wanyu/IteraTeR_v2 huggingface dataset:
Original:  The SRM can be viewed as a Generalized Linear Model (GLM) or as an (integrated version of) a generalized integrate-and-fire model with adaptation. where is the firing time of spike number f of the neuron, is the resting voltage in the absence of input, is the input current at time t-s and is a linear filter (also called kernel) that describes the contibution of an input current pulse at time t-s to the voltage at time t.
Revised:  The SRM can be viewed as a Generalized Linear Model (GLM) or as an (integrated version of) a generalized integrate-and-fire model with adaptation. where is the firing time of spike number f of the neuron, is the resting voltage in the absence of input, is the input current at time t-s and is a linear filter (also called kernel) that describes the contibution of an input current pulse at time t − s to the voltage at time t.
Edit intent: fluency
Original:  In particular, Main Applications of the SRM Prediction of voltage and spike times of cortical neurons .
Revised:  In particular, Main applications of the SRM Prediction of voltage and spike times of cortical neurons .
Edit intent: fluency
Original:  In particular, Main Applications of the SRM Prediction of voltage and spike times of cortical neurons .
Revised:  In particular, Main Applications of the SRM Prediction of voltage and spike times of cortical neurons 
Edit intent: fluency
Original:  4. History and Relation to other Models The Spike Response Model has been introduced in a series of papers between 1991 and 2000.
Revised:  4. History and relation to other models The Spike Response Model has been introduced in a series of papers between 1991 and 2000.
Edit intent: fluency
Original:  Adaptive leaky Integrate-and-Fire models A leaky integrate-and-fire neuron with spike-triggered adaptation has a subthreshold membrane potential generated by the following differential equations
Revised:  Adaptive leaky integrate-and-fire models A leaky integrate-and-fire neuron with spike-triggered adaptation has a subthreshold membrane potential generated by the following differential equations
Edit intent: fluency
Original:  The SRM can be viewed as a Generalized Linear Model (GLM) or as an (integrated version of) a generalized integrate-and-fire model with adaptation.
Revised:  The SRM can be viewed as a generalized linear model (GLM) or as an (integrated version of) a generalized integrate-and-fire model with adaptation.
Edit intent: fluency
Original: where is the firing time of spike number f of the neuron, is the resting voltage in the absence of input, is the input current at time t − s and is a linear filter (also called kernel) that describes the contibution of an input current pulse at time t − s to the voltage at time t.
Revised: where is the firing time of spike number f of the neuron, is the resting voltage in the absence of input, is the input current at time t − s and is a linear filter (also called kernel) that describes the contribution of an input current pulse at time t − s to the voltage at time t.
Edit intent: fluency
Original:  As part of the alliance, Ibaqa was given to Genghis Khan as a junior wife.
Revised:  As part of the alliance, Ibaqa was given to Genghis Khan as a wife.
Edit intent: clarity
Original: Family and first marriage She was the  daughter of the Keriat leader Jakha Gambhu, who allied with Genghis Khan to defeat the Naimans in 1204.
Revised: Family and first marriage She was the eldest daughter of the Keriat leader Jakha Gambhu, who allied with Genghis Khan to defeat the Naimans in 1204.
Edit intent: clarity
Original: Second marriage After about two years of childless marriage, Genghis Khan  divorced Ibaqa and gave her to the general Jürchedei, a member of the Uru'ut clan and who had killed Jakha Gambhu after the latter turned against Genghis Khan.
Revised: Second marriage After about two years of childless marriage, Genghis Khan abruptly divorced Ibaqa and gave her to the general Jürchedei, a member of the Uru'ut clan and who had killed Jakha Gambhu after the latter turned against Genghis Khan.
Edit intent: clarity
Original: Broadbridge, 2018, p. 81 The exact reason for this remarriage is unknown: According to The Secret History of the Mongols, Genghis Khan gave Ibaqa to Jürchedei as a reward for his service in wounding Nilga Senggum in 1203 and, after 1204 , in killing Jakha Gambhu.
Revised: Broadbridge, 2018, p. 81 The exact reason for this remarriage is unknown: According to The Secret History of the Mongols, Genghis Khan gave Ibaqa to Jürchedei as a reward for his service in wounding Nilga Senggum in 1203 and, later , in killing Jakha Gambhu.
Edit intent: clarity
Original:  Broadbridge, 2018, p. 81 The exact reason for this remarriage is unknown: According to The Secret History of the Mongols, Genghis Khan gave Ibaqa to Jürchedei as a reward for his service in wounding Nilga Senggum in 1203 and, later, in killing Jakha Gambhu.
Revised:  The exact reason for this remarriage is unknown: According to The Secret History of the Mongols, Genghis Khan gave Ibaqa to Jürchedei as a reward for his service in wounding Nilga Senggum in 1203 and, later, in killing Jakha Gambhu.
Edit intent: clarity
Original:  Broadbridge, 2018, pp. 82-83 Regardless of the rationale, Genghis Khan allowed Ibaqa to keep her title as Khatun even in her remarriage, and asked that she would leave him a token of her dowry by which she could remember him.
Revised:  Regardless of the rationale, Genghis Khan allowed Ibaqa to keep her title as Khatun even in her remarriage, and asked that she would leave him a token of her dowry by which she could remember him.
Edit intent: clarity
Original:  Broadbridge, 2018, p. 83 Jürchedei, as a son-in-law of the Khan via his new marriage, was granted 4,000 men to command, all of whom were fellow Uru'uts.
Revised:  Jürchedei, as a son-in-law of the Khan via his new marriage, was granted 4,000 men to command, all of whom were fellow Uru'uts.
Edit intent: coherence
Original:  Broadbridge, 2018, p. 82
Edit intent: coherence
Original:  Regardless of the rationale, Genghis Khan allowed Ibaqa to keep her title as Khatun even in her remarriage, and asked that she would leave him a token of her dowry by which she could remember him .
Revised:  Regardless of the rationale, Genghis Khan allowed Ibaqa to keep her title as Khatun even in her remarriage, and asked that she would leave him a token of her dowry by which he could remember her .
Edit intent: fluency
Original: Garaadka guud ee beesha reer darawiish garaad abdiqani.jpg| Garad Abdiqani Garad Jama of the Dhulbahante who tabled the case for succession]] Woqooyi Galbeed 1. Sultan Mohamed Sultan Farah 2. Sultan Abdi SH. ahamed 3. Sultan Mohamed Sultan Abdiqadir 4. Sultan Sahardiid Sultan Diirye 5. Sultan Ismael Muse Togdheer 6. Sultan Yuusuf Sultan Hirsi Sanaag 7. Sultan Rashiid Sultan Ali 8. Sultan Ismael Sultan mahamed 9.
Revised: Garaadka guud ee beesha reer darawiish garaad abdiqani.jpg| Garaad Abdiqani of the Dhulbahante who tabled the case for succession]] Woqooyi Galbeed 1. Sultan Mohamed Sultan Farah 2. Sultan Abdi SH. ahamed 3. Sultan Mohamed Sultan Abdiqadir 4. Sultan Sahardiid Sultan Diirye 5. Sultan Ismael Muse Togdheer 6. Sultan Yuusuf Sultan Hirsi Sanaag 7. Sultan Rashiid Sultan Ali 8. Sultan Ismael Sultan mahamed 9.
Edit intent: clarity
Original:  Garad Abdiqani Garad Jama 13.
Revised:  Garaad Abdiqani Garaad Jama 13.
Edit intent: fluency
Original: Ministry of Internal Affairs and Municipalities 1. Saleebaan Mohamed Aadan Ministry of Foreign Affairs 2.
Revised: Ministry of Internal Affairs and Municipalities : Saleebaan Mohamed Aadan Ministry of Foreign Affairs 2.
Edit intent: fluency
Original: Ministry of Internal Affairs and Municipalities 1. Saleebaan Mohamed Aadan Ministry of Foreign Affairs 2.
Revised: Ministry of Internal Affairs and Municipalities 1. Saleebaan Mohamed Aadan Ministry of Foreign Affairs :
Edit intent: coherence
Original:  Ali Sh. Madar Ministry of Finance 3.
Revised:  Ali Sh. Madar Ministry of Finance :
Edit intent: coherence
Original:  Ismail Mohamoud Hurry Ministry of Reconstruction & Rehabilitation 4. Hasan Adan Wadadid Ministry of Defence 5.
Revised:  Ismail Mohamoud Hurry Ministry of Reconstruction & Rehabilitation : Hasan Adan Wadadid Ministry of Defence 5.
Edit intent: fluency
Original:  Ismail Mohamoud Hurry Ministry of Reconstruction & Rehabilitation 4. Hasan Adan Wadadid Ministry of Defence 5.
Revised:  Ismail Mohamoud Hurry Ministry of Reconstruction & Rehabilitation 4. Hasan Adan Wadadid Ministry of Defence :
Edit intent: coherence
Original:  Mohamed Kaahin Ahmed Mystery of Commerce & Industries 6. Daahir Mohamed Yusuf Ministry of Religion & Justice 7.
Revised:  Mohamed Kaahin Ahmed Mystery of Commerce & Industries : Daahir Mohamed Yusuf Ministry of Religion & Justice 7.
Edit intent: coherence
Original:  Mohamed Kaahin Ahmed Mystery of Commerce & Industries 6. Daahir Mohamed Yusuf Ministry of Religion & Justice 7.
Revised:  Mohamed Kaahin Ahmed Mystery of Commerce & Industries 6. Daahir Mohamed Yusuf Ministry of Religion & Justice :
Edit intent: coherence
Original:  Omer Eisa Awale Ministry of Planning & Development 11. Jama Rabile Good Ministry of Minerals & Water 12.
Revised:  Omer Eisa Awale Ministry of Planning & Development : Jama Rabile Good Ministry of Minerals & Water 12.
Edit intent: fluency
Original:  Omer Eisa Awale Ministry of Planning & Development 11. Jama Rabile Good Ministry of Minerals & Water 12.
Revised:  Omer Eisa Awale Ministry of Planning & Development 11. Jama Rabile Good Ministry of Minerals & Water :
Edit intent: coherence
Original:  Mohamed Ali Aateeye Ministry of Housing & Public Works 13.
Revised:  Mohamed Ali Aateeye Ministry of Housing & Public Works :
Edit intent: coherence
Original:  Mahdi Abdi Amarre Minstery of Information Tourists 14.
Revised:  Mahdi Abdi Amarre Minstery of Information Tourists :
Edit intent: coherence
Original:  Osman Aadan Dool Ministry of Livestock 15.
Revised:  Osman Aadan Dool Ministry of Livestock :
Edit intent: coherence
Original:  Yasin Ahmed Haji Nur Ministry of Telecommunications & Transport (Somaliland) 16. Mohamoud Abdi Ali Bayr Ministry of Agriculture & Environment 17.
Revised:  Yasin Ahmed Haji Nur Ministry of Telecommunications & Transport (Somaliland) : Mohamoud Abdi Ali Bayr Ministry of Agriculture & Environment 17.
Edit intent: coherence
Original:  Yasin Ahmed Haji Nur Ministry of Telecommunications & Transport (Somaliland) 16. Mohamoud Abdi Ali Bayr Ministry of Agriculture & Environment 17.
Revised:  Yasin Ahmed Haji Nur Ministry of Telecommunications & Transport (Somaliland) 16. Mohamoud Abdi Ali Bayr Ministry of Agriculture & Environment :
Edit intent: coherence
Original:  Sa’ed Mohamed Nur Ministry of Presidency 18.
Revised:  Sa’ed Mohamed Nur Ministry of Presidency :
Edit intent: clarity
Original:  Yusuf Mohamed Ali Minstery of Internal Affairs 19.
Revised:  Yusuf Mohamed Ali Minstery of Internal Affairs :
Edit intent: coherence
Original:  Ahmed Jambir Suldan Vice Minstery of Defence 20.
Revised:  Ahmed Jambir Suldan Vice Minstery of Defence :
Edit intent: clarity
Original:  Dahir Sheekh Abdillahi Vice Minstery of Finance 21.
Revised:  Dahir Sheekh Abdillahi Vice Minstery of Finance :
Edit intent: coherence
Original:  Aadan Jama Sahar Vice Minstery of Justice 22.
Revised:  Aadan Jama Sahar Vice Minstery of Justice :
Edit intent: coherence
Original: Woqooyi Galbeed 1. Sultan Mohamed Sultan Farah 2. Sultan Abdi SH. ahamed 3. Sultan Mohamed Sultan Abdiqadir 4. Sultan Sahardiid Sultan Diirye 5. Sultan Ismael Muse Togdheer 6. Sultan Yuusuf Sultan Hirsi Sanaag 7. Sultan Rashiid Sultan Ali 8. Sultan Ismael Sultan mahamed 9.
Revised: Woqooyi Galbeed 1. Sultan Mohamed Sultan Farah 2. Sultan Abdi SH. ahamed 3. Sultan Mohamed Sultan Abdiqadir 4. Sultan Sahardiid Sultan Diirye 5. Sultan Ismael Muse Togdheer 6. Sultan Yuusuf Sultan Hirsi Sanaag 7. Sultan Rashiid Sultan Ali 8. Sultan Ismail Sultan Mahmmed 9.
Edit intent: clarity
Original:  Garaad Abdiqani Garaad Jama 13.
Revised:  Garad Abdiqani Garad Jama 13.
Edit intent: fluency
Original:   A 1954 Christian Dior gown with a fit and flare silhouette.
Revised:  </ref> A 1954 Christian Dior gown with a fit and flare silhouette.
Edit intent: coherence
Original:  </ref> A 1954 Christian Dior gown with a fit and flare silhouette.
Revised:  A 1954 Christian Dior gown with a fit and flare silhouette.
Edit intent: coherence
Original:  Fit and flare dresses allowed women to show off the hourglass figure that was in vogue in the era. 
Revised:  Fit and flare dresses allowed women to show off the hourglass figure that was in vogue in the era. The flattering nature of the silhouette has ensured its popularity into the present day.
Edit intent: coherence
Original: A fit and flare dress is a silhouette of dress featuring a fitted upper body (the "fit") and a full skirt (the "flare").
Revised: A fit and flare dress is a dress silhouette featuring a fitted upper body (the "fit") and a full skirt (the "flare").
Edit intent: clarity
Original:  In 1953, rejected by her husband's family and without other  support, Banarase borrowed money and bought a house in London's Hoop Lane, and she subleased rooms to Indian students.
Revised:  In 1953, rejected by her husband's family and without other material support, Banarase borrowed money and bought a house in London's Hoop Lane, and she subleased rooms to Indian students.
Edit intent: clarity
Original:  In time, she owned twelve houses and a fleet of cars, and by 1965 she opened a Hindu temple  in Golders Green, visited by Indian dignitaries while in the city.
Revised:  In time, she owned twelve houses and a fleet of cars, and by 1965 she opened a Hindu temple at her home in Golders Green, visited by Indian dignitaries while in the city.
Edit intent: clarity
Original:  A biography, Kahaani Londonchya Aajibainchi by Sarojini Vaidhya , was published in Marathi in 1998.
Revised:  A biography, Kahaani Londonchya Aajibainchi by Sarojini Vaidya , was published in Marathi in 1998.
Edit intent: fluency
Original:  A critic of socialism, he was killed without trial or investigation in 1931 and his works banned until the 1980's where the circumstances of his death were revealed and the ban on his literature lifted.
Revised:  As a critic of socialism, he was killed without trial or investigation in 1931 and his works banned until the 1980's where the circumstances of his death were revealed and the ban on his literature lifted.
Edit intent: fluency
Original:  A critic of socialism, he was killed without trial or investigation in 1931 and his works banned until the 1980's where the circumstances of his death were revealed and the ban on his literature lifted.
Revised:  A critic of socialism, he was killed without trial or investigation in 1931 and his works banned until the 1980s where the circumstances of his death were revealed and the ban on his literature lifted.
Edit intent: fluency
Original: Bold text Shakarim Qudayberdiuli (Kazakh :Шәкәрім Құдайбердіұлы) (11 July 1858 (Old Style: 23 July) -2 October 1931) was a Kazakh poet, philosopher historian and composer.
Revised:  Shakarim Qudayberdiuli (Kazakh :Шәкәрім Құдайбердіұлы) (11 July 1858 (Old Style: 23 July) -2 October 1931) was a Kazakh poet, philosopher historian and composer.
Edit intent: coherence
Original:  As a critic of socialism, he was killed without trial or investigation in 1931 and his works banned until the 1980s where the circumstances of his death were revealed and the ban on his literature lifted  . Bakhytzhan Kanapyanov translated his works into Russian in 1989.
Revised:  As a critic of socialism, he was killed without trial or investigation in 1931. His works were banned until the 1980s where the circumstances of his death were revealed and the ban on his literature lifted . Bakhytzhan Kanapyanov translated his works into Russian in 1989.
Edit intent: fluency
Original:  As a critic of socialism, he was killed without trial or investigation in 1931 and his works banned until the 1980s where the circumstances of his death were revealed and the ban on his literature lifted  . Bakhytzhan Kanapyanov translated his works into Russian in 1989.
Revised:  As a critic of socialism, he was killed without trial or investigation in 1931 and his works banned until the 1980s . The circumstances of his death were revealed and the ban on his literature lifted . Bakhytzhan Kanapyanov translated his works into Russian in 1989.
Edit intent: coherence
Original:  As a critic of socialism, he was killed without trial or investigation in 1931 and his works banned until the 1980s where the circumstances of his death were revealed and the ban on his literature lifted  . Bakhytzhan Kanapyanov translated his works into Russian in 1989.
Revised:  As a critic of socialism, he was killed without trial or investigation in 1931 and his works banned until the 1980s where the circumstances of his death were revealed and the ban on his literature lifted thereafter . Bakhytzhan Kanapyanov translated his works into Russian in 1989.
Edit intent: clarity
Original:  The Semey state university is named after him.
Revised:  Semey state university is named after him.
Edit intent: coherence
Original: Shakarim Qudayberdiuli ( Kazakh :Шәкәрім Құдайбердіұлы) (11 July 1858 (Old Style: 23 July) -2 October 1931) was a Kazakh poet, philosopher historian and composer.
Revised: Shakarim Qudayberdiuli ( ; 2 October 1931) was a Kazakh poet, philosopher historian and composer.
Edit intent: coherence
Original:  As a critic of socialism, he was killed without trial or investigation in 1931.
Revised:  As a critic of socialism, he was shot without trial or investigation in 1931.
Edit intent: style
Original:  Semey state university is named after him.
Revised:  Semey State University is named after him.
Edit intent: fluency
Original:  2 October 1931) was a Kazakh poet, Hanafi Maturidi theologian philosopher, historian and composer.
Revised:  2 October 1931) was a Kazakh poet, Hanafi Maturidi theologian philosopher, historian and composer.
Edit intent: fluency
Original:  kings and many other Igbo great intellectuals , professionals, businessmen, Civil society activists, gender advocates and other experts of Igbo extraction residing in different parts of the world together to Foster the growth and unity of the region of the five state compromises of Imo State,Anambra state, Enugu state Ebonyi state, Abia State.
Revised:  kings , professionals, businessmen, Civil society activists, gender advocates and other experts of Igbo extraction residing in different parts of the world together to Foster the growth and unity of the region of the five state compromises of Imo State,Anambra state, Enugu state Ebonyi state, Abia State.
Edit intent: clarity
Original:  kings and many other Igbo great intellectuals , professionals, businessmen, Civil society activists, gender advocates and other experts of Igbo extraction residing in different parts of the world together to Foster the growth and unity of the region of the five state compromises of Imo State,Anambra state, Enugu state Ebonyi state, Abia State.
Revised:  kings and many other Igbo great intellectuals , professionals, businessmen, Civil society activists, gender advocates and other experts of Igbo extraction residing in different parts of the world together to Foster the growth and unity of the region of the five state comprises of Imo State,Anambra state, Enugu state Ebonyi state, Abia State.
Edit intent: fluency
Original:  The Group was formed in 2006 with ifedi Okwenna as the director General and strategic meetings are been held yearly to bring all igbo heads within and outside the country in order to foster unity and to project their 50-year visioning plan for 2066.
Revised:  The Group was formed in 2006 with ifedi Okwenna as the director General and strategic meetings are been held yearly to bring all igbo heads within and outside the country together so as to foster unity and to project their 50-year visioning plan for 2066.
Edit intent: clarity
Original: Conflict In 2018 the IPOB threaten for the summit not to be held insisting that the group would not accept anything other than a referendum for the rebirth of the Republic of Biafra.
Revised: Conflict In 2018 the Indigenous People of Biafra(IPOB) threaten for the summit not to be held insisting that the group would not accept anything other than a referendum for the rebirth of the Republic of Biafra.
Edit intent: clarity
Original:  WISG been the umbrella bodies of all heads in the biafra region states called for an end to all contention and conflict in Ohanaeze Ndigbo .
Revised:  WISG been the umbrella bodies called for an end to all contention and conflict in Ohanaeze Ndigbo .
Edit intent: clarity
Original:  World Igbo Congress, Igbo Leadership Development Foundation and other notable bodies within the region together including presentand past Federal and state political office holders,  kings, professionals, businessmen, Civil society activists, gender advocates and other experts of Igbo extraction residing in different parts of the world together to Foster the growth and unity of the region of the five state comprises of Imo State,Anambra state, Enugu state Ebonyi state, Abia State.
Revised:  World Igbo Congress, Igbo Leadership Development Foundation and including present/past political office holders, kings, professionals, businessmen, Civil society activists, gender advocates and other experts of Igbo extraction residing in different parts of the world together to Foster the growth and unity of the region of the five state comprises of Imo State,Anambra state, Enugu state Ebonyi state, Abia State.
Edit intent: clarity
Original:  World Igbo Congress, Igbo Leadership Development Foundation and other notable bodies within the region together including presentand past Federal and state political office holders,  kings, professionals, businessmen, Civil society activists, gender advocates and other experts of Igbo extraction residing in different parts of the world together to Foster the growth and unity of the region of the five state comprises of Imo State,Anambra state, Enugu state Ebonyi state, Abia State.
Revised:  World Igbo Congress, Igbo Leadership Development Foundation and other notable bodies within the region together including presentand past Federal and state political office holders, Royal kings, professionals, businessmen, Civil society activists, gender advocates and other experts of Igbo extraction residing in different parts of the world together to Foster the growth and unity of the region of the five state comprises of Imo State,Anambra state, Enugu state Ebonyi state, Abia State.
Edit intent: fluency
Original:  World Igbo Congress, Igbo Leadership Development Foundation and other notable bodies within the region together including presentand past Federal and state political office holders,  kings, professionals, businessmen, Civil society activists, gender advocates and other experts of Igbo extraction residing in different parts of the world together to Foster the growth and unity of the region of the five state comprises of Imo State,Anambra state, Enugu state Ebonyi state, Abia State.
Revised:  World Igbo Congress, Igbo Leadership Development Foundation and other notable bodies within the region together including presentand past Federal and state political office holders, kings, professionals, businessmen, Civil society activists, gender advocates and other experts of Igbo extraction residing in different parts of the world together to Foster the growth and unity of the five state comprises of Imo State,Anambra state, Enugu state Ebonyi state, Abia State.
Edit intent: clarity
Original:  The Group was formed in 2006 with ifedi Okwenna as the director General and strategic meetings are been held yearly to bring all igbo heads within and outside the country together so as to foster unity and to project their 50-year visioning plan for 2066.
Revised:  The Group was formed in 2006 with ifedi Okwenna as the Director general and strategic meetings are been held yearly to bring all igbo heads within and outside the country together so as to foster unity and to project their 50-year visioning plan for 2066.
Edit intent: fluency