wanyu/IteraTeR_v2 huggingface dataset:
Original:  Further, because of incentives for novelty over replication, published false results then persist in the literature unchallenged .
Revised:  Further, because of incentives for novelty over replication, false results persist in the literature unchallenged .
Edit intent: clarity
Original:  Previous suggestions to address the problem are not likely to be effective.
Revised:  Previous suggestions to address this problem are unlikely to be effective.
Edit intent: clarity
Original:  For example, journals for negative results and raising publishing standards will not work because they do not realign incentives .
Revised:  For example, a journal of negative results publishes otherwise unpublishable reports. This enshrines the low status of the journal and its content .
Edit intent: clarity
Original:  The persistence of false results can be reduced with strategies that make the ultimate, abstract motivation - getting it right - competitive with the shorter-term, concrete incentive - getting it published.
Revised:  The persistence of false findings can be meliorated with strategies that make the ultimate, abstract motivation - getting it right - competitive with the shorter-term, concrete incentive - getting it published.
Edit intent: clarity
Original:  The persistence of false results can be reduced with strategies that make the ultimate, abstract motivation - getting it right - competitive with the shorter-term, concrete incentive - getting it published.
Revised:  The persistence of false results can be reduced with strategies that make the fundamental but abstract accuracy motive - getting it right - competitive with the shorter-term, concrete incentive - getting it published.
Edit intent: clarity
Original:  The persistence of false results can be reduced with strategies that make the ultimate, abstract motivation - getting it right - competitive with the shorter-term, concrete incentive - getting it published.
Revised:  The persistence of false results can be reduced with strategies that make the ultimate, abstract motivation - getting it right - competitive with the more tangible and concrete incentive - getting it published.
Edit intent: clarity
Original:  Recently, some studies started to unveil the richness of interactions that occur between groups of nodes when we look at the small scale of interactions occurring in the network .
Revised:  Recently, some studies started to unveil the wealthy of interactions that occur between groups of nodes when we look at the small scale of interactions occurring in the network .
Edit intent: fluency
Original:  Recently, some studies started to unveil the richness of interactions that occur between groups of nodes when we look at the small scale of interactions occurring in the network .
Revised:  Recently, some studies started to unveil the richness of interactions that occur between groups of nodes when looking at the small scale of interactions occurring in the network .
Edit intent: clarity
Original:  Recently, some studies started to unveil the richness of interactions that occur between groups of nodes when we look at the small scale of interactions occurring in the network .
Revised:  Recently, some studies started to unveil the richness of interactions that occur between groups of nodes when we look at the small scale of interactions taking place in complex networks .
Edit intent: clarity
Original:  Such findings call for a new systematic methodology to quantify, at node level, how a dynamics is being influenced (or differentiated) by the structure of the underlying system.
Revised:  Such findings claim for a new systematic methodology to quantify, at node level, how a dynamics is being influenced (or differentiated) by the structure of the underlying system.
Edit intent: clarity
Original:  Here we present a first step towards this direction, in which we define a new measurement that, based on dynamical characteristics obtained for a large set of initial conditions, compares the dynamical behavior of the nodes present in the system.
Revised:  Here we define a new measurement that, based on dynamical characteristics obtained for a large set of initial conditions, compares the dynamical behavior of the nodes present in the system.
Edit intent: coherence
Original:  Here we present a first step towards this direction, in which we define a new measurement that, based on dynamical characteristics obtained for a large set of initial conditions, compares the dynamical behavior of the nodes present in the system.
Revised:  Here we present a first step towards this direction, in which we define a new measure that, based on dynamical characteristics obtained for a large set of initial conditions, compares the dynamical behavior of the nodes present in the system.
Edit intent: fluency
Original:  Through this measurement we find the high capacity of networks, generated by the geographic and Barab\'asi-Albert models , to exhibit groups of nodes with distinct dynamics compared to the rest of the network.
Revised:  Through this measure we find that the geographic and Barab\'asi-Albert models , to exhibit groups of nodes with distinct dynamics compared to the rest of the network.
Edit intent: clarity
Original:  Through this measurement we find the high capacity of networks, generated by the geographic and Barab\'asi-Albert models , to exhibit groups of nodes with distinct dynamics compared to the rest of the network.
Revised:  Through this measurement we find the high capacity of networks, generated by the geographic and Barab\'asi-Albert models have high capacity for generating networks that exhibit groups of nodes with distinct dynamics compared to the rest of the network.
Edit intent: clarity
Original:  We also present a practical application of the methodology by using the neuronal network of the nematode Caenorhabditis elegans , where we show that the interneurons of the ventral cord  presents a very large dynamical differentiation when compared to the rest of  the network.
Revised:  We also present a practical application of the methodology by using the neuronal network of the nematode , where we show that the interneurons of the ventral cord presents a very large dynamical differentiation when compared to the rest of the network.
Edit intent: clarity
Original:  We also present a practical application of the methodology by using the neuronal network of the nematode Caenorhabditis elegans , where we show that the interneurons of the ventral cord  presents a very large dynamical differentiation when compared to the rest of  the network.
Revised:  We also present a practical application of the methodology by using the neuronal network of the nematode Caenorhabditis elegans Caenorhabditis elegans to show that the interneurons of the ventral cord presents a very large dynamical differentiation when compared to the rest of the network.
Edit intent: coherence
Original:  We also present a practical application of the methodology by using the neuronal network of the nematode Caenorhabditis elegans , where we show that the interneurons of the ventral cord  presents a very large dynamical differentiation when compared to the rest of  the network.
Revised:  We also present a practical application of the methodology by using the neuronal network of the nematode Caenorhabditis elegans , where we show that the interneurons of the ventral cord of the nematode presents a very large dynamical differentiation when compared to the rest of the network.
Edit intent: clarity
Original:  We apply this framework to the Autonomous Systems (AS ) topology of the real Internetand show thatit produces meaningful results, identifying  communities of ASs that belong to the same geographic region .
Revised:  We apply this framework to the Autonomous Systems (AS ) topology of the real Internetand show thatit produces meaningful results, identifying soft communities of ASs that belong to the same geographic region .
Edit intent: fluency
Original:  We apply this framework to the Autonomous Systems (AS ) topology of the real Internetand show thatit produces meaningful results, identifying  communities of ASs that belong to the same geographic region .
Revised:  We apply this framework to the Autonomous Systems (AS ) topology of the real Internetand show thatit produces meaningful results, identifying communities of ASs belonging to the same geographic region .
Edit intent: fluency
Original: Network intrusion detection systemsprovide proactive defense against security threats by detecting and blocking attack-related traffic.
Revised: Today by growing network systems, security is a key feature of each network infrastructure. Network Intrusion Detection Systems (IDS) provide defense model for all security threats which are harmful to any network. The IDS could detect and block attack-related traffic.
Edit intent: clarity
Original: Since the discoveryof the differential linear logic (DLL) , it inspired numerous domains.
Revised: Since its discovery, differential linear logic (DLL) , it inspired numerous domains.
Edit intent: fluency
Original: Since the discoveryof the differential linear logic (DLL) , it inspired numerous domains.
Revised: Since the discoveryof the differential linear logic (DLL) inspired numerous domains.
Edit intent: clarity
Original:  In turn, these tools can naturally be translated to  intuitionistic counterpart.
Revised:  In turn, these tools can naturally be translated to their intuitionistic counterpart.
Edit intent: fluency
Original:  By taking the coKleisly category associated to the ! comonade , Rel becomes MRel, a model of the \lambda-calculus that contain \Lcalcul  a notion of differentiation.
Revised:  By taking the co-Kleisly category associated to the ! comonade , Rel becomes MRel, a model of the \lambda-calculus that contain \Lcalcul a notion of differentiation.
Edit intent: fluency
Original:  By taking the coKleisly category associated to the ! comonade , Rel becomes MRel, a model of the \lambda-calculus that contain \Lcalcul  a notion of differentiation.
Revised:  By taking the coKleisly category associated to the ! comonad , Rel becomes MRel, a model of the \lambda-calculus that contain \Lcalcul a notion of differentiation.
Edit intent: fluency
Original:  By taking the coKleisly category associated to the ! comonade , Rel becomes MRel, a model of the \lambda-calculus that contain \Lcalcul  a notion of differentiation.
Revised:  By taking the coKleisly category associated to the ! comonade , Rel becomes MRel, a model of the \Lcalcul a notion of differentiation.
Edit intent: clarity
Original:  By taking the coKleisly category associated to the ! comonade , Rel becomes MRel, a model of the \lambda-calculus that contain \Lcalcul  a notion of differentiation.
Revised:  By taking the coKleisly category associated to the ! comonade , Rel becomes MRel, a model of the \lambda-calculus that contain \Lcalcul that contains a notion of differentiation.
Edit intent: clarity
Original:  And proof nets can be used naturally to extend the \lambda-calculus \Lcalcul into the lambda calculus with resources, a calculus that contains notions of linearity and differentiations.
Revised:  Proof nets can be used naturally to extend the \lambda-calculus \Lcalcul into the lambda calculus with resources, a calculus that contains notions of linearity and differentiations.
Edit intent: coherence
Original:  And proof nets can be used naturally to extend the \lambda-calculus \Lcalcul into the lambda calculus with resources, a calculus that contains notions of linearity and differentiations.
Revised:  And proof nets can be used naturally to extend the \Lcalcul into the lambda calculus with resources, a calculus that contains notions of linearity and differentiations.
Edit intent: clarity
Original:  Of course MRel is a model of the \lambda-calculus \Lcalcul with resources, and it has been proved adequate, but is it fully abstract?
Revised:  Of course MRel is a model of the \Lcalcul with resources, and it has been proved adequate, but is it fully abstract?
Edit intent: clarity
Original:  That was a strong conjecture of Bucciarelli, Carraro, Ehrhard and Manzonetto in 4 . However, in this paper we exhibit a counter-example.
Revised:  That was a strong conjecture of Bucciarelli, Carraro, Ehrhard and Manzonetto 4 . However, in this paper we exhibit a counter-example.
Edit intent: fluency
Original:  That was a strong conjecture of Bucciarelli, Carraro, Ehrhard and Manzonetto in 4 . However, in this paper we exhibit a counter-example.
Revised:  That was a strong conjecture of Bucciarelli, Carraro, Ehrhard and Manzonetto in . However, in this paper we exhibit a counter-example.
Edit intent: coherence
Original:  Moreover, to give more intuition on what it does and to look for more generality, we will use an extension of the resource \lambda-calculus \Lcalcul also introduced by Bucciarelli et al in 4%DIFDELCMD < ] %%% for which M\infty\Minf is fully abstract, the tests.
Revised:  Moreover, to give more intuition on what it does and to look for more generality, we will use an extension of the resource \Lcalcul also introduced by Bucciarelli et al in 4%DIFDELCMD < ] %%% for which M\infty\Minf is fully abstract, the tests.
Edit intent: clarity
Original:  Moreover, to give more intuition on what it does and to look for more generality, we will use an extension of the resource \lambda-calculus \Lcalcul also introduced by Bucciarelli et al in 4%DIFDELCMD < ] %%% for which M\infty\Minf is fully abstract, the tests.
Revised:  Moreover, to give more intuition on what it does and to look for more generality, we will use an extension of the resource \lambda-calculus \Lcalcul also introduced by Bucciarelli et al 4%DIFDELCMD < ] %%% for which M\infty\Minf is fully abstract, the tests.
Edit intent: coherence
Original:  Moreover, to give more intuition on what it does and to look for more generality, we will use an extension of the resource \lambda-calculus \Lcalcul also introduced by Bucciarelli et al in 4%DIFDELCMD < ] %%% for which M\infty\Minf is fully abstract, the tests.
Revised:  Moreover, to give more intuition on what it does and to look for more generality, we will use an extension of the resource \lambda-calculus \Lcalcul also introduced by Bucciarelli et al in %DIFDELCMD < ] %%% for which M\infty\Minf is fully abstract, the tests.
Edit intent: coherence
Original:  Moreover, to give more intuition on what it does and to look for more generality, we will use an extension of the resource \lambda-calculus \Lcalcul also introduced by Bucciarelli et al in 4%DIFDELCMD < ] %%% for which M\infty\Minf is fully abstract, the tests.
Revised:  Moreover, to give more intuition on what it does and to look for more generality, we will use an extension of the resource \lambda-calculus \Lcalcul also introduced by Bucciarelli et al in 4%DIFDELCMD < ] %%% for which\Minf is fully abstract, the tests.
Edit intent: coherence
Original: Information-centric networking approaches attract much attention in the ongoing search for a future communication paradigm of the Internet.
Revised: Information-centric networking proposals attract much attention in the ongoing search for a future communication paradigm of the Internet.
Edit intent: clarity
Original:  Replacing the host-to-host connectivity by a data-oriented publish/subscribe service eases content distribution and authentication by concept, while eliminating all threats from unwanted traffic  .
Revised:  Replacing the host-to-host connectivity by a data-oriented publish/subscribe service eases content distribution and authentication by concept, while eliminating threats from unwanted traffic .
Edit intent: clarity
Original:  However, current proposals to content routing heavily rely on data-driven protocol events and thereby introduce a strong coupling of the control to the data plane in the underlying routing infrastructure.
Revised:  However, current approaches to content routing heavily rely on data-driven protocol events and thereby introduce a strong coupling of the control to the data plane in the underlying routing infrastructure.
Edit intent: clarity
Original:  In this paper, we analyze in theory and practical experiments threats to the stability and performance of the content distribution system  .
Revised:  In this paper, threats to the stability and performance of the content distribution system .
Edit intent: clarity
Original:  In this paper, we analyze in theory and practical experiments threats to the stability and performance of the content distribution system  .
Revised:  In this paper, we analyze in theory and practical experiments threats to the stability and security of the content distribution system .
Edit intent: clarity
Original:  It uses the SMARTS language to find chemically appropriate substructures in structures and is used to prepare input files for the fragment molecular orbital method in the GAMESS program package .
Revised:  FragIt uses the SMARTS language to find chemically appropriate substructures in structures and is used to prepare input files for the fragment molecular orbital method in the GAMESS program package .
Edit intent: fluency
Original:  It uses the SMARTS language to find chemically appropriate substructures in structures and is used to prepare input files for the fragment molecular orbital method in the GAMESS program package .
Revised:  It uses the SMARTS language to locate chemically appropriate fragments in large structures and is used to prepare input files for the fragment molecular orbital method in the GAMESS program package .
Edit intent: clarity
Original:  It uses the SMARTS language to find chemically appropriate substructures in structures and is used to prepare input files for the fragment molecular orbital method in the GAMESS program package .
Revised:  It uses the SMARTS language to find chemically appropriate substructures in structures and is applicable to fragmentation of any molecular system given suitable SMARTS patterns .
Edit intent: clarity
Original:  We present  patterns of fragmentation for proteins  and polysaccharides, specifically  D-galactopyranose for use in cyclodextrins  .
Revised:  We present patterns of fragmentation for proteins and polysaccharides, specifically for D-galactopyranose for use in cyclodextrins .
Edit intent: fluency
Original: In recent years two different models of circulating tumor cell (CTC) dynamics have been proposed to explain the experimentally shown phenomenon on tumor 'self-seeding', whereby CTCs repopulate the primary tumor site and accelerate growth .
Revised: Two models of circulating tumor cell (CTC) dynamics have been proposed to explain the experimentally shown phenomenon on tumor 'self-seeding', whereby CTCs repopulate the primary tumor site and accelerate growth .
Edit intent: clarity
Original: In recent years two different models of circulating tumor cell (CTC) dynamics have been proposed to explain the experimentally shown phenomenon on tumor 'self-seeding', whereby CTCs repopulate the primary tumor site and accelerate growth .
Revised: In recent years two different models of circulating tumor cell (CTC) dynamics have been proposed to explain the phenomenon of tumor 'self-seeding', whereby CTCs repopulate the primary tumor site and accelerate growth .
Edit intent: clarity
Original: In recent years two different models of circulating tumor cell (CTC) dynamics have been proposed to explain the experimentally shown phenomenon on tumor 'self-seeding', whereby CTCs repopulate the primary tumor site and accelerate growth .
Revised: In recent years two different models of circulating tumor cell (CTC) dynamics have been proposed to explain the experimentally shown phenomenon on tumor 'self-seeding', whereby CTCs repopulate the primary tumor and accelerate growth .
Edit intent: clarity
Original:  In the Primary Seedingscenario cells from the primary tumor are shed into the vasculature only to return back to the primary tumor themselves;
Revised:  In the Primary Seedingscenario cells from the primary tumor are shed into the vasculature and return back to the primary tumor themselves;
Edit intent: clarity
Original:  while in the other case, which we call Secondary Seeding, the cells from the primary tumor shed into the vasculature and then colonize a secondary tissue , before the metastatic colony itself sheds cells into the vasculature which return to the primary.
Revised:  while in the other case, which we call Secondary Seeding, where cells from the primary tumor shed into the vasculature and then colonize a secondary tissue , before the metastatic colony itself sheds cells into the vasculature which return to the primary.
Edit intent: clarity
Original:  while in the other case, which we call Secondary Seeding, the cells from the primary tumor shed into the vasculature and then colonize a secondary tissue , before the metastatic colony itself sheds cells into the vasculature which return to the primary.
Revised:  while in the other case, which we call Secondary Seeding, the cells from the primary first colonize a secondary tissue , before the metastatic colony itself sheds cells into the vasculature which return to the primary.
Edit intent: clarity
Original:  while in the other case, which we call Secondary Seeding, the cells from the primary tumor shed into the vasculature and then colonize a secondary tissue , before the metastatic colony itself sheds cells into the vasculature which return to the primary.
Revised:  while in the other case, which we call Secondary Seeding, the cells from the primary tumor shed into the vasculature and then colonize a secondary tissue which then sheds cells into the vasculature which return to the primary.
Edit intent: clarity
Original:  while in the other case, which we call Secondary Seeding, the cells from the primary tumor shed into the vasculature and then colonize a secondary tissue , before the metastatic colony itself sheds cells into the vasculature which return to the primary.
Revised:  while in the other case, which we call Secondary Seeding, the cells from the primary tumor shed into the vasculature and then colonize a secondary tissue , before the metastatic colony itself sheds cells into the vasculature returning to the primary.
Edit intent: clarity
Original:  These two models are very difficult , or even impossible to distinguish experimentally .
Revised:  These two models are difficult to distinguish experimentally .
Edit intent: clarity
Original:  The difference between the two models, however, is of great importance to  our understanding of the metastatic process , both for the sake of shedding light on this poorly understood process, and also for the sake of designing methods of intervention , and it is therefore of great use to distinguish between the two.
Revised:  The difference between the two models, however, is of great importance to both our understanding of the metastatic process , both for the sake of shedding light on this poorly understood process, and also for the sake of designing methods of intervention , and it is therefore of great use to distinguish between the two.
Edit intent: coherence
Original:  The difference between the two models, however, is of great importance to  our understanding of the metastatic process , both for the sake of shedding light on this poorly understood process, and also for the sake of designing methods of intervention , and it is therefore of great use to distinguish between the two.
Revised:  The difference between the two models, however, is of great importance to our understanding of the metastatic process and also for the sake of designing methods of intervention , and it is therefore of great use to distinguish between the two.
Edit intent: coherence