wanyu/IteraTeR_full_sent huggingface dataset:
Original: We establish an explicit pricing formula for a class of non-Gaussian models (the Levy-stable, or Log-Levy model with finite moments and stability parameter between 1 and 2) allowing a straightforward evaluation of an European option , without numerical simulations and with as much accuracy as one wishes .
Revised: We establish an explicit pricing formula for a class of non-Gaussian models (the Levy-stable, or Log-Levy model with finite moments and stability parameter between 1 and 2) allowing a straightforward evaluation of an European option with arbitrary accuracy without the use of numerical techniques .
Edit intent: clarity
Original:  For such data sets, one must first classify their images into homogeneous groups , where each group corresponds to the same underlying structure , followed by reconstruction of a three-dimensional model from each of the homogeneous groups.
Revised:  For such data sets, the algorithms must include some classification procedure to identify homogeneous groups within the data, so that the images in each group correspond to the same underlying structure , followed by reconstruction of a three-dimensional model from each of the homogeneous groups.
Edit intent: clarity
Original:  For such data sets, one must first classify their images into homogeneous groups , where each group corresponds to the same underlying structure , followed by reconstruction of a three-dimensional model from each of the homogeneous groups. This task has been proven to be extremely difficult .
Revised:  For such data sets, one must first classify their images into homogeneous groups , where each group corresponds to the same underlying structure . The fundamental importance of the heterogeneity problem in cryo-electron microscopy has drawn many research efforts, and resulted in significant progress in classification algorithms for heterogeneous data sets. While these algorithms are extremely useful and effective in practice, they lack rigorous mathematical analysis and performance guarantees .
Edit intent: meaning-changed
Original:  We  develop a heuristic that can mitigate the loss of information that sets in , when parameters are estimated first and then the valuation is performed , by directly calculating the valuation using the historical time series.
Revised:  We run numerical simulations to demonstrate the practical applicability of these models. These models are part of one of the least explored yet profit laden areas of modern investment management. We develop a heuristic that can mitigate the loss of information that sets in , when parameters are estimated first and then the valuation is performed , by directly calculating the valuation using the historical time series.
Edit intent: meaning-changed
Original:  We  develop a heuristic that can mitigate the loss of information that sets in , when parameters are estimated first and then the valuation is performed , by directly calculating the valuation using the historical time series.
Revised:  We develop a heuristic that can mitigate the loss of information that sets in when parameters are estimated first and then the valuation is performed , by directly calculating the valuation using the historical time series.
Edit intent: fluency
Original:  We  develop a heuristic that can mitigate the loss of information that sets in , when parameters are estimated first and then the valuation is performed , by directly calculating the valuation using the historical time series.
Revised:  We develop a heuristic that can mitigate the loss of information that sets in , when parameters are estimated first and then the valuation is performed by directly calculating the valuation using the historical time series.
Edit intent: fluency
Original:  All these techniques could have applications for dealing with other financial instruments, non-financial commodities and many forms of uncertainty  .
Revised:  All these techniques could have applications for dealing with other financial instruments, non-financial commodities and many forms of uncertainty . An unintended consequence of our efforts, has become a review of the vast literature on options pricing, which can be useful for anyone that attempts to apply the corresponding techniques to the problems mentioned here .
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Original: We derive abstract as well as deterministic conditions for the absence and existence of free lunch with vanishing risk, arbitrage , generalized arbitrage, and unbounded profit with bounded risk in a general multidimensional diffusion framework. Moreover, we give conditions for the absence and presence of financial bubbles. In particular, we provide criteria for the (strict local) martingale property of certain stochastic exponentials .
Revised: We derive abstract as well as deterministic conditions for the absence and existence of free lunch with vanishing risk, arbitrage , generalized arbitrage, and unbounded profit with bounded risk in a general (multi- and infinite-dimensional) semimartingale-diffusion markets, and a Heath-Jarrow-Morton-Musiela framework. We also provide deterministic conditions for the martingale property of certain stochastic exponentials .
Edit intent: meaning-changed
Original:  As an application, we illustrate the influence of the market dimension, i.e. the number of stocks in the market, on free lunch with vanishing risk and generalized arbitrage . Our proofs are based on explosion criteria for martingale problems, local measure changes, and comparison arguments .
Revised:  As an application, we illustrate the influence of the market dimension, i.e. the number of assets determines the absence of arbitrage while the sources of risk have the same dimension .
Edit intent: clarity
Original: We derive abstract as well as deterministic conditions for the absence and existence of arbitrage and financial bubbles in a general (multi- and infinite-dimensional) semimartingale-diffusion markets, and a Heath-Jarrow-Morton-Musiela framework.
Revised: In this article, we study the set of equivalent (local) martingale measures for financial markets driven by multi-dimensional diffusions. We give conditions for the absence and existence of arbitrage and financial bubbles in a general (multi- and infinite-dimensional) semimartingale-diffusion markets, and a Heath-Jarrow-Morton-Musiela framework.
Edit intent: meaning-changed
Original: We derive abstract as well as deterministic conditions for the absence and existence of arbitrage and financial bubbles in a general (multi- and infinite-dimensional) semimartingale-diffusion markets, and a Heath-Jarrow-Morton-Musiela framework. We also provide deterministic conditions for the martingale property of stochastic exponentials which are driven by solution to generalized martingale problems, respectively stochastic partial differential equations .
Revised: We derive abstract as well as deterministic conditions for the existence of equivalent (local) martingale measures in terms of existence and uniqueness properties of martingale problems. Based on these we derive deterministic criteria for the existence and non-existence of equivalent (local) martingale measures .
Edit intent: clarity
Original: In this article, we study the set of equivalent (local) martingale measures for financial markets driven by multi-dimensional diffusions. We give conditions for the existence of equivalent (local) martingale measures in terms of existence and uniqueness properties of martingale problems. Based on these we derive deterministic criteria for the existence and non-existence of equivalent (local) martingale measures .
Revised: We derive deterministic criteria for the existence and non-existence of equivalent (local) martingale measures .
Edit intent: coherence
Original:  Based on these we derive deterministic criteria for the existence and non-existence of equivalent (local) martingale measures . As an application, we construct a financial market in which the number of risky assets determines the absence of arbitrage and equals the number of sources of risk   .
Revised:  Based on these we derive deterministic criteria for the existence and non-existence of equivalent (local) martingale measures for financial markets driven by multi-dimensional time-inhomogeneous diffusions. Our conditions can be used to construct financial markets in which the number of risky assets determines the absence of arbitrage and equals the number of sources of risk .
Edit intent: meaning-changed
Original: Mitochondrial networks have been shown to exhibit a variety of complex behaviors, including  cell-wide oscillations of mitochondrial energy states , as well as a phase transition  in response to oxidative stress.
Revised: Mitochondrial networks have been shown to exhibit a variety of complex behaviors, including cell-wide oscillations of mitochondrial energy states , as well as a phase transition (depolarization) in response to oxidative stress.
Edit intent: meaning-changed
Original:  Since functional status and structural properties are often intertwined, in this work we look at the structural properties of URLanelle in normal mouse embryonic fibroblasts , describing its most relevant features . Subsequently we manipulated mitochondrial morphology using two interventions with opposite effects:
Revised:  Since functional and structural properties are often intertwined, in this work we look at the structural properties of URLanelle in normal mouse embryonic fibroblasts , describing its most relevant features . Subsequently we manipulated mitochondrial morphology using two interventions with opposite effects:
Edit intent: clarity
Original:  Since functional status and structural properties are often intertwined, in this work we look at the structural properties of URLanelle in normal mouse embryonic fibroblasts , describing its most relevant features . Subsequently we manipulated mitochondrial morphology using two interventions with opposite effects:
Revised:  Since functional status and structural properties are often interwinded, here we characterize the structure of mitochondrial networks in mouse embryonic fibroblasts , describing its most relevant features . Subsequently we manipulated mitochondrial morphology using two interventions with opposite effects:
Edit intent: clarity
Original:  Since functional status and structural properties are often intertwined, in this work we look at the structural properties of URLanelle in normal mouse embryonic fibroblasts , describing its most relevant features . Subsequently we manipulated mitochondrial morphology using two interventions with opposite effects:
Revised:  Since functional status and structural properties are often intertwined, in this work we look at the structural properties of URLanelle in normal mouse embryonic fibroblasts using network tools and percolation theory . Subsequently we manipulated mitochondrial morphology using two interventions with opposite effects:
Edit intent: meaning-changed
Original:  Since functional status and structural properties are often intertwined, in this work we look at the structural properties of URLanelle in normal mouse embryonic fibroblasts , describing its most relevant features . Subsequently we manipulated mitochondrial morphology using two interventions with opposite effects: over-expression of mitofusin 1, a protein that promotes mitochondria fusion , and paraquat treatment, a compound that induces mitochondrial fragmentation due to oxidative stress . Quantitative analysis of URLanelle's structural clusters revealed that healthy mitochondrial networks were in a status intermediate between the extremes of highly fragmented and completely fusioned networks.
Revised:  Since functional status and structural properties are often intertwined, in this work we look at the structural properties of URLanelle in normal mouse embryonic fibroblasts , describing its most relevant features . Subsequently we perturbed the system either by promoting the fusion of mitochondrial segments or by inducing mitochondrial fission . Quantitative analysis of URLanelle's structural clusters revealed that healthy mitochondrial networks were in a status intermediate between the extremes of highly fragmented and completely fusioned networks.
Edit intent: clarity
Original:  over-expression of mitofusin 1, a protein that promotes mitochondria fusion , and paraquat treatment, a compound that induces mitochondrial fragmentation due to oxidative stress . Quantitative analysis of URLanelle's structural clusters revealed that healthy mitochondrial networks were in a status intermediate between the extremes of highly fragmented and completely fusioned networks.
Revised:  over-expression of mitofusin 1, a protein that promotes mitochondria fusion , and paraquat treatment, a compound that induces mitochondrial fragmentation due to oxidative stress . Quantitative analysis of mitochondrial clusters revealed that healthy mitochondrial networks were in a status intermediate between the extremes of highly fragmented and completely fusioned networks.
Edit intent: clarity
Original:  over-expression of mitofusin 1, a protein that promotes mitochondria fusion , and paraquat treatment, a compound that induces mitochondrial fragmentation due to oxidative stress . Quantitative analysis of URLanelle's structural clusters revealed that healthy mitochondrial networks were in a status intermediate between the extremes of highly fragmented and completely fusioned networks.
Revised:  over-expression of mitofusin 1, a protein that promotes mitochondria fusion , and paraquat treatment, a compound that induces mitochondrial fragmentation due to oxidative stress . Quantitative analysis of URLanelle's structural clusters revealed that the structural parameters of healthy mitochondria lay in between the extremes of highly fragmented and completely fusioned networks.
Edit intent: clarity
Original:  This was confirmed by a comparison of our empirical findings with those of a recently described computational model of network growth based on fusion-fission balance. These results , offer an objective methodology to parametrize the mitochondrial status under a variety of both physiological and pathological cellular conditions, and overall add weight to the fission-fusion model for the mitochondrial reticulum dynamics .
Revised:  This was confirmed by a comparison of our empirical findings with those of a recently described computational model of mitochondrial network emergence based on fission-fusion kinetics. Altogether these results not only offer an objective methodology to parametrize the mitochondrial status under a variety of both physiological and pathological cellular conditions, and overall add weight to the fission-fusion model for the mitochondrial reticulum dynamics .
Edit intent: clarity
Original:  These results , offer an objective methodology to parametrize the mitochondrial status under a variety of both physiological and pathological cellular conditions, and overall add weight to the fission-fusion model for the mitochondrial reticulum dynamics .
Revised:  These results , offer an objective methodology to parametrize the complexity of URLanelle but add weight to the fission-fusion model for the mitochondrial reticulum dynamics .
Edit intent: meaning-changed
Original:  These results , offer an objective methodology to parametrize the mitochondrial status under a variety of both physiological and pathological cellular conditions, and overall add weight to the fission-fusion model for the mitochondrial reticulum dynamics .
Revised:  These results , offer an objective methodology to parametrize the mitochondrial status under a variety of both physiological and pathological cellular conditions, and overall add weight to the idea that mitochondrial networks behave as critical systems and undergo structural phase transitions .
Edit intent: meaning-changed
Original:  In this paper, we focus on deeply embedded devices, typically used for Internet of Things (IoT) applications, and demonstrate how to enable energy transparency through existing Static Resource Analysis (SRA) techniques and a new target-agnostic profiling technique, without the need of hardware energy measurements.
Revised:  In this paper, we focus on deeply embedded devices, typically used for Internet of Things (IoT) applications, and demonstrate how to enable energy transparency through existing Static Resource Analysis (SRA) techniques and a new target-agnostic profiling technique, without hardware energy measurements.
Edit intent: clarity
Original:  A novel mapping technique enables software energy consumption estimations at a higher level than the Instruction Set Architecture (ISA), namely the LLVM Intermediate Representation (IR) level, and therefore introduces energy transparency directly to the LLVM optimizer.
Revised:  Our novel mapping technique enables software energy consumption estimations at a higher level than the Instruction Set Architecture (ISA), namely the LLVM Intermediate Representation (IR) level, and therefore introduces energy transparency directly to the LLVM optimizer.
Edit intent: fluency
Original:  Our profiling technique captures the actual energy consumption at the LLVM IR level with an average error of less than 3\\%.abstract 
Revised:  Our profiling technique captures the actual energy consumption at the LLVM IR level with an average error of less than 3\\%.abstract \% from the ISA SRA. Our profiling technique captures the actual energy consumption at the LLVM IR level with an average error of 3\%.
Edit intent: meaning-changed
Original:  As a step to address these issues, this paper explores the physical layer security-aware routing and performance tradeoffs in a multi-hop WANET . Specifically, for any given end-to-end path in a general multi-hop WANET, we first derive its connection outage probability (COP) and secrecy outage probability (SOP) in closed-form, which serve as the performance metrics of communication QoS and transmission security, respectively.
Revised:  As a step to address these issues, this paper explores the physical layer security-aware routing and performance tradeoffs in a multi-hop ad hoc network . Specifically, for any given end-to-end path in a general multi-hop WANET, we first derive its connection outage probability (COP) and secrecy outage probability (SOP) in closed-form, which serve as the performance metrics of communication QoS and transmission security, respectively.
Edit intent: clarity
Original:  As a step to address these issues, this paper explores the physical layer security-aware routing and performance tradeoffs in a multi-hop WANET . Specifically, for any given end-to-end path in a general multi-hop WANET, we first derive its connection outage probability (COP) and secrecy outage probability (SOP) in closed-form, which serve as the performance metrics of communication QoS and transmission security, respectively.
Revised:  As a step to address these issues, this paper explores the physical layer security-aware routing and performance tradeoffs in a multi-hop WANET . Specifically, for any given end-to-end path we first derive its connection outage probability (COP) and secrecy outage probability (SOP) in closed-form, which serve as the performance metrics of communication QoS and transmission security, respectively.
Edit intent: clarity
Original: Using Vovk's outer measure, which corresponds to a minimal superhedging price, the existence of quadratic variation is shown for "typical price paths" in the space of non-negative c\`adl\`ag functions  .
Revised: Using Vovk's outer measure, which corresponds to a minimal superhedging price, the existence of quadratic variation is shown for "typical price paths" in the space of c\`adl\`ag functions .
Edit intent: clarity
Original: Using Vovk's outer measure, which corresponds to a minimal superhedging price, the existence of quadratic variation is shown for "typical price paths" in the space of non-negative c\`adl\`ag functions  .
Revised: Using Vovk's outer measure, which corresponds to a minimal superhedging price, the existence of quadratic variation is shown for "typical price paths" in the space of non-negative c\`adl\`ag functions possessing a mild restriction on the jumps directed downwards .
Edit intent: meaning-changed
Original:  In particular, this  implies the existence of quadratic variation in the sense of F\"ollmer quasi surely under all martingale measures.
Revised:  In particular, this result includes the existence of quadratic variation of "typical price paths" in the space of non-negative c\`adl\`ag paths and implies the existence of quadratic variation in the sense of F\"ollmer quasi surely under all martingale measures.
Edit intent: meaning-changed
Original:  Based on the robust existence of quadratic variation and a certain topology which is induced by Vovk's outer measure, model-free It\^o integration is developed on the space of continuous paths, of non-negative c\`adl\`ag paths and of c\`adl\`ag paths with mildly restricted jumps .
Revised:  Based on the robust existence of the quadratic variation, a model-free It\^o integration is developed on the space of continuous paths, of non-negative c\`adl\`ag paths and of c\`adl\`ag paths with mildly restricted jumps .
Edit intent: clarity
Original:  Based on the robust existence of quadratic variation and a certain topology which is induced by Vovk's outer measure, model-free It\^o integration is developed on the space of continuous paths, of non-negative c\`adl\`ag paths and of c\`adl\`ag paths with mildly restricted jumps .
Revised:  Based on the robust existence of quadratic variation and a certain topology which is induced by Vovk's outer measure, model-free It\^o integration is developed .
Edit intent: coherence
Original:  Much like the Hoeffding-Fr\'echet coupling of classical transport and its symmetric counterpart, the Antitone coupling, these can be characterized by order-theoretic minimality properties, as simultaneous optimal transports for certain classes of reward (or cost) functions, and through no-crossing conditions on their supports .
Revised:  Much like the Hoeffding-Fr\'echet coupling of classical transport and its symmetric counterpart, the antitone coupling, these can be characterized by order-theoretic minimality properties, as simultaneous optimal transports for certain classes of reward (or cost) functions, and through no-crossing conditions on their supports .
Edit intent: clarity
Original:  Much like the Hoeffding-Fr\'echet coupling of classical transport and its symmetric counterpart, the Antitone coupling, these can be characterized by order-theoretic minimality properties, as simultaneous optimal transports for certain classes of reward (or cost) functions, and through no-crossing conditions on their supports . However , our two couplings have asymmetric geometries due to the directed nature of the supermartingale constraint .
Revised:  Much like the Hoeffding-Fr\'echet coupling of classical transport and its symmetric counterpart, the Antitone coupling, these can be characterized by order-theoretic minimality properties, as simultaneous optimal transports for certain classes of reward (or cost) functions, and through no-crossing conditions on their supports ; however , our two couplings have asymmetric geometries due to the directed nature of the supermartingale constraint .
Edit intent: fluency
Original:  Using an iterative statistical process, we have selected and combined solvation energy estimates using an ensemble of 17 diverse methods from the SAMPL4 blind prediction study to form a single, aggregated solvation energy estimate.
Revised:  Using an iterative statistical process, we have selected and combined solvation energy estimates using an ensemble of 17 diverse methods from the fourth Statistical Assessment of Modeling of Proteins and Ligands (SAMPL) blind prediction study to form a single, aggregated solvation energy estimate.
Edit intent: meaning-changed