wanyu/IteraTeR_full_sent huggingface dataset:
Original:   For comparison purposes, we applied the Least Square Regression (LSR), Ridge Regression (RR), LASSO, non-negative LASSO (nLASSO), and the Bayesian approaches to four public data sets which have the known interaction pairs of miRNA and mRNA. Comparing to the point estimate algorithms,  the Bayesian methods are able to infer more known interactions and are more meaningful to provide credible intervals to take into account the uncertainty of the interactions of miRNA and mRNA.
Revised:  For comparison purposes, we applied the Least Square Regression (LSR), Ridge Regression (RR), LASSO, non-negative LASSO (nLASSO), and the Bayesian approaches to four public datasets. We concluded that nLASSO and nBLASSO perform best in terms of sensitivity and specificity. Compared to the point estimate algorithms, the Bayesian methods are able to infer more known interactions and are more meaningful to provide credible intervals to take into account the uncertainty of the interactions of miRNA and mRNA.
Edit intent: meaning-changed
Original:   For comparison purposes, we applied the Least Square Regression (LSR), Ridge Regression (RR), LASSO, non-negative LASSO (nLASSO), and the Bayesian approaches to four public data sets which have the known interaction pairs of miRNA and mRNA. Comparing to the point estimate algorithms,  the Bayesian methods are able to infer more known interactions and are more meaningful to provide credible intervals to take into account the uncertainty of the interactions of miRNA and mRNA.
Revised:  For comparison purposes, we applied the Least Square Regression (LSR), Ridge Regression (RR), LASSO, non-negative LASSO (nLASSO), and the Bayesian approaches to four public data sets which have the known interaction pairs of miRNA and mRNA. Comparing to the point estimate algorithms, which only provide single estimates for those parameters, the Bayesian methods are able to infer more known interactions and are more meaningful to provide credible intervals to take into account the uncertainty of the interactions of miRNA and mRNA.
Edit intent: meaning-changed
Original:   For comparison purposes, we applied the Least Square Regression (LSR), Ridge Regression (RR), LASSO, non-negative LASSO (nLASSO), and the Bayesian approaches to four public data sets which have the known interaction pairs of miRNA and mRNA. Comparing to the point estimate algorithms,  the Bayesian methods are able to infer more known interactions and are more meaningful to provide credible intervals to take into account the uncertainty of the interactions of miRNA and mRNA.
Revised:  For comparison purposes, we applied the Least Square Regression (LSR), Ridge Regression (RR), LASSO, non-negative LASSO (nLASSO), and the Bayesian approaches to four public data sets which have the known interaction pairs of miRNA and mRNA. Comparing to the point estimate algorithms, the Bayesian methods are more meaningful and provide credible intervals to take into account the uncertainty of the interactions of miRNA and mRNA.
Edit intent: coherence
Original:   For comparison purposes, we applied the Least Square Regression (LSR), Ridge Regression (RR), LASSO, non-negative LASSO (nLASSO), and the Bayesian approaches to four public data sets which have the known interaction pairs of miRNA and mRNA. Comparing to the point estimate algorithms,  the Bayesian methods are able to infer more known interactions and are more meaningful to provide credible intervals to take into account the uncertainty of the interactions of miRNA and mRNA.
Revised:  For comparison purposes, we applied the Least Square Regression (LSR), Ridge Regression (RR), LASSO, non-negative LASSO (nLASSO), and the Bayesian approaches to four public data sets which have the known interaction pairs of miRNA and mRNA. Comparing to the point estimate algorithms, the Bayesian methods are able to infer more known interactions and are more meaningful to provide credible intervals , which take into account the uncertainty of the interactions of miRNA and mRNA.
Edit intent: coherence
Original:   For comparison purposes, we applied the Least Square Regression (LSR), Ridge Regression (RR), LASSO, non-negative LASSO (nLASSO), and the Bayesian approaches to four public data sets which have the known interaction pairs of miRNA and mRNA. Comparing to the point estimate algorithms,  the Bayesian methods are able to infer more known interactions and are more meaningful to provide credible intervals to take into account the uncertainty of the interactions of miRNA and mRNA.
Revised:  For comparison purposes, we applied the Least Square Regression (LSR), Ridge Regression (RR), LASSO, non-negative LASSO (nLASSO), and the Bayesian approaches to four public data sets which have the known interaction pairs of miRNA and mRNA. Comparing to the point estimate algorithms, the Bayesian methods are able to infer more known interactions and are more meaningful to provide credible intervals to take into account the uncertainty of the inferred interactions of the miRNA and mRNA.
Edit intent: clarity
Original: The main result of this paper is a bilateral collateralized counterparty valuation adjusted pricing equation, which allows to price a deal while taking into account credit and debt valuation adjustments (CVA, DVA) along with margining and funding costs, all in a consistent way.
Revised: The main result of this paper is a collateralized counterparty valuation adjusted pricing equation, which allows to price a deal while taking into account credit and debt valuation adjustments (CVA, DVA) along with margining and funding costs, all in a consistent way.
Edit intent: clarity
Original: The main result of this paper is a bilateral collateralized counterparty valuation adjusted pricing equation, which allows to price a deal while taking into account credit and debt valuation adjustments (CVA, DVA) along with margining and funding costs, all in a consistent way.
Revised: The main result of this paper is a bilateral collateralized counterparty valuation adjusted pricing equation, which allows to price a deal while taking into account credit and debit valuation adjustments (CVA, DVA) along with margining and funding costs, all in a consistent way.
Edit intent: fluency
Original:   We define a comprehensive framework that allows us to derive earlier results on funding or counterparty risk as a special case, although our framework is more than the sum of such special cases.
Revised:  The assumptions under which funding costs vanish are a very special case of the more general theory. We define a comprehensive framework that allows us to derive earlier results on funding or counterparty risk as a special case, although our framework is more than the sum of such special cases.
Edit intent: meaning-changed
Original:  We argue that such system can now be implemented in the real world . It is more advantageous and more fair for the large majority of individuals without requiring any upper authority. This system is strongly demanding on network computer power for making financial transactions. This is a new democratic tool. Next step will be to test, validate the security of various implementations, and to ask for legal rules adaptations.
Revised:  We argue that such system can now be implemented in the real world using advance technics in distributed network computing and cryptography. The specification of the so called
Edit intent: meaning-changed
Original: \sc net {\sc  \sc net {\sc   We emphasis on the fact that all proposed documentation, algorithm, program in any language related to this proposal shall be open-source without any possibility to add any patent on any sort on the system or subsystem.
Revised: \sc net is presented. To Limit the number of financial transactions, the system is forced to define its own currency, with many benefits. The new cup currency, world wide seted is dedicated to{\sc \sc net {\sc We emphasis on the fact that all proposed documentation, algorithm, program in any language related to this proposal shall be open-source without any possibility to add any patent on any sort on the system or subsystem.
Edit intent: meaning-changed
Original: \sc net {\sc  \sc net {\sc   We emphasis on the fact that all proposed documentation, algorithm, program in any language related to this proposal shall be open-source without any possibility to add any patent on any sort on the system or subsystem.
Revised: \sc net {\sc ig \sc net {\sc We emphasis on the fact that all proposed documentation, algorithm, program in any language related to this proposal shall be open-source without any possibility to add any patent on any sort on the system or subsystem.
Edit intent: fluency
Original: \sc net {\sc  \sc net {\sc   We emphasis on the fact that all proposed documentation, algorithm, program in any language related to this proposal shall be open-source without any possibility to add any patent on any sort on the system or subsystem.
Revised: \sc net {\sc , available for person-to-person trading, protected from speculation and adapted for tax recovery with no additional computation. Those nices features makes the\sc net {\sc We emphasis on the fact that all proposed documentation, algorithm, program in any language related to this proposal shall be open-source without any possibility to add any patent on any sort on the system or subsystem.
Edit intent: meaning-changed
Original: \sc net {\sc  \sc net {\sc   We emphasis on the fact that all proposed documentation, algorithm, program in any language related to this proposal shall be open-source without any possibility to add any patent on any sort on the system or subsystem.
Revised: \sc net {\sc \sc net a new democraic tool, fixing specific issues in{\sc We emphasis on the fact that all proposed documentation, algorithm, program in any language related to this proposal shall be open-source without any possibility to add any patent on any sort on the system or subsystem.
Edit intent: meaning-changed
Original: \sc net {\sc  \sc net {\sc   We emphasis on the fact that all proposed documentation, algorithm, program in any language related to this proposal shall be open-source without any possibility to add any patent on any sort on the system or subsystem.
Revised: \sc net {\sc \sc net {\sc ig We emphasis on the fact that all proposed documentation, algorithm, program in any language related to this proposal shall be open-source without any possibility to add any patent on any sort on the system or subsystem.
Edit intent: fluency
Original: \sc net {\sc  \sc net {\sc   We emphasis on the fact that all proposed documentation, algorithm, program in any language related to this proposal shall be open-source without any possibility to add any patent on any sort on the system or subsystem.
Revised: \sc net {\sc \sc net {\sc trading and reviving a whole domain activity. We emphasis on the fact that all proposed documentation, algorithm, program in any language related to this proposal shall be open-source without any possibility to add any patent on any sort on the system or subsystem.
Edit intent: meaning-changed
Original: \sc net {\sc  \sc net {\sc   We emphasis on the fact that all proposed documentation, algorithm, program in any language related to this proposal shall be open-source without any possibility to add any patent on any sort on the system or subsystem.
Revised: \sc net {\sc \sc net {\sc We emphasis on the fact that all proposed documentation, algorithm, program in any language related to this proposal shall be open-source without any possibility to post any patent of any sort on the system or subsystem.
Edit intent: clarity
Original:  Here, we evaluated the work exerted by the nanosized biological free-energy transducer F1-ATPase by single-molecule experiments on the basis of nonequilibrium theory . The results imply that the F1-ATPase achieves a nearly 100\% free-energy conversion efficiency even far from quasistatic process for both the mechanical-to-chemical and chemical-to-mechanical transductions. Such a high efficiency at a finite-time operation is not expected for macroscopic engines and highlights a remarkable property of the nanosized engines working in the energy scale of kBT .
Revised:  Here, we determined the amount of mechanical work exploited by the F_1-motor to synthesize an ATP molecule during forced rotations using methodology combining a nonequilibrium theory and single molecule measurements of responses to external torque. We found that the work exploited by the motor amounts only to that is thermodynamically required for the ATP synthesis. Specifically, F_1-motor converts mechanical work to chemical free energy at quite a high efficiency at a finite-time operation is not expected for macroscopic engines and highlights a remarkable property of the nanosized engines working in the energy scale of kBT .
Edit intent: clarity
Original:  The widespread effects of the current EU debt crisis and the 2008 world financial crisis occur because financial systemsare characterized by complex relations that allow a local crisis to spread dramatically. We study US commercial bank balance sheet data and design a bi-partite banking network composed of (i) banks and (ii) bank assets .
Revised:  To study the systemic risk of financial systems, we create a bi-partite banking network composed of (i) banks and (ii) bank assets .
Edit intent: clarity
Original:  We study US commercial bank balance sheet data and design a bi-partite banking network composed of (i) banks and (ii) bank assets . We propose a cascading failure model to simulate the crisis spreading process in a bi-partite banking network.
Revised:  We study US commercial bank balance sheet data and design a bi-partite banking network model composed of banks and bank assets and propose a cascading failure model to simulate the crisis spreading process in a bi-partite banking network.
Edit intent: coherence
Original:  We find that , within realistic parameters, our model identifies a significant portion of the actual failed banks from the FDIC failed bank database from 2008 to 2011.
Revised:  We find that , within realistic parameters, our model identifies a significant portion of the actual failed banks reported by Federal Deposit Insurance Corporation. The results suggest that this model could be useful for systemic risk stress testing for financial systems. The model also identifies that commercial rather than residential real estate assets are major culprits for the failure of over 350 US commercial banks during 2008-2011.
Edit intent: meaning-changed
Original: A decoupled time-changed (DTC) L\'evy  process is a generalized time-changed L\'evy process whose continuous and discontinuous parts are allowed to follow separate random time scalings . Disentangling the stochastic time change in two components not only provides a powerful unitary framework for the models already present in the literature, but in principle opens up new possibilities for the choice of an asset's log-price dynamics.
Revised: In this paper we propose a general derivative pricing framework which employs decoupled time-changed (DTC) L\'evy process is a generalized time-changed L\'evy process whose continuous and discontinuous parts are allowed to follow separate random time scalings . Disentangling the stochastic time change in two components not only provides a powerful unitary framework for the models already present in the literature, but in principle opens up new possibilities for the choice of an asset's log-price dynamics.
Edit intent: meaning-changed
Original: A decoupled time-changed (DTC) L\'evy  process is a generalized time-changed L\'evy process whose continuous and discontinuous parts are allowed to follow separate random time scalings . Disentangling the stochastic time change in two components not only provides a powerful unitary framework for the models already present in the literature, but in principle opens up new possibilities for the choice of an asset's log-price dynamics.
Revised: A decoupled time-changed (DTC) L\'evy processes to model the underlying asset of contingent claims. A DTC L\'evy process is a generalized time-changed L\'evy process whose continuous and discontinuous parts are allowed to follow separate random time scalings . Disentangling the stochastic time change in two components not only provides a powerful unitary framework for the models already present in the literature, but in principle opens up new possibilities for the choice of an asset's log-price dynamics.
Edit intent: meaning-changed
Original: A decoupled time-changed (DTC) L\'evy  process is a generalized time-changed L\'evy process whose continuous and discontinuous parts are allowed to follow separate random time scalings . Disentangling the stochastic time change in two components not only provides a powerful unitary framework for the models already present in the literature, but in principle opens up new possibilities for the choice of an asset's log-price dynamics.
Revised: A decoupled time-changed (DTC) L\'evy process is a generalized time-changed L\'evy process whose continuous and pure jump parts are allowed to follow separate random time scalings . Disentangling the stochastic time change in two components not only provides a powerful unitary framework for the models already present in the literature, but in principle opens up new possibilities for the choice of an asset's log-price dynamics.
Edit intent: clarity
Original: A decoupled time-changed (DTC) L\'evy  process is a generalized time-changed L\'evy process whose continuous and discontinuous parts are allowed to follow separate random time scalings . Disentangling the stochastic time change in two components not only provides a powerful unitary framework for the models already present in the literature, but in principle opens up new possibilities for the choice of an asset's log-price dynamics. Following this new idea, we devise a general martingale structure for the price process, and obtain an inverse-Fourier pricing equation for claims paying at maturity a function of the asset value and its realized volatility.
Revised: A decoupled time-changed (DTC) L\'evy process is a generalized time-changed L\'evy process whose continuous and discontinuous parts are allowed to follow separate random time scalings ; we devise the martingale structure for the price process, and obtain an inverse-Fourier pricing equation for claims paying at maturity a function of the asset value and its realized volatility.
Edit intent: coherence
Original:  Following this new idea, we devise a general martingale structure for the price process, and obtain an inverse-Fourier pricing equation for claims paying at maturity a function of the asset value and its realized volatility. Thus with a single formula we are able to capture prices for derivatives depending on either an asset or its volatility , but also joint payoffs are allowed , like the target volatility option (TVO) , which shall be discussed.
Revised:  Following this new idea, we devise a general martingale structure for a single formula we are able to capture prices for derivatives depending on either an asset or its volatility , but also joint payoffs are allowed , like the target volatility option (TVO) , which shall be discussed.
Edit intent: clarity
Original:  Thus with a single formula we are able to capture prices for derivatives depending on either an asset or its volatility , but also joint payoffs are allowed , like the target volatility option (TVO) , which shall be discussed.
Revised:  Thus with a DTC L\'evy-driven asset and revisit many popular models which fall under this framework. Postulating different time changes for the underlying L\'evy decomposition allows to introduce asset price models consistent with the assumption of a correlated pair of continuous and jump market activities; we study one illustrative DTC model having this property by assuming that the instantaneous activity rates follow the the so-called Wishart process. The theory developed is applied to the problem of pricing claims depending not only on the price or the volatility of an underlying asset , but also joint payoffs are allowed , like the target volatility option (TVO) , which shall be discussed.
Edit intent: meaning-changed
Original:  Thus with a single formula we are able to capture prices for derivatives depending on either an asset or its volatility , but also joint payoffs are allowed , like the target volatility option (TVO) , which shall be discussed.
Revised:  Thus with a single formula we are able to capture prices for derivatives depending on either an asset or its volatility , but also to more sophisticated derivatives that pay-off on the joint performance of these two financial variables , like the target volatility option (TVO) , which shall be discussed.
Edit intent: clarity
Original:  Thus with a single formula we are able to capture prices for derivatives depending on either an asset or its volatility , but also joint payoffs are allowed , like the target volatility option (TVO) , which shall be discussed. Numerical computations validating our techniques are provided.
Revised:  Thus with a single formula we are able to capture prices for derivatives depending on either an asset or its volatility , but also joint payoffs are allowed , like the target volatility option (TVO) . We solve the pricing problem through a Fourier-inversion method; numerical computations validating our techniques are provided.
Edit intent: meaning-changed
Original:  Self-regulating systems may be predictive of unwanted drug interference effects, since they aim to mimic complex cellular adaptation in a unified way.
Revised:  We also discuss the relationship between signaling with and without transients. Signaling by transients may involve maximization of signal transmission efficiency for the peak response, but a minimization in steady-state responses. With an appropriate objective function, this can also be achieved by concentration adjustment. URLanizing systems may be predictive of unwanted drug interference effects, since they aim to mimic complex cellular adaptation in a unified way.
Edit intent: meaning-changed
Original: We perform a spatially resolved simulation study of an AND gate based on DNA strand displacement  . DNA strands are modelled using a coarse-grained dynamic bonding model [ C. URL, Comp.
Revised: We perform a spatially resolved simulation study of an AND gate based on DNA strand displacement using several lengths of the toehold and the adjacent domains . DNA strands are modelled using a coarse-grained dynamic bonding model [ C. URL, Comp.
Edit intent: meaning-changed
Original:  183, 1793 (2012) ] . We simulate the operation of the AND gate using several lengths of the toehold and the adjacent domains. Our simulations exhibit non-ideal behaviour as expected in an experimental implementation of strand displacement operations.
Revised:  183, 1793 (2012) ] . We simulate the operation of the AND gate . This path is strongly influenced by non-ideal behaviour as expected in an experimental implementation of strand displacement operations.
Edit intent: meaning-changed
Original:  Our simulations exhibit non-ideal behaviour as expected in an experimental implementation of strand displacement operations. We characterize this non-ideal behaviour in detail and characterize how the kinetic operation of the gate depends on the  toehold and adjacent domain lengths.
Revised:  Our simulations exhibit non-ideal effects due to transient bubbles revealing undesired toeholds and thermal melting of whole strands. We have also characterized the bound and unbound kinetics of single strands, and in particular the kinetics of the total AND operation and the toehold and adjacent domain lengths.
Edit intent: meaning-changed