cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14793206
title: Fused dataset

description: The current version of the TOD (Task Oriented Dialogues) fused dataset contains samples from MultiWOZ2.2 (Zang et al., 2020), SpokenWOZ (Si et al., 2023), FRAMES (Asri et al., 2017), DSTC3 (Henderson et al., 2014a) and SGD (Rastogi et al., 2020) datasets. These datasets have been selected due to them all being high quality, with significant human validation and data cleaning. Additionally, this selection of datasets provides coverage across unique attributes, such as utterance-level audio files (Si et al., 2023).

The fused dataset requires several domains, necessitated by the scope of ELOQUENCE project (https://eloquenceai.eu) and the individual pilots. These datasets are stored using the ‘.arrow’ file extension so that speed and efficiency of data loading is optimised, as well as being compliant with the popular HuggingFace dataset library (HuggingFace, 2024). The dataset is also available at https://huggingface.co/datasets/Brunel-AI/ELOQUENCE. Currently, several datasets have been implemented within this fused dataset. However, due to the flexibility with which the schema has been defined, there is scope for additional datasets to be implemented across later iterations as further needs are identified. The JSON schema, as well as further explanation for attributes across all domains, is provided within Appendix 10.1 in ELOQUENCE deliverable 1.1.
DOI: 10.5281/zenodo.14793207
title: Fused dataset

description: The current version of the TOD (Task Oriented Dialogues) fused dataset contains samples from MultiWOZ2.2 (Zang et al., 2020), SpokenWOZ (Si et al., 2023), FRAMES (Asri et al., 2017), DSTC3 (Henderson et al., 2014a) and SGD (Rastogi et al., 2020) datasets. These datasets have been selected due to them all being high quality, with significant human validation and data cleaning. Additionally, this selection of datasets provides coverage across unique attributes, such as utterance-level audio files (Si et al., 2023).

The fused dataset requires several domains, necessitated by the scope of ELOQUENCE project (https://eloquenceai.eu) and the individual pilots. These datasets are stored using the ‘.arrow’ file extension so that speed and efficiency of data loading is optimised, as well as being compliant with the popular HuggingFace dataset library (HuggingFace, 2024). The dataset is also available at https://huggingface.co/datasets/Brunel-AI/ELOQUENCE. Currently, several datasets have been implemented within this fused dataset. However, due to the flexibility with which the schema has been defined, there is scope for additional datasets to be implemented across later iterations as further needs are identified. The JSON schema, as well as further explanation for attributes across all domains, is provided within Appendix 10.1 in ELOQUENCE deliverable 1.1.
DOI: 10.5281/zenodo.14507669
title: Data table for EoS HS(TM1) neutron matter  (no electrons) nparam=2

description: The data table for the EoS HS(TM1) neutron matter  (no electrons) of the family Neutron Matter EoS with 2 parameters 
                can be found via this link  "compose.obspm.fr/eos/9" together with additional information on the EoS.
                
                
                The online service CompOSE provides data tables for different state of the art equations of state (EoS) 
                ready for further usage in astrophysical applications, nuclear physics and beyond.
                
                
                CompOSE would not be possible without the financial and organizational support from a large number of institutions and individual
                contributors. In particular, we gratefully acknowledge support by :
                

                
CompStar, Research Networking Programs of the European Science Foundation (ESF)
                
NewCompStar, "Exploring fundamental physics with compact stars" (MPNS COST action MP1304). 
                
PHAROS, "The multi-messenger physics and astrophysics of neutron stars" within the EU framework programme (COST action CA16214).
DOI: 10.5281/zenodo.14507668
title: Data table for EoS HS(TM1) neutron matter  (no electrons) nparam=2

description: The data table for the EoS HS(TM1) neutron matter  (no electrons) of the family Neutron Matter EoS with 2 parameters 
                can be found via this link  compose.obspm.fr/eos/9 together with additional information on the EoS.
                 
                Please be aware that in particular the authors of the equation of state can be found in the references below and on the 
                Compose data base ( compose.obspm.fr/eos/9).
                Thus if you use this entry, please cite the original references together with the link to the table. We are working currently on rectifying the automatic citation from zenodo with author information on the equation of state.
                
                
                
                The online service CompOSE provides data tables for different state of the art equations of state (EoS) 
                ready for further usage in astrophysical applications, nuclear physics and beyond.
                
                
                CompOSE would not be possible without the financial and organizational support from a large number of institutions and individual
                contributors. In particular, we gratefully acknowledge support by :
                

                
CompStar, Research Networking Programs of the European Science Foundation (ESF)
                
NewCompStar, "Exploring fundamental physics with compact stars" (MPNS COST action MP1304). 
                
PHAROS, "The multi-messenger physics and astrophysics of neutron stars" within the EU framework programme (COST action CA16214).
DOI: 10.5281/zenodo.14802877
title: Data table for EoS HS(TM1) neutron matter  (no electrons) nparam=2

description: The data table for the EoS HS(TM1) neutron matter  (no electrons) of the family Neutron Matter EoS with 2 parameters 
                can be found via this link  compose.obspm.fr/eos/9 together with additional information on the EoS.
                 
                Please be aware that in particular the authors of the equation of state can be found in the references below and on the 
                Compose data base ( compose.obspm.fr/eos/9).
                Thus if you use this entry, please cite the original references together with the link to the table. We are working currently on rectifying the automatic citation from zenodo with author information on the equation of state.
                
                
                
                The online service CompOSE provides data tables for different state of the art equations of state (EoS) 
                ready for further usage in astrophysical applications, nuclear physics and beyond.
                
                
                CompOSE would not be possible without the financial and organizational support from a large number of institutions and individual
                contributors. In particular, we gratefully acknowledge support by :
                

                
CompStar, Research Networking Programs of the European Science Foundation (ESF)
                
NewCompStar, "Exploring fundamental physics with compact stars" (MPNS COST action MP1304). 
                
PHAROS, "The multi-messenger physics and astrophysics of neutron stars" within the EU framework programme (COST action CA16214).
DOI: 10.5281/zenodo.14507670
title: Data table for EoS HS(TM1) neutron matter (with electrons) nparam=2

description: The data table for the EoS HS(TM1) neutron matter (with electrons) of the family Neutron Matter EoS with 2 parameters 
                can be found via this link  compose.obspm.fr/eos/10 together with additional information on the EoS.
                 
                Please be aware that in particular the authors of the equation of state can be found in the references below and on the 
                Compose data base ( compose.obspm.fr/eos/10).
                Thus if you use this entry, please cite the original references together with the link to the table. We are working currently on rectifying the automatic citation from zenodo with author information on the equation of state.
                
                
                
                The online service CompOSE provides data tables for different state of the art equations of state (EoS) 
                ready for further usage in astrophysical applications, nuclear physics and beyond.
                
                
                CompOSE would not be possible without the financial and organizational support from a large number of institutions and individual
                contributors. In particular, we gratefully acknowledge support by :
                

                
CompStar, Research Networking Programs of the European Science Foundation (ESF)
                
NewCompStar, "Exploring fundamental physics with compact stars" (MPNS COST action MP1304). 
                
PHAROS, "The multi-messenger physics and astrophysics of neutron stars" within the EU framework programme (COST action CA16214).
DOI: 10.5281/zenodo.14507671
title: Data table for EoS HS(TM1) neutron matter (with electrons) nparam=2

description: The data table for the EoS HS(TM1) neutron matter (with electrons) of the family Neutron Matter EoS with 2 parameters 
                can be found via this link  "compose.obspm.fr/eos/10" together with additional information on the EoS.
                
                
                The online service CompOSE provides data tables for different state of the art equations of state (EoS) 
                ready for further usage in astrophysical applications, nuclear physics and beyond.
                
                
                CompOSE would not be possible without the financial and organizational support from a large number of institutions and individual
                contributors. In particular, we gratefully acknowledge support by :
                

                
CompStar, Research Networking Programs of the European Science Foundation (ESF)
                
NewCompStar, "Exploring fundamental physics with compact stars" (MPNS COST action MP1304). 
                
PHAROS, "The multi-messenger physics and astrophysics of neutron stars" within the EU framework programme (COST action CA16214).
DOI: 10.5281/zenodo.14802881
title: Data table for EoS HS(TM1) neutron matter (with electrons) nparam=2

description: The data table for the EoS HS(TM1) neutron matter (with electrons) of the family Neutron Matter EoS with 2 parameters 
                can be found via this link  compose.obspm.fr/eos/10 together with additional information on the EoS.
                 
                Please be aware that in particular the authors of the equation of state can be found in the references below and on the 
                Compose data base ( compose.obspm.fr/eos/10).
                Thus if you use this entry, please cite the original references together with the link to the table. We are working currently on rectifying the automatic citation from zenodo with author information on the equation of state.
                
                
                
                The online service CompOSE provides data tables for different state of the art equations of state (EoS) 
                ready for further usage in astrophysical applications, nuclear physics and beyond.
                
                
                CompOSE would not be possible without the financial and organizational support from a large number of institutions and individual
                contributors. In particular, we gratefully acknowledge support by :
                

                
CompStar, Research Networking Programs of the European Science Foundation (ESF)
                
NewCompStar, "Exploring fundamental physics with compact stars" (MPNS COST action MP1304). 
                
PHAROS, "The multi-messenger physics and astrophysics of neutron stars" within the EU framework programme (COST action CA16214).
DOI: 10.5281/zenodo.14507679
title: Data table for EoS HS(TMA) neutron matter (no electrons) nparam=2

description: The data table for the EoS HS(TMA) neutron matter (no electrons) of the family Neutron Matter EoS with 2 parameters 
                can be found via this link  compose.obspm.fr/eos/11 together with additional information on the EoS.
                 
                Please be aware that in particular the authors of the equation of state can be found in the references below and on the 
                Compose data base ( compose.obspm.fr/eos/11).
                Thus if you use this entry, please cite the original references together with the link to the table. We are working currently on rectifying the automatic citation from zenodo with author information on the equation of state.
                
                
                
                The online service CompOSE provides data tables for different state of the art equations of state (EoS) 
                ready for further usage in astrophysical applications, nuclear physics and beyond.
                
                
                CompOSE would not be possible without the financial and organizational support from a large number of institutions and individual
                contributors. In particular, we gratefully acknowledge support by :
                

                
CompStar, Research Networking Programs of the European Science Foundation (ESF)
                
NewCompStar, "Exploring fundamental physics with compact stars" (MPNS COST action MP1304). 
                
PHAROS, "The multi-messenger physics and astrophysics of neutron stars" within the EU framework programme (COST action CA16214).
DOI: 10.5281/zenodo.14507680
title: Data table for EoS HS(TMA) neutron matter (no electrons) nparam=2

description: The data table for the EoS HS(TMA) neutron matter (no electrons) of the family Neutron Matter EoS with 2 parameters 
                can be found via this link  "compose.obspm.fr/eos/11" together with additional information on the EoS.
                
                
                The online service CompOSE provides data tables for different state of the art equations of state (EoS) 
                ready for further usage in astrophysical applications, nuclear physics and beyond.
                
                
                CompOSE would not be possible without the financial and organizational support from a large number of institutions and individual
                contributors. In particular, we gratefully acknowledge support by :
                

                
CompStar, Research Networking Programs of the European Science Foundation (ESF)
                
NewCompStar, "Exploring fundamental physics with compact stars" (MPNS COST action MP1304). 
                
PHAROS, "The multi-messenger physics and astrophysics of neutron stars" within the EU framework programme (COST action CA16214).
DOI: 10.5281/zenodo.14802882
title: Data table for EoS HS(TMA) neutron matter (no electrons) nparam=2

description: The data table for the EoS HS(TMA) neutron matter (no electrons) of the family Neutron Matter EoS with 2 parameters 
                can be found via this link  compose.obspm.fr/eos/11 together with additional information on the EoS.
                 
                Please be aware that in particular the authors of the equation of state can be found in the references below and on the 
                Compose data base ( compose.obspm.fr/eos/11).
                Thus if you use this entry, please cite the original references together with the link to the table. We are working currently on rectifying the automatic citation from zenodo with author information on the equation of state.
                
                
                
                The online service CompOSE provides data tables for different state of the art equations of state (EoS) 
                ready for further usage in astrophysical applications, nuclear physics and beyond.
                
                
                CompOSE would not be possible without the financial and organizational support from a large number of institutions and individual
                contributors. In particular, we gratefully acknowledge support by :
                

                
CompStar, Research Networking Programs of the European Science Foundation (ESF)
                
NewCompStar, "Exploring fundamental physics with compact stars" (MPNS COST action MP1304). 
                
PHAROS, "The multi-messenger physics and astrophysics of neutron stars" within the EU framework programme (COST action CA16214).
DOI: 10.5281/zenodo.14507688
title: Data table for EoS SFH(SFHo) neutron matter (no electrons) nparam=2

description: The data table for the EoS SFH(SFHo) neutron matter (no electrons) of the family Neutron Matter EoS with 2 parameters 
                can be found via this link  compose.obspm.fr/eos/13 together with additional information on the EoS.
                 
                Please be aware that in particular the authors of the equation of state can be found in the references below and on the 
                Compose data base ( compose.obspm.fr/eos/13).
                Thus if you use this entry, please cite the original references together with the link to the table. We are working currently on rectifying the automatic citation from zenodo with author information on the equation of state.
                
                
                
                The online service CompOSE provides data tables for different state of the art equations of state (EoS) 
                ready for further usage in astrophysical applications, nuclear physics and beyond.
                
                
                CompOSE would not be possible without the financial and organizational support from a large number of institutions and individual
                contributors. In particular, we gratefully acknowledge support by :
                

                
CompStar, Research Networking Programs of the European Science Foundation (ESF)
                
NewCompStar, "Exploring fundamental physics with compact stars" (MPNS COST action MP1304). 
                
PHAROS, "The multi-messenger physics and astrophysics of neutron stars" within the EU framework programme (COST action CA16214).
DOI: 10.5281/zenodo.14507689
title: Data table for EoS SFH(SFHo) neutron matter (no electrons) nparam=2

description: The data table for the EoS SFH(SFHo) neutron matter (no electrons) of the family Neutron Matter EoS with 2 parameters 
                can be found via this link  "compose.obspm.fr/eos/13" together with additional information on the EoS.
                
                
                The online service CompOSE provides data tables for different state of the art equations of state (EoS) 
                ready for further usage in astrophysical applications, nuclear physics and beyond.
                
                
                CompOSE would not be possible without the financial and organizational support from a large number of institutions and individual
                contributors. In particular, we gratefully acknowledge support by :
                

                
CompStar, Research Networking Programs of the European Science Foundation (ESF)
                
NewCompStar, "Exploring fundamental physics with compact stars" (MPNS COST action MP1304). 
                
PHAROS, "The multi-messenger physics and astrophysics of neutron stars" within the EU framework programme (COST action CA16214).
DOI: 10.5281/zenodo.14802884
title: Data table for EoS SFH(SFHo) neutron matter (no electrons) nparam=2

description: The data table for the EoS SFH(SFHo) neutron matter (no electrons) of the family Neutron Matter EoS with 2 parameters 
                can be found via this link  compose.obspm.fr/eos/13 together with additional information on the EoS.
                 
                Please be aware that in particular the authors of the equation of state can be found in the references below and on the 
                Compose data base ( compose.obspm.fr/eos/13).
                Thus if you use this entry, please cite the original references together with the link to the table. We are working currently on rectifying the automatic citation from zenodo with author information on the equation of state.
                
                
                
                The online service CompOSE provides data tables for different state of the art equations of state (EoS) 
                ready for further usage in astrophysical applications, nuclear physics and beyond.
                
                
                CompOSE would not be possible without the financial and organizational support from a large number of institutions and individual
                contributors. In particular, we gratefully acknowledge support by :
                

                
CompStar, Research Networking Programs of the European Science Foundation (ESF)
                
NewCompStar, "Exploring fundamental physics with compact stars" (MPNS COST action MP1304). 
                
PHAROS, "The multi-messenger physics and astrophysics of neutron stars" within the EU framework programme (COST action CA16214).
DOI: 10.5281/zenodo.14802396
title: SAI_pp_archive

description: An archive of analysis-ready, pre-processed, data summarising the earth system model response to stratospheric aerosol injection geoengineering. 

The data is in the format of time-mean (and standard deviation) maps, and spatial-mean timeseries. It is therefore reduced ni size from its original 3D (itme and space) format, to be easily shared. The zip file is less than 1GB. Various commonly used output variables are included. See the Readme.md for more detials. 

The original data is from:



ESGF for GeoMIP and ScenarioMIP simulaitons

the CEDA archive for UKESM1 ARISE-1.5K simulations

the NCAR Climate Gateway for CESM2-WACCM ARISE-1.5K simulations
DOI: 10.5281/zenodo.14802397
title: SAI_pp_archive

description: An archive of analysis-ready, pre-processed, data summarising the earth system model response to stratospheric aerosol injection geoengineering. 

The data is in the format of time-mean (and standard deviation) maps, and spatial-mean timeseries. It is therefore reduced ni size from its original 3D (itme and space) format, to be easily shared. The zip file is less than 1GB. Various commonly used output variables are included. See the Readme.md for more detials. 

The original data is from:



ESGF for GeoMIP and ScenarioMIP simulaitons

the CEDA archive for UKESM1 ARISE-1.5K simulations

the NCAR Climate Gateway for CESM2-WACCM ARISE-1.5K simulations