wanyu/IteraTeR_v2 huggingface dataset:
Original:  We take a human centered approach to designing our system, relying advances in deep-learning , uncertainty quantification  and natural language processing while acknowledging the limitations of conversational agents for specific pedagogical needs.
Revised:  We take a human-centered approach to designing our system, relying advances in deep-learning , uncertainty quantification and natural language processing while acknowledging the limitations of conversational agents for specific pedagogical needs.
Edit intent: fluency
Original:  We take a human centered approach to designing our system, relying advances in deep-learning , uncertainty quantification  and natural language processing while acknowledging the limitations of conversational agents for specific pedagogical needs.
Revised:  We take a human centered approach to designing our system, relying on advances in deep learning , uncertainty quantification and natural language processing while acknowledging the limitations of conversational agents for specific pedagogical needs.
Edit intent: fluency
Original:  We take a human centered approach to designing our system, relying advances in deep-learning , uncertainty quantification  and natural language processing while acknowledging the limitations of conversational agents for specific pedagogical needs.
Revised:  We take a human centered approach to designing our system, relying advances in deep-learning , uncertainty quantification , and natural language processing while acknowledging the limitations of conversational agents for specific pedagogical needs.
Edit intent: fluency
Original: As the number of cores scale to tens and hundreds, the energy consumption of routers across various types of on-chip networks in chip muiltiprocessors (CMPs) increases significantly.
Revised: As the number of cores scales to tens and hundreds, the energy consumption of routers across various types of on-chip networks in chip muiltiprocessors (CMPs) increases significantly.
Edit intent: fluency
Original:  To handle this problem, we incorporate the calibration for long tail session-based recommendation . Concretely, we design a module to align the proportion of tail items of recommendation list with the proportion in the  session.
Revised:  To handle this problem, we incorporate the calibration for long tail session-based recommendation , which aims to align the proportion of tail items of recommendation list with the proportion in the session.
Edit intent: coherence
Original:  We broaden the exploration to examine \delta -CLUE, the set of potential CLUEs within a \delta ball of the original input in latent space.
Revised:  We broaden the exploration to examine \delta -CLUE, the set of potential CLUEs within a \delta ball of the original input in latent space.
Edit intent: fluency
Original:  as such, we propose DIVerse CLUE ( \nabla -CLUE), a set of CLUEs which each propose a distinct explanation as to how one can decrease the uncertainty associated with an input.
Revised:  as such, we propose DIVerse CLUE ( \nabla -CLUE), a set of CLUEs which each propose a distinct explanation as to how one can decrease the uncertainty associated with an input.
Edit intent: fluency
Original:  Our experiments show that \delta -CLUE, \nabla -CLUE, and GLAM-CLUE all address shortcomings of CLUE and provide beneficial explanations of uncertainty estimates to practitioners.
Revised:  Our experiments show that \delta -CLUE, \nabla -CLUE, and GLAM-CLUE all address shortcomings of CLUE and provide beneficial explanations of uncertainty estimates to practitioners.
Edit intent: fluency
Original: Consider the real symbol f_{n(}%DIFDELCMD < \thetat%%% )%DIFDELCMD < \coloneqq%%% \sum_{j=0^{n-1}h^{jh}|}%DIFDELCMD < \thteta%%% |^{2-jh with h}%DIFDELCMD < \coloneqq%%% \frac{1{n}.
Revised: (}%DIFDELCMD < \thetat%%% )%DIFDELCMD < \coloneqq%%% \sum_{j=0^{n-1}h^{jh}|}%DIFDELCMD < \thteta%%% |^{2-jh with h}%DIFDELCMD < \coloneqq%%% \frac{1{n}.
Edit intent: coherence
Original: Consider the real symbol f_{n(}%DIFDELCMD < \thetat%%% )%DIFDELCMD < \coloneqq%%% \sum_{j=0^{n-1}h^{jh}|}%DIFDELCMD < \thteta%%% |^{2-jh with h}%DIFDELCMD < \coloneqq%%% \frac{1{n}.
Revised: Consider the real symbol f_{n(}%DIFDELCMD < \thetat%%% %DIFDELCMD < \coloneqq%%% \sum_{j=0^{n-1}h^{jh}|}%DIFDELCMD < \thteta%%% |^{2-jh with h}%DIFDELCMD < \coloneqq%%% \frac{1{n}.
Edit intent: fluency
Original:  We evaluate the proposed PLNLP framework on 4 link property prediction datasets of Open Graph Benchmark, including ogbl-ddi ,ogbl-collab ,ogbl-ppa andogbl-ciation2 . PLNLP achieves Top 1 performance on ogbl-ddi , and Top 2 performance on ogbl-collab andogbl-ciation2 only with basic neural architecture.
Revised:  We evaluate the proposed PLNLP framework on 4 link property prediction datasets of Open Graph Benchmark, including ,ogbl-collab ,ogbl-ppa andogbl-ciation2 . PLNLP achieves Top 1 performance on ogbl-ddi , and Top 2 performance on ogbl-collab andogbl-ciation2 only with basic neural architecture.
Edit intent: fluency
Original:  We evaluate the proposed PLNLP framework on 4 link property prediction datasets of Open Graph Benchmark, including ogbl-ddi ,ogbl-collab ,ogbl-ppa andogbl-ciation2 . PLNLP achieves Top 1 performance on ogbl-ddi , and Top 2 performance on ogbl-collab andogbl-ciation2 only with basic neural architecture.
Revised:  We evaluate the proposed PLNLP framework on 4 link property prediction datasets of Open Graph Benchmark, including ogbl-ddi ogbl-collab ,ogbl-ppa andogbl-ciation2 . PLNLP achieves Top 1 performance on ogbl-ddi , and Top 2 performance on ogbl-collab andogbl-ciation2 only with basic neural architecture.
Edit intent: fluency
Original:  We evaluate the proposed PLNLP framework on 4 link property prediction datasets of Open Graph Benchmark, including ogbl-ddi ,ogbl-collab ,ogbl-ppa andogbl-ciation2 . PLNLP achieves Top 1 performance on ogbl-ddi , and Top 2 performance on ogbl-collab andogbl-ciation2 only with basic neural architecture.
Revised:  We evaluate the proposed PLNLP framework on 4 link property prediction datasets of Open Graph Benchmark, including ogbl-ddi , ,ogbl-ppa andogbl-ciation2 . PLNLP achieves Top 1 performance on ogbl-ddi , and Top 2 performance on ogbl-collab andogbl-ciation2 only with basic neural architecture.
Edit intent: fluency
Original:  We evaluate the proposed PLNLP framework on 4 link property prediction datasets of Open Graph Benchmark, including ogbl-ddi ,ogbl-collab ,ogbl-ppa andogbl-ciation2 . PLNLP achieves Top 1 performance on ogbl-ddi , and Top 2 performance on ogbl-collab andogbl-ciation2 only with basic neural architecture.
Revised:  We evaluate the proposed PLNLP framework on 4 link property prediction datasets of Open Graph Benchmark, including ogbl-ddi ,ogbl-collab ogbl-ppa andogbl-ciation2 . PLNLP achieves Top 1 performance on ogbl-ddi , and Top 2 performance on ogbl-collab andogbl-ciation2 only with basic neural architecture.
Edit intent: clarity
Original:  We evaluate the proposed PLNLP framework on 4 link property prediction datasets of Open Graph Benchmark, including ogbl-ddi ,ogbl-collab ,ogbl-ppa andogbl-ciation2 . PLNLP achieves Top 1 performance on ogbl-ddi , and Top 2 performance on ogbl-collab andogbl-ciation2 only with basic neural architecture.
Revised:  We evaluate the proposed PLNLP framework on 4 link property prediction datasets of Open Graph Benchmark, including ogbl-ddi ,ogbl-collab , andogbl-ciation2 . PLNLP achieves Top 1 performance on ogbl-ddi , and Top 2 performance on ogbl-collab andogbl-ciation2 only with basic neural architecture.
Edit intent: fluency
Original:  We evaluate the proposed PLNLP framework on 4 link property prediction datasets of Open Graph Benchmark, including ogbl-ddi ,ogbl-collab ,ogbl-ppa andogbl-ciation2 . PLNLP achieves Top 1 performance on ogbl-ddi , and Top 2 performance on ogbl-collab andogbl-ciation2 only with basic neural architecture.
Revised:  We evaluate the proposed PLNLP framework on 4 link property prediction datasets of Open Graph Benchmark, including ogbl-ddi ,ogbl-collab ,ogbl-ppa ogbl-ciation2 . PLNLP achieves Top 1 performance on ogbl-ddi , and Top 2 performance on ogbl-collab andogbl-ciation2 only with basic neural architecture.
Edit intent: fluency
Original:  We evaluate the proposed PLNLP framework on 4 link property prediction datasets of Open Graph Benchmark, including ogbl-ddi ,ogbl-collab ,ogbl-ppa andogbl-ciation2 . PLNLP achieves Top 1 performance on ogbl-ddi , and Top 2 performance on ogbl-collab andogbl-ciation2 only with basic neural architecture.
Revised:  We evaluate the proposed PLNLP framework on 4 link property prediction datasets of Open Graph Benchmark, including ogbl-ddi ,ogbl-collab ,ogbl-ppa andogbl-ddi, ogbl-collab, ogbl-ppa and ogbl-ciation2 . PLNLP achieves Top 1 performance on ogbl-ddi , and Top 2 performance on ogbl-collab andogbl-ciation2 only with basic neural architecture.
Edit intent: coherence
Original:  We evaluate the proposed PLNLP framework on 4 link property prediction datasets of Open Graph Benchmark, including ogbl-ddi ,ogbl-collab ,ogbl-ppa andogbl-ciation2 . PLNLP achieves Top 1 performance on ogbl-ddi , and Top 2 performance on ogbl-collab andogbl-ciation2 only with basic neural architecture.
Revised:  We evaluate the proposed PLNLP framework on 4 link property prediction datasets of Open Graph Benchmark, including ogbl-ddi ,ogbl-collab ,ogbl-ppa andogbl-ciation2 . PLNLP achieves Top 1 performance on ogbl-ddi , and Top 2 performance on ogbl-collab andogbl-ciation2 only with basic neural architecture.
Edit intent: fluency
Original:  We evaluate the proposed PLNLP framework on 4 link property prediction datasets of Open Graph Benchmark, including ogbl-ddi ,ogbl-collab ,ogbl-ppa andogbl-ciation2 . PLNLP achieves Top 1 performance on ogbl-ddi , and Top 2 performance on ogbl-collab andogbl-ciation2 only with basic neural architecture.
Revised:  We evaluate the proposed PLNLP framework on 4 link property prediction datasets of Open Graph Benchmark, including ogbl-ddi ,ogbl-collab ,ogbl-ppa andogbl-ciation2 . PLNLP achieves Top 1 performance on ogbl-ddi , and Top 2 performance on andogbl-ciation2 only with basic neural architecture.
Edit intent: fluency
Original:  We evaluate the proposed PLNLP framework on 4 link property prediction datasets of Open Graph Benchmark, including ogbl-ddi ,ogbl-collab ,ogbl-ppa andogbl-ciation2 . PLNLP achieves Top 1 performance on ogbl-ddi , and Top 2 performance on ogbl-collab andogbl-ciation2 only with basic neural architecture.
Revised:  We evaluate the proposed PLNLP framework on 4 link property prediction datasets of Open Graph Benchmark, including ogbl-ddi ,ogbl-collab ,ogbl-ppa andogbl-ciation2 . PLNLP achieves Top 1 performance on ogbl-ddi , and Top 2 performance on ogbl-collab ogbl-ciation2 only with basic neural architecture.
Edit intent: fluency
Original:  We evaluate the proposed PLNLP framework on 4 link property prediction datasets of Open Graph Benchmark, including ogbl-ddi ,ogbl-collab ,ogbl-ppa andogbl-ciation2 . PLNLP achieves Top 1 performance on ogbl-ddi , and Top 2 performance on ogbl-collab andogbl-ciation2 only with basic neural architecture.
Revised:  We evaluate the proposed PLNLP framework on 4 link property prediction datasets of Open Graph Benchmark, including ogbl-ddi ,ogbl-collab ,ogbl-ppa andogbl-ciation2 . PLNLP achieves Top 1 performance on ogbl-ddi , and Top 2 performance on ogbl-collab andogbl-collab and ogbl-ciation2 only with basic neural architecture.
Edit intent: fluency
Original:  The    largest opposition party, the Conservative Party greeted the release with much scepticism, saying that the paper contains "reheated announcements that are years later than promised"  
Revised:  The The largest opposition party, the Conservative Party greeted the release with much scepticism, saying that the paper contains "reheated announcements that are years later than promised" 
Edit intent: fluency
Original: Monte-Carlo – His Serene Highness Prince Rainier III (Rainier Louis Henri Maxence Bertrand Grimaldi) of the Principality of Monaco has died.
Revised:  His Serene Highness Prince Rainier III (Rainier Louis Henri Maxence Bertrand Grimaldi) of the Principality of Monaco has died.
Edit intent: clarity
Original:  "Jesus Christ, I'm speechless  " said David Millar of the United Kingdom, who rides for Saunier Duval-Prodir.
Revised:  "Jesus Christ, I'm speechless , " said David Millar of the United Kingdom, who rides for Saunier Duval-Prodir.
Edit intent: fluency
Original:  However, Astana Team, which has now withdrawn, had two other riders in the top ten, Andreas Klöden, fifth overall, and Andrey Kashechkin, eigth overall.
Revised:  However, Astana Team, which has now withdrawn, had two other riders in the top ten, Andreas Klöden, fifth overall, and Andrey Kashechkin, eighth overall.
Edit intent: fluency
Original:   A deal between the European Union and Libya, ended the diplomatic standoff.
Revised:  A deal between the EU and Libya, ended the diplomatic standoff.
Edit intent: fluency
Original:  Our relations with Libya were to a large extent blocked by the non-settlement of this medics issue," said José Manuel Barroso, President of the European Commission   .
Revised:  Our relations with Libya were to a large extent blocked by the non-settlement of this medics issue," said José Manuel Barroso, President of the European Commission . .
Edit intent: fluency
Original: Guesthouse holding bus passenger burns after attack '' source: Voice of America Islamic militants have claimed responsibility for an attack on a government guesthouse sheltering passengers on the first bus in 50 years to cross between the Indian and Pakistani sides of Kashmir.
Revised: Guesthouse holding bus passenger burns after attack source: Voice of America Islamic militants have claimed responsibility for an attack on a government guesthouse sheltering passengers on the first bus in 50 years to cross between the Indian and Pakistani sides of Kashmir.
Edit intent: fluency
Original:  It is unclear whether the passengers or any others in the building, which housed several offices, were injured  
Revised:  It is unclear whether the passengers or any others in the building, which housed several offices, were injured . 
Edit intent: fluency
Original: Security forces were using the building as a safehouse, protecting passengers scheduled to ride the bus from Indian Kashmir into Pakistani controlled Kashmir this Thursday .
Revised: It is unclear whether the passengers or any others in the building, which housed several offices, were injured .
Edit intent: coherence
Original: Dubai Aerospace Enterprises (DAE) has entered a controversial bid for Auckland International Airport, which is New Zealand's busiest  .
Revised: Dubai Aerospace Enterprise (DAE) has entered a controversial bid for Auckland International Airport, which is New Zealand's busiest .
Edit intent: fluency
Original: Dubai Aerospace Enterprises (DAE) has entered a controversial bid for Auckland International Airport, which is New Zealand's busiest  .
Revised: Dubai Aerospace Enterprises (DAE) has entered a controversial bid for New Zealand's busiest .
Edit intent: coherence
Original:  Merger documents have revealed that DAE would use "reasonable endeavours" to create new routes and services from Auckland for Emirates . DAE's plan is to takeover 60\% of the publicly-traded airport for NZ$2.6 billion (approx. US$2.1 billion).
Revised:  Merger documents have revealed that DAE would use "reasonable endeavours" to create new routes and services from Auckland for Emirates Airline. DAE's plan is to takeover 60\% of the publicly-traded airport for NZ$2.6 billion (approx. US$2.1 billion).
Edit intent: clarity
Original:  One of the entitity 's goals is to build up a global portfolio of airports, particularly in emerging markets.
Revised:  One of the entity 's goals is to build up a global portfolio of airports, particularly in emerging markets.
Edit intent: fluency
Original: Dubai Aerospace Enterprise (DAE) has entered a controversial bid for New Zealand's busiest airport, the Auckland International Airport .
Revised: Dubai Aerospace Enterprise (DAE) has entered a controversial bid for New Zealand's busiest airport, the Auckland International .
Edit intent: fluency
Original: Dubai Aerospace Enterprise (DAE)  has entered a controversial bid for New Zealand's busiest airport, the Auckland International.
Revised: Dubai Aerospace Enterprise (DAE) of Dubai, United Arab Emirates has entered a controversial bid for New Zealand's busiest airport, the Auckland International.
Edit intent: clarity
Original:  The chair of DAE, Sheikh Ahmed bin Saeed al Maktoum, also chairs Emirates, which flies four times daily into Auckland.
Revised:  The chair of DAE, Sheikh Ahmed bin Saeed Al Maktoum, also chairs Emirates, which flies four times daily into Auckland.
Edit intent: fluency
Original:  Emirates has said its long term plan for the airport is to establish it as a secondary hub, with flights to the west coast of the United States, or Central  and South America.
Revised:  Emirates has said its long term plan for the airport is to establish it as a secondary hub, with flights to the west coast of the United States, or Central America and South America.
Edit intent: fluency
Original:  Some riders staged a protest against doping at the start     
Revised:  Some riders staged a protest against doping at the start . 
Edit intent: fluency
Original: Afghanistan police have recovered the bullet-ridden body of a South Korean, who was among 23 aid-workers held hostage by the Taliban and reports say at least 8 other hostages were released  . "Since Kabul's administration did not listen to our demand and did not free our prisoners, the Taliban shot dead a male Korean hostage," Qari Mohammad Yousuf told Reuters via telephone.
Revised: Afghanistan police have recovered the bullet-ridden body of a South Korean, who was among 23 aid-workers held hostage by the Taliban . Earlier reports that at least 8 other hostages were released . "Since Kabul's administration did not listen to our demand and did not free our prisoners, the Taliban shot dead a male Korean hostage," Qari Mohammad Yousuf told Reuters via telephone.
Edit intent: coherence
Original:  At least two people have been seriously injured after a Southwest Industrial Gases, Inc. natural gas plant in Dallas, Texas exploded sending  flaming debris into the air and onto buildings and expressways.
Revised:  At least two people have been seriously injured after a Southwest Industrial Gases, Inc. gas facility in Dallas, Texas exploded sending flaming debris into the air and onto buildings and expressways.
Edit intent: clarity
Original:  At approximately 9:30 a.m . (central time), several barrels filled with "liquified natural gas" exploded, one after the other .
Revised:  Black smoke that could be seen for miles billowed from the facility. It all began around 9:30 a.m . (central time), several barrels filled with "liquified natural gas" exploded, one after the other .
Edit intent: coherence
Original:  It all began around 9:30 a.m CDT (UTC-5  , according to Dallas Fire Department Lt.
Revised:  It all began around 9:30 a.m CDT (UTC-5 ) , according to Dallas Fire Department Lt.
Edit intent: fluency
Original:  Hazardous material crews have blocked water used in the fire from entering the Dallas storm drains    
Revised:  Hazardous material crews have blocked water used in the fire from entering the Dallas storm drains . 
Edit intent: fluency
Original: Tanks of oxygen, helium and acetylene began blowing up after a connector used to join acetylene tanks during the filling process malfunctioned.
Revised: Tanks of oxygen, helium and acetylene began to explode after a connector used to join acetylene tanks during the filling process malfunctioned.
Edit intent: style
Original:  It all began around 9:30 a.m CDT (UTC-5)  , according to Dallas Fire Department Lt.
Revised:  The problem began around 9:30 a.m CDT (UTC-5) , according to Dallas Fire Department Lt.
Edit intent: clarity
Original:  Joel Lavender, at a loading dock and then spread to a trailer housing some 100,000 cubic feet (approximately 28,300 cubic metres) of gas.
Revised:  Joel Lavender, and then spread to a trailer housing some 100,000 cubic feet (approximately 28,300 cubic metres) of gas.
Edit intent: clarity
Original:  Officials for the Environmental Protection Agency, as well as , local and state environmental officials, have deemed air quality levels acceptable following the blast.
Revised:  Officials for the Environmental Protection Agency, as well as local and state environmental officials, have deemed air quality levels acceptable following the blast.
Edit intent: fluency
Original:  The third, an unidentified truck-driver  was treated and released at Methodist Dallas Medical Center.
Revised:  The third, an unidentified truck-driver , was treated and released at Methodist Dallas Medical Center.
Edit intent: fluency
Original: Officials for the Environmental Protection Agency , as well as local and state environmental officials, have deemed air quality levels acceptable following the blast.
Revised: Officials for the , as well as local and state environmental officials, have deemed air quality levels acceptable following the blast.
Edit intent: clarity
Original:  "I just advised my teams to get out," said Eddy Parker of Airgas which operates right next to Southwest Industrial.
Revised:  "I just advised my teams to get out," said Eddy Parker of which operates right next to Southwest Industrial.
Edit intent: style
Original: Authorities in Spain detonated at least two explosive devices after they were found on a section of the Tour de France bicycle race just outside the Spanish town of Belagua.
Revised: Authorities in Spain say that at least two explosive devices after they were found on a section of the Tour de France bicycle race just outside the Spanish town of Belagua.
Edit intent: clarity
Original: Authorities in Spain detonated at least two explosive devices after they were found on a section of the Tour de France bicycle race just outside the Spanish town of Belagua.
Revised: Authorities in Spain detonated at least two explosive devices were found on a section of the Tour de France bicycle race just outside the Spanish town of Belagua.
Edit intent: clarity
Original:  The Basque separatist group known as the ETA have claimed responsibility for placing the devices on the route .
Revised:  The Basque separatist group known as the ETA have claimed responsibility for placing the devices on the route 
Edit intent: fluency
Original:  Authorities say that "a small amount of explosives", were placed inside food containers and placed on both sides of the road
Edit intent: coherence
Original:  Authorities say that "a small amount of explosives", were placed inside food containers and placed on both sides of the road.
Revised:  Authorities say that "a small amount of explosives", were placed inside plastic food containers then placed on both sides of the road.
Edit intent: clarity
Original:  The Basque separatist group known as  ETA have claimed responsibility for placing the devices on the route 
Revised:  The Basque separatist group known as the ETA have claimed responsibility for placing the devices on the route 
Edit intent: fluency
Original:  A telephone call from someone claiming to be from the ETA threatened to use the devices, and authorities detonated them before they could explode
Revised:  A telephone call was placed to authorities by someone claiming to be from the ETA threatened to use the devices, and authorities detonated them before they could explode
Edit intent: clarity
Original:  A telephone call was placed to authorities by someone claiming to be from the ETA  threatened to use the devices, and authorities detonated them before they could explode
Revised:  A telephone call was placed to authorities by someone claiming to be from the ETA who threatened to use the devices, and authorities detonated them before they could explode
Edit intent: coherence