wanyu/IteraTeR_v2 huggingface dataset:
Original:  To be able to operate in the highly-contextual environment, as modeled by the iterated prisoner's dilemma, PREDICTOR learns from its experience in order to choose optimal actions by modeling its opponent and predicting a (fictive) future.
Revised:  To be able to operate in the highly-contextual environment, as modeled by the iterated prisoner's dilemma, PREDICTOR learns from its experience in order to choose optimal actions by modeling its opponent and predicting a (fictive) future.
Edit intent: fluency
Original:  To be able to operate in the highly-contextual environment, as modeled by the iterated prisoner's dilemma, PREDICTOR learns from its experience in order to choose optimal actions by modeling its opponent and predicting a (fictive) future.
Revised:  To be able to operate in the highly-contextual environment, as modeled by the iterated prisoner's dilemma, PREDICTOR learns from its experience to choose optimal actions by modeling its opponent and predicting a (fictive) future.
Edit intent: coherence
Original:  It is shown that PREDICTOR is an efficient strategy for playing the iterated prisoner's dilemma and is simple to implement.
Revised:  It is shown that PREDICTOR is an efficient strategy for playing the iterated prisoner's dilemma and is simple to implement.
Edit intent: fluency
Original:  PREDICTOR thereby relies on a brief phase of exploration to improve its model, and it is able to evolve morality from intrinsically selfish behavior.
Revised:  PREDICTOR thereby relies on a brief phase of exploration to improve its model, and it is able to evolve morality from intrinsically selfish behavior.
Edit intent: fluency
Original:  PREDICTOR thereby relies on a brief phase of exploration to improve its model, and it is able to evolve morality from intrinsically selfish behavior.
Revised:  PREDICTOR thereby relies on a brief phase of exploration to improve its model, and it can evolve morality from intrinsically selfish behavior.
Edit intent: clarity
Original:  It is shown that the proposed cost functions are computationally efficient (only requires multiplication and square root calculation) and have several advantages over widely deployed constant product cost functions  .
Revised:  The proposed cost functions are computationally efficient (only requires multiplication and square root calculation) and have several advantages over widely deployed constant product cost functions .
Edit intent: coherence
Original:  First , noisy qubits require repeatedly-performed quantum experiments, which explicitly operate some low-level configuration , such as pulses and timing of operations.
Revised:  First , noisy qubits require repeatedly performed quantum experiments, which explicitly operate some low-level configuration , such as pulses and timing of operations.
Edit intent: fluency
Original:  First , noisy qubits require repeatedly-performed quantum experiments, which explicitly operate some low-level configuration , such as pulses and timing of operations.
Revised:  First , noisy qubits require repeatedly-performed quantum experiments, which explicitly operate low-level configuration , such as pulses and timing of operations.
Edit intent: clarity
Original:  First , noisy qubits require repeatedly-performed quantum experiments, which explicitly operate some low-level configuration , such as pulses and timing of operations.
Revised:  First , noisy qubits require repeatedly-performed quantum experiments, which explicitly operate some low-level configurations , such as pulses and timing of operations.
Edit intent: fluency
Original:  Though multiple existing QPLsor frameworks claim the support for near-term promising Heterogeneous Quantum-Classical Computing (HQCC ) algorithms, extra code irrelevant to the computational steps has to be introduced, or the corresponding code can hardly be mapped to HQCC architectures while satisfying timing constraints in quantum-classical interaction.
Revised:  We summarize three execution models to depict the quantum-classical interaction.
Edit intent: coherence
Original:  Quingo highlights an external domain-specific language with timer-based timing control and opaque operation definition .
Revised:  Quingo highlights an external domain-specific language highlighting timer-based timing control and opaque operation definition .
Edit intent: coherence
Original:  In this work, we center our attention on a specific phenomenon for which we want to estimate if mRS may exacerbate its impact: gender bias .
Revised:  In this work, we center our attention on a specific phenomenon for which we want to estimate if mRS may exacerbate its impact: gender bias .
Edit intent: fluency
Original:  Our work presents an exploratory study, analyzing the extent to which commonly deployed state of the art Collaborative Filtering(CF) algorithms may act to further increase or decrease artist gender bias . \% on a popular music streaming platform, Last.fm .
Revised:  Our work presents an exploratory study, analyzing the extent to which commonly deployed state of the art Collaborative Filtering(CF) algorithms may act to further increase or decrease artist gender bias .
Edit intent: coherence
Original:  The ETSI and the 3GPP  are working towards the standardization of MEC applications integration in 5G networks , and how to route user traffic to a Local Area Data Network where local applications are deployed .
Revised:  The ETSI and the 3GPP ) are working towards the standardization of MEC applications integration in 5G networks , and how to route user traffic to a Local Area Data Network where local applications are deployed .
Edit intent: fluency
Original:  The ETSI and the 3GPP  are working towards the standardization of MEC applications integration in 5G networks , and how to route user traffic to a Local Area Data Network where local applications are deployed .
Revised:  The ETSI and the 3GPP are working towards the standardization of MEC in 5G networks , and how to route user traffic to a Local Area Data Network where local applications are deployed .
Edit intent: clarity
Original:  The ETSI and the 3GPP  are working towards the standardization of MEC applications integration in 5G networks , and how to route user traffic to a Local Area Data Network where local applications are deployed .
Revised:  The ETSI and the 3GPP are working towards the standardization of MEC applications integration in 5G networks and the corresponding solutions for routing user traffic to a Local Area Data Network where local applications are deployed .
Edit intent: clarity
Original:  The ETSI and the 3GPP  are working towards the standardization of MEC applications integration in 5G networks , and how to route user traffic to a Local Area Data Network where local applications are deployed .
Revised:  The ETSI and the 3GPP are working towards the standardization of MEC applications integration in 5G networks , and how to route user traffic to applications in local area networks .
Edit intent: clarity
Original:  Nevertheless, there are no practical implementations that facilitate the dynamic relocation of applications from the core to a MEC host , or from a MEC host to another without interruption and transparently to User Equipment (UE).
Revised:  Nevertheless, there are neither practical implementations for dynamically relocating applications from the core to a MEC host , or from a MEC host to another without interruption and transparently to User Equipment (UE).
Edit intent: clarity
Original:  Nevertheless, there are no practical implementations that facilitate the dynamic relocation of applications from the core to a MEC host , or from a MEC host to another without interruption and transparently to User Equipment (UE).
Revised:  Nevertheless, there are no practical implementations that facilitate the dynamic relocation of applications from the core to a MEC host nor from one MEC host to another without interruption and transparently to User Equipment (UE).
Edit intent: clarity
Original:  In this paper we propose to use Software Defined Networking (SDN) to create a new instance of the IP anchor point to dynamically redirect the UE traffic to a new physical location (e.g. an edge infrastructure) while maintaining session and service continuity .
Revised:  In this paper we propose a solution based on Software-Defined Networking (SDN) to create a new instance of the IP anchor point to dynamically redirect the UE traffic to a new physical location (e.g. an edge infrastructure) while maintaining session and service continuity .
Edit intent: clarity
Original:  In this paper we propose to use Software Defined Networking (SDN) to create a new instance of the IP anchor point to dynamically redirect the UE traffic to a new physical location (e.g. an edge infrastructure) while maintaining session and service continuity .
Revised:  In this paper we propose to use Software Defined Networking (SDN) to create a new instance of the IP anchor point to dynamically redirect the UE traffic to a new physical location (e.g. an edge infrastructure) .
Edit intent: clarity
Original:  We also present a novel , completely distributed approach based on SDN to maintain the previous context of the connection in the new instance of the IP anchor point, and we analyze the performance of this mechanism in comparison to other possible alternatives to keep the session state .
Revised:  We also present a novel approach that leverages SDN to replicate the previous context of the connection in the new instance of the IP anchor point, and we analyze the performance of this mechanism in comparison to other possible alternatives to keep the session state .
Edit intent: clarity
Original:  We also present a novel , completely distributed approach based on SDN to maintain the previous context of the connection in the new instance of the IP anchor point, and we analyze the performance of this mechanism in comparison to other possible alternatives to keep the session state .
Revised:  We also present a novel , completely distributed approach based on SDN to maintain the previous context of the connection in the new instance of the IP anchor point, thus guaranteeing Session and Service Continuity (SSC), and compare it with alternative state replication strategies .
Edit intent: clarity
Original:  This approach can be used to implement edge services in a 4G or 5G network .
Revised:  This approach can be used to implement edge services in 4G or 5G network .
Edit intent: fluency
Original:  This approach can be used to implement edge services in a 4G or 5G network .
Revised:  This approach can be used to implement edge services in a 4G or 5G networks .
Edit intent: fluency
Original: Efforts by content creators and social networks to enforce legal and policy-based norms, e.g. , blocking hate speech and users, has driven the rise of unrestricted communication platforms.
Revised: Efforts by content creators and social networks to enforce legal and policy-based norms, e.g. blocking hate speech and users, has driven the rise of unrestricted communication platforms.
Edit intent: fluency
Original:  These conversations hide in plain sight - users of dissenter can see and participate in this conversation, whereas visitors using other browsers are oblivious to their existence.
Revised:  These conversations hide in plain sight - users of Dissenter can see and participate in this conversation, whereas visitors using other browsers are oblivious to their existence.
Edit intent: fluency
Original:  We then use toxicity dictionaries, Perspectives API, and a Natural Language Processing model to understand the nature of the comments and measure the propensity of particular websites and content to elicit hateful and offensive Dissenter comments.
Revised:  We then use toxicity dictionaries, Perspective API, and a Natural Language Processing model to understand the nature of the comments and measure the propensity of particular websites and content to elicit hateful and offensive Dissenter comments.
Edit intent: fluency
Original:  Apart from introducing \infty-CwF's, this paper is meant to serve as a "gentle introduction" to shortcomings of 1-categories in type theory without UIP , and to difficulties of and approaches to internal higher-dimensional categories.
Revised:  Apart from introducing \infty-CwF's, the paper explains the shortcomings of 1-categories in type theory without UIP , and to difficulties of and approaches to internal higher-dimensional categories.
Edit intent: clarity
Original:  Apart from introducing \infty-CwF's, this paper is meant to serve as a "gentle introduction" to shortcomings of 1-categories in type theory without UIP , and to difficulties of and approaches to internal higher-dimensional categories.
Revised:  Apart from introducing \infty-CwF's, this paper is meant to serve as a "gentle introduction" to shortcomings of 1-categories in type theory without UIP as well as the difficulties of and approaches to internal higher-dimensional categories.
Edit intent: coherence
Original:  In addition, these models assume full observability  and do not account for under-reporting of cases .
Revised:  In addition, these models assume full observability and do not account for under-reporting .
Edit intent: clarity
Original:  We apply our model to  spread of the recent global outbreak of COVID-19  where our model outperforms the current methods employed by the CDC in most of the metrics .
Revised:  We apply our model to the spread of the recent global outbreak of COVID-19 where our model outperforms the current methods employed by the CDC in most of the metrics .
Edit intent: fluency
Original:  We apply our model to  spread of the recent global outbreak of COVID-19  where our model outperforms the current methods employed by the CDC in most of the metrics .
Revised:  We apply our model to spread of the recent global outbreak of COVID-19 where our model outperforms the methods employed by the CDC in most of the metrics .
Edit intent: clarity
Original:  In this letter , we analyze a social imitation model that incorporates internal energy caches (e.g., food/money savings), cost of living, death, and reproduction.
Revised:  In this paper , we analyze a social imitation model that incorporates internal energy caches (e.g., food/money savings), cost of living, death, and reproduction.
Edit intent: clarity
Original:  We compare the model to results from a meta-analysis on geographically diverse ultimatum game studies in humans, and show the proposed model captures many of the qualitative aspects of the real-world data  .
Revised:  We compare the model to results from a meta-analysis on geographically diverse ultimatum game studies in humans, show the proposed model captures many of the qualitative aspects of the real-world data .
Edit intent: coherence
Original:  We compare the model to results from a meta-analysis on geographically diverse ultimatum game studies in humans, and show the proposed model captures many of the qualitative aspects of the real-world data  .
Revised:  We compare the model to results from a meta-analysis on geographically diverse ultimatum game studies in humans, and show the proposed model captures some of the qualitative aspects of the real-world data .
Edit intent: clarity
Original: According to the criticality hypothesis, collective biological systems should operate in a special parameter region, close to so-called critical points, where the collective dynamics undergoes a qualitative change between different dynamical regimes.
Revised: According to the criticality hypothesis, collective biological systems should operate in a special parameter region, close to so-called critical points, where the collective behavior undergoes a qualitative change between different dynamical regimes.
Edit intent: clarity
Original:  Besides neuronal and gene-regulatory networks, recent empirical data supports that also animal collectives may be examples of self-organized critical systems.
Revised:  Besides neuronal and gene-regulatory networks, recent empirical data suggests that also animal collectives may be examples of self-organized critical systems.
Edit intent: coherence
Original:  However, open questions about self-organization mechanisms in animal groups remain: Evolutionary adaptation towards  group-level optima (group-level selection), often implicitly assumed in the criticality hypothesis, is in general not a reasonable mechanism in fission-fusion groups composed of non-related individuals.
Revised:  However, open questions about self-organization mechanisms in animal groups remain: Evolutionary adaptation towards a group-level optima (group-level selection), often implicitly assumed in the criticality hypothesis, is in general not a reasonable mechanism in fission-fusion groups composed of non-related individuals.
Edit intent: fluency
Original:  However, open questions about self-organization mechanisms in animal groups remain: Evolutionary adaptation towards  group-level optima (group-level selection), often implicitly assumed in the criticality hypothesis, is in general not a reasonable mechanism in fission-fusion groups composed of non-related individuals.
Revised:  However, open questions about self-organization mechanisms in animal groups remain: Evolutionary adaptation towards group-level optimum (group-level selection), often implicitly assumed in the criticality hypothesis, is in general not a reasonable mechanism in fission-fusion groups composed of non-related individuals.
Edit intent: fluency
Original:  However, open questions about self-organization mechanisms in animal groups remain: Evolutionary adaptation towards  group-level optima (group-level selection), often implicitly assumed in the criticality hypothesis, is in general not a reasonable mechanism in fission-fusion groups composed of non-related individuals.
Revised:  However, open questions about self-organization mechanisms in animal groups remain: Evolutionary adaptation towards group-level optima (group-level selection), implicitly assumed in the criticality hypothesis, is in general not a reasonable mechanism in fission-fusion groups composed of non-related individuals.
Edit intent: coherence
Original:  However, open questions about self-organization mechanisms in animal groups remain: Evolutionary adaptation towards  group-level optima (group-level selection), often implicitly assumed in the criticality hypothesis, is in general not a reasonable mechanism in fission-fusion groups composed of non-related individuals.
Revised:  However, open questions about self-organization mechanisms in animal groups remain: Evolutionary adaptation towards group-level optima (group-level selection), often implicitly assumed in the "criticality hypothesis", appears in general not a reasonable mechanism in fission-fusion groups composed of non-related individuals.
Edit intent: clarity
Original:  However, open questions about self-organization mechanisms in animal groups remain: Evolutionary adaptation towards  group-level optima (group-level selection), often implicitly assumed in the criticality hypothesis, is in general not a reasonable mechanism in fission-fusion groups composed of non-related individuals.
Revised:  However, open questions about self-organization mechanisms in animal groups remain: Evolutionary adaptation towards group-level optima (group-level selection), often implicitly assumed in the criticality hypothesis, is in general not reasonable for fission-fusion groups composed of non-related individuals.
Edit intent: clarity
Original:  Furthermore, previous theoretical work relies on non-spatial models, which ignore potentially important spatial self-organization effects.
Revised:  Furthermore, previous theoretical work relies on non-spatial models, which ignore potentially important self-organization effects.
Edit intent: fluency
Original:  However, this is not due to optimal response of the prey to the predator, as suggested by the ``criticality hypothesis'' , but rather due to the spatial structure of the prey school at criticality.
Revised:  However, this is not due to optimal response of the prey to the predator, as suggested by the "criticality hypothesis" , but rather due to the spatial structure of the prey school at criticality.
Edit intent: fluency
Original:  Our results show that in collective behavior spatio-temporal dynamics are important , and that individual-level selection does not in general provide a robust proximate mechanism in support of the ``criticality hypothesis'' in animal groups .
Revised:  Our results show that in collective behavior , and that individual-level selection does not in general provide a robust proximate mechanism in support of the ``criticality hypothesis'' in animal groups .
Edit intent: coherence
Original:  Our results show that in collective behavior spatio-temporal dynamics are important , and that individual-level selection does not in general provide a robust proximate mechanism in support of the ``criticality hypothesis'' in animal groups .
Revised:  Our results show that in collective behavior spatio-temporal dynamics are important , and that individual-level selection is in general not a viable mechanism for self-tuning of unrelated animal groups towards criticality .
Edit intent: clarity
Original: Wireless data aggregation (WDA), referring to aggregating data distributed at devices , is a common operation in 5G-and-beyond networks for supporting applications related to distributed sensing, learning, and consensus . Conventional WDA techniques that are designed based on a separated-communication-and-computation principle encounter difficulty in meeting the stringent throughput/latency requirements imposed by emerging applications (e.g . , auto-driving).
Revised: Wireless data aggregation (WDA), referring to aggregating data distributed at devices , is a common operation in 5G-and-beyond networks for supporting applications related to distributed sensing, learning, and control . Conventional WDA techniques that are designed based on a separated-communication-and-computation principle encounter difficulty in meeting the stringent throughput/latency requirements imposed by emerging applications (e.g . , auto-driving).
Edit intent: clarity
Original: Wireless data aggregation (WDA), referring to aggregating data distributed at devices , is a common operation in 5G-and-beyond networks for supporting applications related to distributed sensing, learning, and consensus . Conventional WDA techniques that are designed based on a separated-communication-and-computation principle encounter difficulty in meeting the stringent throughput/latency requirements imposed by emerging applications (e.g . , auto-driving).
Revised: Wireless data aggregation (WDA), referring to aggregating data distributed at devices , is a common operation in 5G-and-beyond networks for supporting applications related to distributed sensing, learning, and consensus . Conventional WDA techniques that are designed based on a separated-communication-and-computation principle encounter difficulty in meeting the stringent throughput/latency requirements imposed by emerging applications (e.g , auto-driving).
Edit intent: fluency
Original:  To address this issue, over-the-air computation (AirComp) is being developed as a new WDA solution by  integrating computation and communication.
Revised:  To address this issue, over-the-air computation (AirComp) is being developed as a new WDA solution by seamlessly integrating computation and communication.
Edit intent: clarity