wanyu/IteraTeR_v2 huggingface dataset:
Original:  In addition, we also propose an Attention-driven Keywords Ranking (AKR) method, which can automatically extract aspect-level sentiment-related keywords from the review corpus based on the attention weights.
Revised:  In addition, we also propose an Attention-driven Keywords Ranking (AKR) method, which can automatically discover aspect keywords and aspect-level sentiment-related keywords from the review corpus based on the attention weights.
Edit intent: clarity
Original:  In addition, we also propose an Attention-driven Keywords Ranking (AKR) method, which can automatically extract aspect-level sentiment-related keywords from the review corpus based on the attention weights.
Revised:  In addition, we also propose an Attention-driven Keywords Ranking (AKR) method, which can automatically extract aspect-level opinion keywords from the review corpus based on the attention weights.
Edit intent: clarity
Original:  Our extensive set of experiments on different DMSC datasets demonstrate the superiority of the proposed FEDAR and LEAD models.
Revised:  Our extensive set of experiments on five different open-domain DMSC datasets demonstrate the superiority of the proposed FEDAR and LEAD models.
Edit intent: clarity
Original:  Visualization of aspect-level sentiment keywords demonstrate the interpretability of our model and  effectiveness of our AKR method.
Revised:  Visualization of aspect-level sentiment keywords demonstrate the interpretability of our model and the effectiveness of our AKR method.
Edit intent: fluency
Original: With the cost of implementation shrinking and  robot-to-workers ratio skyrocketing, the effects of automation on our economy and society are more palpable than ever.
Revised: With the cost of implementation shrinking and the robot-to-workers ratio skyrocketing, the effects of automation on our economy and society are more palpable than ever.
Edit intent: fluency
Original:  According to various studies, over half of our jobs could be fully executed by machines over the next decade or two, with severe impacts concentrated disproportionately on manufacturing-focused developing countries.
Revised:  Over half of our jobs could be fully executed by machines over the next decade or two, with severe impacts concentrated disproportionately on manufacturing-focused developing countries.
Edit intent: clarity
Original:  In response to the threat of mass displacement of labour due to automation, economists, politicians, and even the business community have come to see Universal Basic Income (UBI) as the panacea.
Revised:  In response to the threat of mass displacement of labor due to automation, economists, politicians, and even the business community have come to see Universal Basic Income (UBI) as the panacea.
Edit intent: fluency
Original:  This paper argued against a UBI by addressing its implementation costs and efficiency in mitigating the impact of automation through quantitative evidence as well as results of failed UBI-comparable programs across the world.
Revised:  This paper argued against a UBI by addressing its implementation costs and inefficiency in mitigating the impact of automation through quantitative evidence as well as results of failed UBI-comparable programs across the world.
Edit intent: fluency
Original:  The author of this paper instead advocated for the continuation of existing means-tested welfare systems and further investment in education scheme for unskilled and low-skilled labour.
Revised:  The author made a case for the continuation of existing means-tested welfare systems and further investment in education scheme for unskilled and low-skilled labour.
Edit intent: clarity
Original:  The author of this paper instead advocated for the continuation of existing means-tested welfare systems and further investment in education scheme for unskilled and low-skilled labour.
Revised:  The author of this paper instead advocated for the continuation of existing means-tested welfare systems and further investment in education and training schemes for unskilled and low-skilled labour.
Edit intent: clarity
Original: With the cost of implementation shrinking and the robot-to-workers ratio skyrocketing, the effects of automation on our economy and society are more palpable than ever .
Revised: The effects of automation on our economy and society are more palpable than ever .
Edit intent: clarity
Original:  In response to the threat of mass displacement of labor due to automation, economists, politicians, and even the business community have come to see Universal Basic Income (UBI) as the panacea .
Revised:  In response to the threat of mass displacement of labor due to automation, economists, politicians, and even the business community have come to see Universal Basic Income (UBI) as a catch-all solution to this problem .
Edit intent: clarity
Original:  This paper argued against a UBI by addressing its implementation costs and inefficiency in mitigating the impact of automation through quantitative evidence as well as results of failed UBI-comparable programs across the world.
Revised:  This paper examines the shortcomings of UBI in addressing the automation-led large-scale displacement of labor by analyzing empirical data from previous UBI-comparable programs across the world.
Edit intent: clarity
Original:  The author made a case for the continuation of existing means-tested welfare systems and further investment in education and training schemes for unskilled and low-skilled labor  as a more sustainable and effective solution to the automation-induced large-scale displacement of workers .
Revised:  The author made a case for the continuation of existing means-tested welfare programs while bolstering funding and R as a more sustainable and effective solution to the automation-induced large-scale displacement of workers .
Edit intent: clarity
Original:  The author made a case for the continuation of existing means-tested welfare systems and further investment in education and training schemes for unskilled and low-skilled labor  as a more sustainable and effective solution to the automation-induced large-scale displacement of workers .
Revised:  The author made a case for the continuation of existing means-tested welfare systems and further investment in education and training schemes for unskilled and low-skilled labor as a more effective solution to the automation-induced large-scale displacement of workers .
Edit intent: clarity
Original:  The author made a case for the continuation of existing means-tested welfare systems and further investment in education and training schemes for unskilled and low-skilled labor  as a more sustainable and effective solution to the automation-induced large-scale displacement of workers .
Revised:  The author made a case for the continuation of existing means-tested welfare systems and further investment in education and training schemes for unskilled and low-skilled labor as a more sustainable and effective solution to technological unemployment .
Edit intent: clarity
Original: We propose a forecasting method for predicting epidemiological health series on a two-week horizon at the regional and interregional level .
Revised: We propose a forecasting method for predicting epidemiological health series on a two-week horizon at the regional and interregional resolution .
Edit intent: clarity
Original:  To facilitate the continuous and transparent integration of newer methods, this review will be available as a live document  at URL coupled with a GitHub repository  URL that any researcher can build on and push changes to.
Revised:  To facilitate the continuous and transparent integration of newer methods, this review will be available as a live document ( at URL coupled with a GitHub repository URL that any researcher can build on and push changes to.
Edit intent: fluency
Original:  To facilitate the continuous and transparent integration of newer methods, this review will be available as a live document  at URL coupled with a GitHub repository  URL that any researcher can build on and push changes to.
Revised:  To facilitate the continuous and transparent integration of newer methods, this review will be available as a live document at URL coupled with a GitHub repository (at URL that any researcher can build on and push changes to.
Edit intent: fluency
Original:  However, these variations have been formulated inconsistently using varied notations and terminologies even though they are based on a common set of conceptual and statistical ideas.
Revised:  However, these variations have been formulated inconsistently using various notations and terminologies even though they are based on a common set of conceptual and statistical ideas.
Edit intent: fluency
Original:  To facilitate the continuous and transparent integration of newer methods, this review will be available as a live document (at URL coupled with a GitHub repository (at URL that any researcher can build on and push changes to.
Revised:  To facilitate the continuous and transparent integration of newer methods, this article will be available as a live document (at URL coupled with a GitHub repository (at URL that any researcher can build on and push changes to.
Edit intent: clarity
Original:  To facilitate the continuous and transparent integration of newer methods, this review will be available as a live document (at URL coupled with a GitHub repository (at URL that any researcher can build on and push changes to.
Revised:  To facilitate the continuous and transparent integration of newer methods, this review will be available as a live document URL coupled with a GitHub repository (at URL that any researcher can build on and push changes to.
Edit intent: fluency
Original:  To facilitate the continuous and transparent integration of newer methods, this review will be available as a live document (at URL coupled with a GitHub repository (at URL that any researcher can build on and push changes to.
Revised:  To facilitate the continuous and transparent integration of newer methods, this review will be available as a live document (at URL coupled with a GitHub repository URL that any researcher can build on and push changes to.
Edit intent: fluency
Original:   Building upon a breakthrough of Alweiss, Lovett, Wu , and Zhang from 2019, Rao proved that any family of (Cp\log (pk)) ^k distinct k-element sets contains a sunflower with p petals, where C>0 is a constant ;
Revised:  Building upon a breakthrough of Alweiss, Lovett, Wu and Zhang from 2019, Rao proved that any family of (Cp\log (pk)) ^k distinct k-element sets contains a sunflower with p petals, where C>0 is a constant ;
Edit intent: fluency
Original:   Building upon a breakthrough of Alweiss, Lovett, Wu , and Zhang from 2019, Rao proved that any family of (Cp\log (pk)) ^k distinct k-element sets contains a sunflower with p petals, where C>0 is a constant ;
Revised:  Building upon a breakthrough of Alweiss, Lovett, Wu , and Zhang from 2019, Rao proved that any family of (Cp\log (pk)) suffices ;
Edit intent: clarity
Original:  In this note we record that , by a minor variant of their probabilistic arguments, any family of (Cp\log k)^k distinct k-element sets contain a sunflower with p petals, where C>0 is a constant .
Revised:  In this note we record that , by a minor variant of the probabilistic part of these recent proofs .
Edit intent: clarity
Original: Motivated by the advancing computational capabilities of wireless end user equipments (UEs) , as well as the increasing concerns about directly sharing private data, a new machine learning paradigm, namely federated learning (FL) has emerged.
Revised: Motivated by the explosive computing capabilities at end user equipments (UEs) , as well as the increasing concerns about directly sharing private data, a new machine learning paradigm, namely federated learning (FL) has emerged.
Edit intent: clarity
Original: Motivated by the advancing computational capabilities of wireless end user equipments (UEs) , as well as the increasing concerns about directly sharing private data, a new machine learning paradigm, namely federated learning (FL) has emerged.
Revised: Motivated by the advancing computational capabilities of wireless end user equipments , as well as the increasing concerns about directly sharing private data, a new machine learning paradigm, namely federated learning (FL) has emerged.
Edit intent: clarity
Original: Motivated by the advancing computational capabilities of wireless end user equipments (UEs) , as well as the increasing concerns about directly sharing private data, a new machine learning paradigm, namely federated learning (FL) has emerged.
Revised: Motivated by the advancing computational capabilities of wireless end user equipments (UEs) , as well as the growing privacy concerns over sharing sensitive raw data, a new machine learning paradigm, namely federated learning (FL) has emerged.
Edit intent: clarity
Original: Motivated by the advancing computational capabilities of wireless end user equipments (UEs) , as well as the increasing concerns about directly sharing private data, a new machine learning paradigm, namely federated learning (FL) has emerged.
Revised: Motivated by the advancing computational capabilities of wireless end user equipments (UEs) , as well as the increasing concerns about directly sharing private data, a new machine learning paradigm, named federated learning (FL) has emerged.
Edit intent: coherence
Original:  By training models locally at UEs and aggregating trained models at a central server, FL is capable of avoiding data leakage from UEs, thereby helping to preserve privacy and security .
Revised:  By training models locally at each client and aggregating learning models at a central server, FL is capable of avoiding data leakage from UEs, thereby helping to preserve privacy and security .
Edit intent: clarity
Original:  By training models locally at UEs and aggregating trained models at a central server, FL is capable of avoiding data leakage from UEs, thereby helping to preserve privacy and security .
Revised:  By training models locally at UEs and aggregating trained models at a central server, FL has the capability to avoid sharing data directly, thereby reducing privacy leakage .
Edit intent: clarity
Original:  However, the traditional FL framework heavily relies on the single central server and may fall apart if such a server behaves maliciously.
Revised:  However, the traditional FL framework heavily relies on a single central server and may fall apart if such a server behaves maliciously.
Edit intent: fluency
Original:  To address this single point of the potentially failure issue, this work proposes a blockchain aided FL framework.
Revised:  To address this single point of failure issue, this work proposes a blockchain aided FL framework.
Edit intent: clarity
Original:  The proposed framework can well prevent the malicious UEs from poisoning the learning process, and further provide a self-motivated and reliable learning environment for UEs.
Revised:  The proposed framework can well prevent the malicious clients from poisoning the learning process, and further provide a self-motivated and reliable learning environment for UEs.
Edit intent: clarity
Original:  The proposed framework can well prevent the malicious UEs from poisoning the learning process, and further provide a self-motivated and reliable learning environment for UEs.
Revised:  The proposed framework can well prevent the malicious UEs from poisoning the learning process, and further provides a self-motivated and reliable learning environment for UEs.
Edit intent: fluency
Original:  In addition, we investigate the critical issues in the proposed framework and provide  experimental results to shed light on possible solutions.
Revised:  In addition, we investigate the unique issues in this framework and provide experimental results to shed light on possible solutions.
Edit intent: clarity
Original:  Here we develop an alternative based on concepts and methods developed by biologists, in which the wealth invested in a financial strategy is like the population of a species.
Revised:  Here we develop an alternative based on concepts and methods developed by biologists, in which the wealth invested in a financial strategy is like the abundance of a species.
Edit intent: clarity
Original:  In the absence of noise the market would slowly evolve toward an efficient equilibrium, but the large statistical uncertainty in profitability  makes this noisy and uncertain.
Revised:  In the absence of noise the market would slowly evolve toward an efficient equilibrium, but the statistical uncertainty in profitability makes this noisy and uncertain.
Edit intent: clarity
Original:  Even in the long term, the market spends extended periods of time far from perfect efficiency.
Revised:  Even in the long term, the market spends extended periods of time away from perfect efficiency.
Edit intent: clarity
Original:  We show how core concepts from ecology, such as the community matrix and food webs, apply to markets .
Revised:  We show how core concepts from ecology, such as the community matrix and food webs, give insight into market behavior .
Edit intent: clarity
Original:  The wealth dynamics of the market ecology explains how market inefficiencies spontaneously occur and gives insight into the origins of excess price volatility and deviations of prices from fundamental values.
Revised:  The wealth dynamics of the market ecology explain how market inefficiencies spontaneously occur and gives insight into the origins of excess price volatility and deviations of prices from fundamental values.
Edit intent: fluency
Original: We study the problem of fairly allocating indivisible goods and focus on the classic fairness notion of proportion-ality .
Revised: We study the problem of fairly allocating indivisible goods and focus on the classic fairness notion of proportionality .
Edit intent: fluency
Original:  The indivisibility of the goods is long known to pose highly non-trivial obstacles to achieving fairness, and avery vibrant line of research has aimed to circumvent them using appropriate notions of approximate fairness.
Revised:  The indivisibility of the goods is long known to pose highly non-trivial obstacles to achieving fairness, and a very vibrant line of research has aimed to circumvent them using appropriate notions of approximate fairness.
Edit intent: fluency
Original:  Recentwork has established that even approximate versions of proportionality (PROPx) may be impossible to achieve evenfor small isntances , while the best known achievable approximations (PROP1) are much weaker.
Revised:  Recent work has established that even approximate versions of proportionality (PROPx) may be impossible to achieve evenfor small isntances , while the best known achievable approximations (PROP1) are much weaker.
Edit intent: fluency
Original:  Recentwork has established that even approximate versions of proportionality (PROPx) may be impossible to achieve evenfor small isntances , while the best known achievable approximations (PROP1) are much weaker.
Revised:  Recentwork has established that even approximate versions of proportionality (PROPx) may be impossible to achieve even for small instances , while the best known achievable approximations (PROP1) are much weaker.
Edit intent: fluency
Original:  We introduce thenotion ofproportionality up to the maximin item (PROPm) and show how to reach an allocation satisfying this notionfor any instance involving up to five agents with additive valuations.
Revised:  We introduce the notion of proportionality up to the maximin item (PROPm) and show how to reach an allocation satisfying this notionfor any instance involving up to five agents with additive valuations.
Edit intent: fluency
Original:  We introduce thenotion ofproportionality up to the maximin item (PROPm) and show how to reach an allocation satisfying this notionfor any instance involving up to five agents with additive valuations.
Revised:  We introduce thenotion ofproportionality up to the maximin item (PROPm) and show how to reach an allocation satisfying this notion for any instance involving up to five agents with additive valuations.
Edit intent: fluency
Original:  PROPm provides a well-motivated middle-ground between PROP1 and PROPx, while also capturing some elements of the well-studied maximin share (MMS) benchmark: another relaxation of proportionality that has attracted a lot of attention.
Revised:  PROPm provides a well motivated middle-ground between PROP1 and PROPx, while also capturing some elements of the well-studied maximin share (MMS) benchmark: another relaxation of proportionality that has attracted a lot of attention.
Edit intent: fluency
Original:  PROPm provides a well motivated middle-ground between PROP1 and PROPx, while also capturing some elements of the well-studied maximin share (MMS) benchmark: another relaxation of proportionality that has attracted a lot of attention.
Revised:  PROPm provides a well-motivated middle-ground between PROP1 and PROPx, while also capturing some elements of the well-studied maximin share (MMS) benchmark: another relaxation of proportionality that has attracted a lot of attention.
Edit intent: fluency
Original: This letter proposes three novel resource and user scheduling algorithms with contiguous frequency-domain resource allocation (FDRA) for wireless communications systems.
Revised: This paper proposes three novel resource and user scheduling algorithms with contiguous frequency-domain resource allocation (FDRA) for wireless communications systems.
Edit intent: clarity
Original: Black-box artificial intelligence (AI ) induction methods such as deep reinforcement learning (DRL) are increasingly being used to find optimal policies for a given control task.
Revised: Black-box AI induction methods such as deep reinforcement learning (DRL) are increasingly being used to find optimal policies for a given control task.
Edit intent: fluency
Original:  Although policies represented using a black-box AI are capable of efficiently executing the underlying control task and achieving optimal closed-loop performance -- controlling the agent from initial time step until the successful termination of an episode , the developed control rules are often complex and neither interpretable nor explainable.
Revised:  Although policies represented using a black-box AI are capable of efficiently executing the underlying control task and achieving optimal closed-loop performance , the developed control rules are often complex and neither interpretable nor explainable.
Edit intent: clarity
Original:  In all these problems our proposed approach is able to find  simple and interpretable rules involving one to four non-linear terms per rule, while simultaneously achieving on par closed-loop performance when compared to a trained black-box DRL agent.
Revised:  In all these problems our proposed approach is able to find relatively simple and interpretable rules involving one to four non-linear terms per rule, while simultaneously achieving on par closed-loop performance when compared to a trained black-box DRL agent.
Edit intent: clarity
Original:   The obtained results are inspiring as they suggest the replacement of complicated black-box DRL policies involving thousands of parameters (making them non-interpretable) with  simple interpretable policies.
Revised:  The obtained results are inspiring as they suggest the replacement of complicated black-box DRL policies involving thousands of parameters (making them non-interpretable) with relatively simple interpretable policies.
Edit intent: clarity
Original: In this paper, we propose to address the issue of the lack of strongly labeled data by using pseudo strongly labeled data that is approximated using Convolutive Nonnegative Matrix Factorization (CNMF)
Revised: In this paper, we propose addressing the lack of strongly labeled data by using pseudo strongly labeled data that is approximated using Convolutive Nonnegative Matrix Factorization (CNMF)
Edit intent: coherence