wanyu/IteraTeR_v2 huggingface dataset:
Original: A method for online decorrelation of chemical sensor readings from the effects of environmental humidity and temperature variations is proposed.
Revised: A method for online decorrelation of chemical sensor signals from the effects of environmental humidity and temperature variations is proposed.
Edit intent: clarity
Original:  The electronic nose setup built for this study included eight different metal-oxide sensors, temperature and humidity sensors with a wireless communication link to PC .
Revised:  The electronic nose setup built for this study included eight metal-oxide sensors, temperature and humidity sensors with a wireless communication link to PC .
Edit intent: clarity
Original:  The electronic nose setup built for this study included eight different metal-oxide sensors, temperature and humidity sensors with a wireless communication link to PC .
Revised:  The electronic nose setup built for this study included eight different metal-oxide sensors, temperature and humidity sensors with a wireless communication link to external computer .
Edit intent: clarity
Original:  This wireless electronic nose was used to monitor air for two years in the residence of one of the authors and  collected data continuously during 510 full days with a sampling rate of 2 samples per second.
Revised:  This wireless electronic nose was used to monitor air for two years in the residence of one of the authors and it collected data continuously during 510 full days with a sampling rate of 2 samples per second.
Edit intent: fluency
Original:  This wireless electronic nose was used to monitor air for two years in the residence of one of the authors and  collected data continuously during 510 full days with a sampling rate of 2 samples per second.
Revised:  This wireless electronic nose was used to monitor air for two years in the residence of one of the authors and collected data continuously during 537 days with a sampling rate of 2 samples per second.
Edit intent: clarity
Original:  To estimate the effects of variations in air humidity and temperature on the chemical sensors readings , we used a standard energy band model for an n-type metal-oxide  sensor.
Revised:  To estimate the effects of variations in air humidity and temperature on the chemical sensors signals , we used a standard energy band model for an n-type metal-oxide sensor.
Edit intent: clarity
Original:  This simple model achieves excellent accuracy with R^2 performance close to 1.
Revised:  This simple model achieves excellent accuracy with a coefficient of determination R^2 close to 1.
Edit intent: clarity
Original:  Our implementation, Glade , leverages the grammar synthesized by our algorithm to fuzz programs with highly structured inputs.
Revised:  Our implementation, GLADE , leverages the grammar synthesized by our algorithm to fuzz programs with highly structured inputs.
Edit intent: fluency
Original: We introduce a model of innovation in which products are composed of components and new components are adopted one at a time.
Revised: Innovation is to organizations what evolution is to organisms: it is how they adapt to changes in the environment and improve. Yet despite steady advances in how evolution works, what drives innovation remains elusive. We derive a theory of innovation in which products are composed of components and new components are adopted one at a time.
Edit intent: coherence
Original: Innovation is to organizations what evolution is to organisms: it is how they adapt to changes in the environment and improve.
Revised: Innovation is to organizations what evolution is to organisms: it is how organisations adapt to changes in the environment and improve.
Edit intent: clarity
Original:  Yet despite steady advances in how evolutionworks , what drives innovation remains elusive.
Revised:  Yet despite steady advances in our understanding of evolution , what drives innovation remains elusive.
Edit intent: clarity
Original:  We derive a theory of innovationin which products are composed of components and new components are adopted one at a time.
Revised:  We derive a theory of innovationin which products are composed of components and components are acquired one at a time.
Edit intent: clarity
Original:  We show that the rate of innovation depends on the size distribution of products, and that a small number of simple products can dramatically increase the innovation rate.
Edit intent: coherence
Original:  By strategically choosing which components to adopt , we show how to increase the innovation rate to achieve short-term gain or long-term growth.
Revised:  By strategically choosing which components to adopt as the innovation process unfolds, we can alter the innovation rate to achieve short-term gain or long-term growth.
Edit intent: clarity
Original:   Yet despite steady advances in our understanding of evolution, what drives innovation remains elusive.
Revised:  Governments, institutions and firms that innovate are more likely to prosper and stand the test of time; those that fail to do so fall behind their competitors and succumb to market and environmental change. Yet despite steady advances in our understanding of evolution, what drives innovation remains elusive.
Edit intent: coherence
Original: Very recently, the National Toxicology Program reported a correlation between exposure to whole body 900 MHz radio frequency radiation and cancer in the brains and hearts of Sprague Dawley male rats.
Revised: Very recently, the National Toxicology Program reported a correlation between exposure to whole body 900 MHz radiofrequency radiation and cancer in the brains and hearts of Sprague Dawley male rats.
Edit intent: fluency
Original:  Assuming that the National Toxicology Program is statistically significant, I propose the following explanation for these results.
Revised:  This paper propose the following explanation for these results.
Edit intent: clarity
Original:  The neurons around the  brain and heart form closed electrical circuits and, following Faraday's Law, 900MHz radio frequency radiation induces 900 MHz electrical currents in these neural circuits.
Revised:  The neurons around the brain and heart form closed electrical circuits and, following Faraday's Law, 900 MHz radiofrequency radiation induces 900 MHz electrical currents in these neural circuits.
Edit intent: fluency
Original:  In turn, these 900 MHz currents in the neural circuits generate sufficient localized heat in the neural cells to shift the equilibrium concentration of carcinogenic radicals to higher levels and thus, to higher incidences of cancer  .
Revised:  In turn, these 900 MHz currents in the neural circuits generate sufficient localized heat in the neural cell axons to shift the equilibrium concentration of carcinogenic radicals to higher levels and thus, to higher incidences of cancer .
Edit intent: clarity
Original:  This paper propose the following explanation for these results.
Revised:  This paper proposes the following explanation for these results.
Edit intent: fluency
Original:  Unlike other similarity measures, the proposed method relies on neural word embeddings to calculate the distance between words.
Revised:  Unlike other similarity measures, the proposed method relies on neural word embeddings to compute the distance between words.
Edit intent: fluency
Original:  The experimental results on TREC and PubMed show that our approach provides significantly better performance than BM25 . We also discuss the pros and cons of our approach and show that there is a synergy effect when the word embedding measure is combined with the BM25 function .
Revised:  The experimental results on TREC and PubMed show that our approach outperforms the BM25 . We also discuss the pros and cons of our approach and show that there is a synergy effect when the word embedding measure is combined with the BM25 function .
Edit intent: clarity
Original: The singular value decomposition (SVD) is among the most ubiquitous matrix factorizations and is a cornerstone algorithm for data analysis, dimensionality reduction and data compression.
Revised: The singular value decomposition (SVD) is among the most ubiquitous matrix factorizations . Specifically, it is a cornerstone algorithm for data analysis, dimensionality reduction and data compression.
Edit intent: coherence
Original:  However, despite modern computer power, massive data-sets pose a computational challenge for traditional SVD algorithms.
Revised:  However, despite modern computer power, massive datasets pose a computational challenge for traditional SVD algorithms.
Edit intent: clarity
Original:  Specifically, it is a cornerstone algorithm for data analysis, dimensionality reduction  and data compression.
Revised:  Specifically, it is a cornerstone algorithm for data analysis, dimensionality reduction , and data compression.
Edit intent: fluency
Original:  However, despite modern computer power, massive datasets pose a computational challenge for traditional SVD algorithms.
Revised:  Massive datasets, however, pose a computational challenge for traditional SVD algorithms.
Edit intent: coherence
Original:  The essential idea of probabilistic algorithms is to employ a degree of randomness in order to derive a smaller matrix from a high-dimensional data matrix.
Revised:  The essential idea of probabilistic algorithms is to employ some amount of randomness in order to derive a smaller matrix from a high-dimensional data matrix.
Edit intent: clarity
Original:  We present the R package rsvd, and provide a tutorial introduction to randomized matrix decompositions.
Revised:  We present the package rsvd, and provide a tutorial introduction to randomized matrix decompositions.
Edit intent: clarity
Original:  It therefore seems possible to construct generalized models covering a range of fonts that can be applied to a wide variety of historical printings  .
Revised:  It therefore seems possible to construct generalized models trained on a range of fonts that can be applied to a wide variety of historical printings .
Edit intent: clarity
Original:  In this work we give a sharp characterization of the complexity of solving general problems over distributions using SQ algorithms .
Revised:  In this work we demonstrate that the complexity of solving general problems over distributions using SQ algorithms .
Edit intent: clarity
Original:  Finally, we demonstrate implications of our characterization to algorithms that are subject to memory , communication and local differential privacy constraints.
Revised:  Finally, we demonstrate implications of our characterization to algorithms that are subject to memory and communication constraints.
Edit intent: clarity
Original:  The independence polynomial with negative arguments determines the maximal region of probabilities to which the Lov\'{a Local Lemma (LLL) can be extended , and also gives a lower bound on the probability in the LLL's conclusion (Shearer 1985).
Revised:  In particular, the independence polynomial with negative arguments determines the maximal region of probabilities to which the Lov\'{a Local Lemma (LLL) can be extended , and also gives a lower bound on the probability in the LLL's conclusion (Shearer 1985).
Edit intent: coherence
Original:  The independence polynomial with negative arguments determines the maximal region of probabilities to which the Lov\'{a Local Lemma (LLL) can be extended , and also gives a lower bound on the probability in the LLL's conclusion (Shearer 1985).
Revised:  The independence polynomial with negative arguments determines the maximal region of probabilities to which the Lovasz Local Lemma (LLL) can be extended , and also gives a lower bound on the probability in the LLL's conclusion (Shearer 1985).
Edit intent: fluency
Original:  The independence polynomial with negative arguments determines the maximal region of probabilities to which the Lov\'{a Local Lemma (LLL) can be extended , and also gives a lower bound on the probability in the LLL's conclusion (Shearer 1985).
Revised:  The independence polynomial with negative arguments determines the maximal region of probabilities to which the Lov\'{a Local Lemma (LLL) can be extended (Shearer 1985).
Edit intent: coherence
Original:  In statistical physics, complex (and negative) zeros of the independence polynomial relate to existence of phase transitions (Penrose 1963).
Revised:  In statistical physics, complex zeros of the independence polynomial relate to existence of phase transitions (Penrose 1963).
Edit intent: clarity
Original:  The detection has to be done at lowest possible latency, because the RF-transceiver which dominates power con- sumption of an NB-IoT modem  has to be turned on throughout this time.
Revised:  The detection has to be done at lowest possible latency, because the RF-transceiver which dominates power con- sumption of an NB-IoT modem , has to be turned on throughout this time.
Edit intent: fluency
Original:  In contrast a maximum likelihood cross- correlation detector achieves low latency at a higher complexity as shown in this paper.
Revised:  In contrast a maximum likelihood cross-correlation detector achieves low latency at a higher complexity as shown in this paper.
Edit intent: fluency
Original:  The detector achieves an average detection latency which is a factor of two below that of an auto-correlation method and is able to reduce the required energy per timing acquisition by up to 34\% 
Revised:  The detector achieves an average detection latency which is a factor of two below that of an auto-correlation method and is able to reduce the required energy per timing acquisition by up to 34\% .
Edit intent: fluency
Original: We review  production function and the hypothesis of equilibrium in the neoclassical framework.
Revised: We review the production function and the hypothesis of equilibrium in the neoclassical framework.
Edit intent: fluency
Original:  We notify that in a soup of sectors in economy  while capital and labor resemble extensive variables, wage and rate of return on capital act as intensive variables.
Revised:  We notify that in a soup of sectors in economy , while capital and labor resemble extensive variables, wage and rate of return on capital act as intensive variables.
Edit intent: fluency
Original:  As a result, Baumol and Bowen's statement of equal wages is inevitable from  thermodynamics point of view.
Revised:  As a result, Baumol and Bowen's statement of equal wages is inevitable from the thermodynamics point of view.
Edit intent: fluency
Original:  We then try to see how aggregation can be performed concerning the extensive variables in a soup of firms.
Revised:  We try to see how aggregation can be performed concerning the extensive variables in a soup of firms.
Edit intent: coherence
Original:  Finally, we provide a toy model to aggregate production and the labor income as extensive quantities in a neoclassical framework.
Revised:  We provide a toy model to aggregate production and the labor income as extensive quantities in a neoclassical framework.
Edit intent: coherence
Original:  Finally, we provide a toy model to aggregate production and the labor income as extensive quantities in a neoclassical framework.
Revised:  Finally, we provide a toy model to perform aggregation for production and the labor income as extensive quantities in a neoclassical framework.
Edit intent: clarity
Original: We consider the dividends problem for both de Finetti's and Dual models for spectrally one-sided L\'evy processes subject to a constraint on the time of ruin .
Revised: We introduce a longevity feature to the classical optimal dividend problem by adding a constraint on the time of ruin .
Edit intent: clarity
Original:  To characterize the solution to the aforementioned models we } introduce the dual problem and show that the complementary slackness condition in both models are satisfied , thus there is no duality gap.
Revised:  To characterize the solution to the aforementioned models we } introduce the dual problem and show that the complementary slackness conditions are satisfied and therefore there is no duality gap.
Edit intent: coherence
Original:  Therefore the optimal value function can be obtained as the point-wise infimum of auxiliary value functions indexed by Lagrange multipliers.
Revised:  As a consequence the optimal value function can be obtained as the point-wise infimum of auxiliary value functions indexed by Lagrange multipliers.
Edit intent: coherence
Original:  Therefore the optimal value function can be obtained as the point-wise infimum of auxiliary value functions indexed by Lagrange multipliers.
Revised:  Therefore the optimal value function can be obtained as the pointwise infimum of auxiliary value functions indexed by Lagrange multipliers.
Edit intent: fluency
Original:  We also present a numerical example .
Revised:  Finally, we illustrate our findings with a series of numerical examples .
Edit intent: clarity
Original: Likewise, self-modifying code (i.e., code that writes its own code on the fly and executes it at run-time), grants programmers unprecedented power to build increasingly sophisticated artificial intelligence (AI) systems , which may ultimately transform machine learning and AI research in bioinformatics and computational biology.
Revised: Likewise, self-modifying code (i.e., code that writes its own code on the fly and executes it at run-time), grants programmers unprecedented power to build increasingly sophisticated artificial intelligence systems that may ultimately transform machine learning and AI research in bioinformatics and computational biology.
Edit intent: clarity
Original:  In this paper we havw re-examined the role of miR-34a-5p and miR-34a-3p in the signaling pathway of p53.
Revised:  In this paper we have re-examined the role of miR-34a-5p and miR-34a-3p in the signaling pathway of p53.
Edit intent: fluency
Original:  By a GO enrichment analysis we found that THBS1is involved in cancer and metastasis relevant processes.
Revised:  By a GO enrichment analysis we found that THBS1 is involved in cancer and metastasis relevant processes.
Edit intent: fluency
Original:  Based on that, we illustrate that the temporal correlations of interference and outage are indeed location-dependent, being lower close to the centre of the domain, where the level of mobility is higher than near the boundaries . Close to the boundaries , more time is also needed to see uncorrelated interference at the receiver .
Revised:  Based on that, we illustrate that the temporal correlations of interference and outage are location-dependent, being lower close to the centre of the domain, where the level of mobility is higher than near the boundaries . Close to the boundaries , more time is also needed to see uncorrelated interference at the receiver .
Edit intent: clarity
Original:  Based on that, we illustrate that the temporal correlations of interference and outage are indeed location-dependent, being lower close to the centre of the domain, where the level of mobility is higher than near the boundaries . Close to the boundaries , more time is also needed to see uncorrelated interference at the receiver .
Revised:  Based on that, we illustrate that the temporal correlations of interference and outage are indeed location-dependent, being lower close to the centre of the domain, where the level of mobility is higher than near the boundary . Close to the boundaries , more time is also needed to see uncorrelated interference at the receiver .
Edit intent: fluency
Original:  Based on that, we illustrate that the temporal correlations of interference and outage are indeed location-dependent, being lower close to the centre of the domain, where the level of mobility is higher than near the boundaries . Close to the boundaries , more time is also needed to see uncorrelated interference at the receiver .
Revised:  Based on that, we illustrate that the temporal correlations of interference and outage are indeed location-dependent, being lower close to the centre of the domain, where the level of mobility is higher than near the boundaries . Close to the boundary , more time is also needed to see uncorrelated interference at the receiver .
Edit intent: fluency
Original:  Based on that, we illustrate that the temporal correlations of interference and outage are indeed location-dependent, being lower close to the centre of the domain, where the level of mobility is higher than near the boundaries . Close to the boundaries , more time is also needed to see uncorrelated interference at the receiver .
Revised:  Based on that, we illustrate that the temporal correlations of interference and outage are indeed location-dependent, being lower close to the centre of the domain, where the level of mobility is higher than near the boundaries . Close to the boundaries , more time is also needed to see uncorrelated interference .
Edit intent: clarity
Original: Fashion composition involves deep understanding of fashion standards while incorporating creativity for choosing multiple fashion items (e.g., Jewelry, Bag, Pants, Dress).
Revised: Composing fashion outfits involves deep understanding of fashion standards while incorporating creativity for choosing multiple fashion items (e.g., Jewelry, Bag, Pants, Dress).
Edit intent: clarity
Original:  In fashion websites, popular or high-quality fashion compositions are usually designed by fashion experts and followed by large audiences.
Revised:  In fashion websites, popular or high-quality fashion outfits are usually designed by fashion experts and followed by large audiences.
Edit intent: clarity
Original:  In this paper, we aim to employ a machine learning strategy to compose fashion compositions by learning directly from the fashion websites .
Revised:  In this paper, we propose a machine learning strategy to compose fashion compositions by learning directly from the fashion websites .
Edit intent: clarity
Original:  In this paper, we aim to employ a machine learning strategy to compose fashion compositions by learning directly from the fashion websites .
Revised:  In this paper, we aim to employ a machine learning system to compose fashion compositions by learning directly from the fashion websites .
Edit intent: clarity
Original:  In this paper, we aim to employ a machine learning strategy to compose fashion compositions by learning directly from the fashion websites .
Revised:  In this paper, we aim to employ a machine learning strategy to compose fashion outfits automatically. The core of the proposed automatic composition system is to score fashion outfit candidates based on the appearances and meta-data .
Edit intent: coherence
Original:  We propose an end-to-end system to learn a fashion item embedding that helps disentangle the factors contributing to fashion popularity, such as instance aesthetics and set compatibility .
Revised:  We propose to leverage outfit popularity on fashion oriented websites to supervise the scoring component. The scoring component is a multi-modal multi-instance deep learning system that evaluates instance aesthetics and set compatibility .
Edit intent: clarity
Original:  Although fashion composition is a rather challengingtask, the performance of our system is quite encouraging: we have achieved an AUC of 85 %DIFDELCMD < \\%%% %DIF < for the fashion set popularity prediction task on the Polyvore fashion set .
Revised:  Although the fashion outfit scoring and composition is rather challenging, we have achieved an AUC of 85 %DIFDELCMD < \\%%% %DIF < for the fashion set popularity prediction task on the Polyvore fashion set .
Edit intent: clarity
Original:  The gene is evolved until the network forms a shear band across the protein, which allows for long-range  soft modes required for protein function.
Revised:  The gene is evolved until the network forms a shear band across the protein, which allows for long-range , soft modes required for protein function.
Edit intent: fluency