthetic lethal interactions and their classification in plasticity and redundancy are basically insensitive to minimal medium composition, and are highly conserved even when the environment is enriched with nonessential compounds or overconstrained to decrease maximum biomass formation.
Revised:  We find that synthetic lethal interactions and their classification in plasticity and redundancy are basically insensitive to medium composition, and are highly conserved even when the environment is enriched with nonessential compounds or overconstrained to decrease maximum biomass formation.
Edit intent: clarity
Original: The heat URLanizing protein (Hop) is important in modulating the activity and co-interaction of two chaperones: heat shock protein 90 and 70  ( Hsp90 and Hsp70  ).
Revised: The heat URLanizing protein (Hop) is important in modulating the activity and co-interaction of two chaperones: heat shock protein 70 ( Hsp90 and Hsp70 ).
Edit intent: clarity
Original: The heat URLanizing protein (Hop) is important in modulating the activity and co-interaction of two chaperones: heat shock protein 90 and 70  ( Hsp90 and Hsp70  ).
Revised: The heat URLanizing protein (Hop) is important in modulating the activity and co-interaction of two chaperones: heat shock protein 90 and 70 and 90 ( Hsp90 and Hsp70 ).
Edit intent: meaning-changed
Original: The heat URLanizing protein (Hop) is important in modulating the activity and co-interaction of two chaperones: heat shock protein 90 and 70  ( Hsp90 and Hsp70  ).
Revised: The heat URLanizing protein (Hop) is important in modulating the activity and co-interaction of two chaperones: heat shock protein 90 and 70 ( Hsp70 ).
Edit intent: clarity
Original: The heat URLanizing protein (Hop) is important in modulating the activity and co-interaction of two chaperones: heat shock protein 90 and 70  ( Hsp90 and Hsp70  ).
Revised: The heat URLanizing protein (Hop) is important in modulating the activity and co-interaction of two chaperones: heat shock protein 90 and 70 ( Hsp90 and Hsp70 and Hsp90 ).
Edit intent: meaning-changed
Original:  Recent research suggests that Plasmodium falciparum Hop (PfHop), PfHsp90 and PfHsp70  form a complex in the trophozoite infective stage.
Revised:  Recent research suggested that Plasmodium falciparum Hop (PfHop), PfHsp90 and PfHsp70 form a complex in the trophozoite infective stage.
Edit intent: fluency
Original:  Recent research suggests that Plasmodium falciparum Hop (PfHop), PfHsp90 and PfHsp70  form a complex in the trophozoite infective stage.
Revised:  Recent research suggests that Plasmodium falciparum Hop (PfHop), PfHsp90 and PfHsp70 and PfHsp90 form a complex in the trophozoite infective stage.
Edit intent: meaning-changed
Original:   Homology modeling of PfHop , and of human Hop (HsHop ) in complex with its own cytosolic Hsp90 and Hsp70 C-terminal peptide partners , indicated high conservation of the Hop concave TPR sites bound to the C-terminal motifs of partner proteins.
Revised:  Differences between human Hop (HsHop) and PfHop were identified by motif analysis. Homology modeling of PfHop , and of human Hop (HsHop ) in complex with its own cytosolic Hsp90 and Hsp70 C-terminal peptide partners , indicated high conservation of the Hop concave TPR sites bound to the C-terminal motifs of partner proteins.
Edit intent: meaning-changed