wanyu/IteraTeR_full_sent huggingface dataset:
Original:  However, tabular data in unstructured digital documents, e.g. Portable Document Format (PDF) and images, are difficult to parse into structured machine-readable format, due to complexity and diversity in their structure and style,  especially for complex tables.
Revised:  However, tabular data in unstructured digital documents, e.g. Portable Document Format (PDF) and images, are difficult to parse into structured machine-readable format, due to complexity and diversity in their structure and style, it is very difficult to parse the tabular data into the structured format which machines can understand easily, especially for complex tables.
Edit intent: meaning-changed
Original:   In the first stage, we use the FCN to predict the potential regions of the table row (column) separators, so as to obtain the bounding boxes of the basic grids in the table.
Revised:  Our model takes table images as input and can correctly recognize the structure of tables, whether they are simple or a complex tables. SEM is mainly composed of three parts, splitter, embedder and merger. In the first stage, we use the FCN to predict the potential regions of the table row (column) separators, so as to obtain the bounding boxes of the basic grids in the table.
Edit intent: meaning-changed
Original:  In the second stage, we not only extract the visual features corresponding to each grid through RoIAlign, but also use the off-the-shelf recognizer and the BERT to extract the semantic features . The fused features of both are used to characterize each table grid .
Revised:  In the second stage, by taking a full consideration of the textual information in the table, we fuse the output features for each table grid .
Edit intent: clarity
Original:  The fused features of both are used to characterize each table grid . We find that by adding additional semantic features to each grid, the ambiguity problem of the table structure from the visual perspective can be solved to a certain extent and achieve higher precision .
Revised:  The fused features of both are used to characterize each table grid from both vision and language modalities. Moreover, we achieve a higher precision in our experiments through adding additional semantic features .
Edit intent: meaning-changed
Original:  The correspondent merging results is learned by the attention maps in attention mechanism. With the proposed method, we can recognize the structure of tables well, even for complex tables. SEM can achieve an average F-Measure of 96.9%DIFDELCMD < \\%%% %DIF < on the SciTSR dataset which outperforms other methods by a large margin.
Revised:  The correspondent merging results is learned %DIFDELCMD < \\%%% %DIF < on the SciTSR dataset which outperforms other methods by a large margin.
Edit intent: coherence
Original: \end{abstract} 
Revised: \end{abstract} through the attention mechanism. In our experiments, SEM achieves an average F1-Measure of 97.11\% on the SciTSR dataset which outperforms other methods by a large margin. We also won the first place in the complex table and third place in all tables in ICDAR 2021 Competition on Scientific Literature Parsing, Task-B. Extensive experiments on other publicly available datasets demonstrate that our model achieves state-of-the-art.
Edit intent: meaning-changed
Original:  This consumption can be reduced by acting over some aspects, such as the driving behaviour style of vehicle drivers. Improving driving behaviour (and other features) can save fuel on a fleet of vehicles without needing to change other aspects, such as the planned routes or stops.
Revised:  This consumption can be reduced by acting over some aspects, such as the driving behaviour style . Improving these factors can reduce the fuel usage of a vehicle without changing other aspects, such as the planned routes or stops.
Edit intent: clarity
Original:  In this paper we show how Explainable Artificial Intelligence (XAI) can be useful for quantifying the impact that different feature groups have on the fuel consumption of a particular fleet. For that, we use Explainable Boosting Machines (EBM) that are trained over different features (up to 70) in order to first model the relationship between them and the fuel consumption, and then explain it.
Revised:  In this paper we show how Explainable Artificial Intelligence (XAI) can be useful for quantifying the impact that different feature groups have on the fuel consumption of a vehicle fleet. We use Explainable Boosting Machines (EBM) that are trained over different features (up to 70) in order to first model the relationship between them and the fuel consumption, and then explain it.
Edit intent: clarity
Original:  For that, we use Explainable Boosting Machines (EBM) that are trained over different features (up to 70) in order to first model the relationship between them and the fuel consumption, and then explain it.
Revised:  For that, we use Explainable Boosting Machines (EBM) , trained over different features (up to 70) in order to first model the relationship between them and the fuel consumption, and then explain it.
Edit intent: coherence
Original:  For that, we use Explainable Boosting Machines (EBM) that are trained over different features (up to 70) in order to first model the relationship between them and the fuel consumption, and then explain it.
Revised:  For that, we use Explainable Boosting Machines (EBM) that are trained over different features in order to first model the relationship between them and the fuel consumption, and then explain it.
Edit intent: coherence
Original:  For that, we use Explainable Boosting Machines (EBM) that are trained over different features (up to 70) in order to first model the relationship between them and the fuel consumption, and then explain it.
Revised:  For that, we use Explainable Boosting Machines (EBM) that are trained over different features (up to 70) in order to both model and explain the relationship between them and the fuel consumption, and then explain it.
Edit intent: clarity
Original:  For that, we use Explainable Boosting Machines (EBM) that are trained over different features (up to 70) in order to first model the relationship between them and the fuel consumption, and then explain it.
Revised:  For that, we use Explainable Boosting Machines (EBM) that are trained over different features (up to 70) in order to first model the relationship between them and fuel consumption, and then explain it.
Edit intent: fluency
Original:  For that, we use Explainable Boosting Machines (EBM) that are trained over different features (up to 70) in order to first model the relationship between them and the fuel consumption, and then explain it. With it, we compare the explanations provided by the EBM with general references from the literature that estimate the potential impact that those features may have on the fuel consumption, in order to validate this approach .
Revised:  For that, we use Explainable Boosting Machines (EBM) that are trained over different features (up to 70) in order to first model the relationship between them and the fuel consumption, and then assess quality of the explanations using prior domain knowledge .
Edit intent: clarity
Original:  We evaluate our proposed approach on the UrbanSound8K dataset, as compared to a SampleRNNbaseline , with the performance metrics measuring the quality and diversity of the generated sound samples . Experimental results show that our proposed method offers significantly better performance in diversity and comparable performance in quality, as compared to the baseline method .
Revised:  We evaluate our approach on the UrbanSound8K dataset, as compared to a SampleRNNbaseline , with the performance metrics measuring the quality and diversity of the generated sound samples . Experimental results show that our proposed method offers significantly better performance in diversity and comparable performance in quality, as compared to the baseline method .
Edit intent: fluency
Original:  We evaluate our proposed approach on the UrbanSound8K dataset, as compared to a SampleRNNbaseline , with the performance metrics measuring the quality and diversity of the generated sound samples . Experimental results show that our proposed method offers significantly better performance in diversity and comparable performance in quality, as compared to the baseline method .
Revised:  We evaluate our proposed approach on the UrbanSound8K dataset, compared to SampleRNN , with the performance metrics measuring the quality and diversity of the generated sound samples . Experimental results show that our proposed method offers significantly better performance in diversity and comparable performance in quality, as compared to the baseline method .
Edit intent: clarity
Original:  We evaluate our proposed approach on the UrbanSound8K dataset, as compared to a SampleRNNbaseline , with the performance metrics measuring the quality and diversity of the generated sound samples . Experimental results show that our proposed method offers significantly better performance in diversity and comparable performance in quality, as compared to the baseline method .
Revised:  We evaluate our proposed approach on the UrbanSound8K dataset, as compared to a SampleRNNbaseline , with the performance metrics measuring the quality and diversity of generated sounds . Experimental results show that our proposed method offers significantly better performance in diversity and comparable performance in quality, as compared to the baseline method .
Edit intent: clarity
Original:  We evaluate our proposed approach on the UrbanSound8K dataset, as compared to a SampleRNNbaseline , with the performance metrics measuring the quality and diversity of the generated sound samples . Experimental results show that our proposed method offers significantly better performance in diversity and comparable performance in quality, as compared to the baseline method .
Revised:  We evaluate our proposed approach on the UrbanSound8K dataset, as compared to a SampleRNNbaseline , with the performance metrics measuring the quality and diversity of the generated sound samples . Experimental results show that our method offers comparable performance in quality, as compared to the baseline method .
Edit intent: clarity
Original:  We evaluate our proposed approach on the UrbanSound8K dataset, as compared to a SampleRNNbaseline , with the performance metrics measuring the quality and diversity of the generated sound samples . Experimental results show that our proposed method offers significantly better performance in diversity and comparable performance in quality, as compared to the baseline method .
Revised:  We evaluate our proposed approach on the UrbanSound8K dataset, as compared to a SampleRNNbaseline , with the performance metrics measuring the quality and diversity of the generated sound samples . Experimental results show that our proposed method offers significantly better performance in diversity and comparable performance in quality and significantly better performance in diversity .
Edit intent: clarity
Original:  Attorney General of British Columbia Wally Oppal spoke out against the group , "It's disturbing when you have people like these, who are continually intimidating law-abiding citizens , and I think the public is getting sick and tired of this group."
Revised:  Attorney General of British Columbia Wally Oppal spoke out against the group : "It's disturbing when you have people like these, who are continually intimidating law-abiding citizens , and I think the public is getting sick and tired of this group."
Edit intent: fluency
Original:  Attorney General of British Columbia Wally Oppal spoke out against the group , "It's disturbing when you have people like these, who are continually intimidating law-abiding citizens , and I think the public is getting sick and tired of this group."
Revised:  Attorney General of British Columbia Wally Oppal spoke out against the group , "It's disturbing when you have people like these, who are continually intimidating law-abiding citizens and I think the public is getting sick and tired of this group."
Edit intent: fluency
Original:  Cunningham said the group will not stop the "criminal acts" until the government's budget surplus is spent on social housing and on the citizen's    .
Revised:  Cunningham said the group will not stop the "criminal acts" until the government's budget surplus is spent on social housing and on the citizen's "Just after 2 p.m. a group of people attended the premier's office … and threw paint on the exterior of the building," said Const. Jana McGuinness of the Vancouver Police Department. "This is a criminal charge. This is mischief, so if charges are warranted we'll definitely be laying charges." .
Edit intent: meaning-changed
Original:  Wikinews reporters attended a barbecue hosted by the Electronic Frontier Foundation (EFF) on Friday for an interview with EFF and Open Rights Group representatives about the upcoming E.U. proposal to extend copyright for performers to 95 years.
Revised:  Wikinews reporters attended a barbecue hosted by the (EFF) on Friday for an interview with EFF and Open Rights Group representatives about the upcoming E.U. proposal to extend copyright for performers to 95 years.
Edit intent: clarity
Original:  Wikinews reporters attended a barbecue hosted by the Electronic Frontier Foundation (EFF) on Friday for an interview with EFF and Open Rights Group representatives about the upcoming E.U. proposal to extend copyright for performers to 95 years.
Revised:  Wikinews reporters attended a barbecue hosted by the Electronic Frontier Foundation (EFF) on Friday for an interview with EFF and representatives about the upcoming E.U. proposal to extend copyright for performers to 95 years.
Edit intent: clarity
Original:  Speaking in the White House , President Bush after the meeting on Saturday said that , "I George Bush like to tell people I'm going to finish strong, and I want to work with you [ Governors ] as I do so.”
Revised:  Speaking in the White House after the meeting on Saturday said that , "I George Bush like to tell people I'm going to finish strong, and I want to work with you [ Governors ] as I do so.”
Edit intent: clarity
Original:  Speaking in the White House , President Bush after the meeting on Saturday said that , "I George Bush like to tell people I'm going to finish strong, and I want to work with you [ Governors ] as I do so.”
Revised:  Speaking in the White House , President Bush after the meeting on Saturday George Bush like to tell people I'm going to finish strong, and I want to work with you [ Governors ] as I do so.”
Edit intent: coherence
Original:  Speaking in the White House , President Bush after the meeting on Saturday said that , "I George Bush like to tell people I'm going to finish strong, and I want to work with you [ Governors ] as I do so.”
Revised:  Speaking in the White House , President Bush after the meeting on Saturday said that , "I , President Bush said, “I like to tell people I'm going to finish strong, and I want to work with you [ Governors ] as I do so.”
Edit intent: coherence
Original:  Speaking in the White House , President Bush after the meeting on Saturday said that , "I George Bush like to tell people I'm going to finish strong, and I want to work with you [ Governors ] as I do so.”
Revised:  Speaking in the White House , President Bush after the meeting on Saturday said that , "I George Bush like to tell people I'm going to finish strong, and I want to work with you [ governors ] as I do so.”
Edit intent: fluency
Original:  In a recent radio address, Mr. Bush has saidthat “The Senate passed a good bill the Protect America Act that would have given our intelligence professionals the tools they need to keep us safe.
Revised:  Referring to the Act in a recent radio address, Mr. Bush has saidthat “The Senate passed a good bill the Protect America Act that would have given our intelligence professionals the tools they need to keep us safe.
Edit intent: meaning-changed
Original:  Viktor Kozlov scored an early third period goal to put the Capitals up by 2. Alexander Semin scored on the latter two minutes of a double minor power play to put Washington a goal further ahead of the Devils.
Revised:  scored an early third period goal to put the Capitals up by 2. Alexander Semin scored on the latter two minutes of a double minor power play to put Washington a goal further ahead of the Devils.
Edit intent: style
Original:  Viktor Kozlov scored an early third period goal to put the Capitals up by 2. Alexander Semin scored on the latter two minutes of a double minor power play to put Washington a goal further ahead of the Devils.
Revised:  Viktor Kozlov scored an early third period goal to put the Capitals up by 2. scored on the latter two minutes of a double minor power play to put Washington a goal further ahead of the Devils.
Edit intent: clarity
Original:  2. We can temporarily stem the costs incurred in our waste by accessing the Alaskan National Wildlife Refuge (ANWR) and Colorado oil reserves, buying us both time to develop alternate systems, and reduce our costs from $100+/barrel in crude, as well as giving Americans some breathing room in their wallets;
Revised:  2. We can temporarily stem the costs incurred in our waste by accessing the (ANWR) and Colorado oil reserves, buying us both time to develop alternate systems, and reduce our costs from $100+/barrel in crude, as well as giving Americans some breathing room in their wallets;
Edit intent: clarity
Original:  2. We can temporarily stem the costs incurred in our waste by accessing the Alaskan National Wildlife Refuge (ANWR) and Colorado oil reserves, buying us both time to develop alternate systems, and reduce our costs from $100+/barrel in crude, as well as giving Americans some breathing room in their wallets;
Revised:  2. We can temporarily stem the costs incurred in our waste by accessing the Alaskan National Wildlife Refuge (ANWR) and oil reserves, buying us both time to develop alternate systems, and reduce our costs from $100+/barrel in crude, as well as giving Americans some breathing room in their wallets;
Edit intent: clarity
Original:  It ’ s hard to believe they aren ’ t working against the common interest when the Congress is dealing with legislation that includes granting amnesty to all illegal immigrants (when 87\% of the public is vocally opposed), spending million of taxpayer dollars on a highway between two towns in Alaska (a highway that will be impassable for more than half the year), or trying to wrangle a million dollars on a museum to a 1960 ’ s music event.
Revised:  It ' s hard to believe they aren ’ t working against the common interest when the Congress is dealing with legislation that includes granting amnesty to all illegal immigrants (when 87\% of the public is vocally opposed), spending million of taxpayer dollars on a highway between two towns in Alaska (a highway that will be impassable for more than half the year), or trying to wrangle a million dollars on a museum to a 1960 ’ s music event.
Edit intent: fluency
Original:  It ’ s hard to believe they aren ’ t working against the common interest when the Congress is dealing with legislation that includes granting amnesty to all illegal immigrants (when 87\% of the public is vocally opposed), spending million of taxpayer dollars on a highway between two towns in Alaska (a highway that will be impassable for more than half the year), or trying to wrangle a million dollars on a museum to a 1960 ’ s music event.
Revised:  It ’ s hard to believe they aren ' t working against the common interest when the Congress is dealing with legislation that includes granting amnesty to all illegal immigrants (when 87\% of the public is vocally opposed), spending million of taxpayer dollars on a highway between two towns in Alaska (a highway that will be impassable for more than half the year), or trying to wrangle a million dollars on a museum to a 1960 ’ s music event.
Edit intent: fluency
Original:  It ’ s hard to believe they aren ’ t working against the common interest when the Congress is dealing with legislation that includes granting amnesty to all illegal immigrants (when 87\% of the public is vocally opposed), spending million of taxpayer dollars on a highway between two towns in Alaska (a highway that will be impassable for more than half the year), or trying to wrangle a million dollars on a museum to a 1960 ’ s music event.
Revised:  It ’ s hard to believe they aren ’ t working against the common interest when the Congress is dealing with legislation that includes granting amnesty to all illegal immigrants (when 87\% of the public is vocally opposed), spending million of taxpayer dollars on a highway between two towns in (a highway that will be impassable for more than half the year), or trying to wrangle a million dollars on a museum to a 1960 ’ s music event.
Edit intent: style
Original:  It ’ s hard to believe they aren ’ t working against the common interest when the Congress is dealing with legislation that includes granting amnesty to all illegal immigrants (when 87\% of the public is vocally opposed), spending million of taxpayer dollars on a highway between two towns in Alaska (a highway that will be impassable for more than half the year), or trying to wrangle a million dollars on a museum to a 1960 ’ s music event.
Revised:  It ’ s hard to believe they aren ’ t working against the common interest when the Congress is dealing with legislation that includes granting amnesty to all illegal immigrants (when 87\% of the public is vocally opposed), spending million of taxpayer dollars on a highway between two towns in Alaska (a highway that will be impassable for more than half the year), or trying to wrangle a million dollars on a museum to a 1960 ' s music event.
Edit intent: fluency
Original:  If given the open opportunity, my personal selections for a running mate would include either William Owens (former Governor of the State of Colorado) or Frank McEnulty , who is himself another third-party/independent candidate.
Revised:  If given the open opportunity, my personal selections for a running mate would include either (former Governor of the State of Colorado) or Frank McEnulty , who is himself another third-party/independent candidate.
Edit intent: clarity
Original:  If given the open opportunity, my personal selections for a running mate would include either William Owens (former Governor of the State of Colorado) or Frank McEnulty , who is himself another third-party/independent candidate.
Revised:  If given the open opportunity, my personal selections for a running mate would include either William Owens (former Governor of the State of Colorado) or , who is himself another third-party/independent candidate.
Edit intent: clarity
Original:  If I were unable to obtain the popular vote and someone else were to make it to the Oval Office, I believe the best alternative would be either Michael Bloomberg (present Mayor of New York City ), or Lou Dobbs (Commentator for CNN ).
Revised:  If I were unable to obtain the popular vote and someone else were to make it to the Oval Office, I believe the best alternative would be either (present Mayor of New York City ), or Lou Dobbs (Commentator for CNN ).
Edit intent: clarity
Original:  If I were unable to obtain the popular vote and someone else were to make it to the Oval Office, I believe the best alternative would be either Michael Bloomberg (present Mayor of New York City ), or Lou Dobbs (Commentator for CNN ).
Revised:  If I were unable to obtain the popular vote and someone else were to make it to the Oval Office, I believe the best alternative would be either Michael Bloomberg (present Mayor of ), or Lou Dobbs (Commentator for CNN ).
Edit intent: clarity
Original:  If I were unable to obtain the popular vote and someone else were to make it to the Oval Office, I believe the best alternative would be either Michael Bloomberg (present Mayor of New York City ), or Lou Dobbs (Commentator for CNN ).
Revised:  If I were unable to obtain the popular vote and someone else were to make it to the Oval Office, I believe the best alternative would be either Michael Bloomberg (present Mayor of New York City ), or (Commentator for CNN ).
Edit intent: clarity