cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14188822
title: On the Effectiveness of Text and Image Embeddings in Multimodal Hate Speech Detection

description: Additional resources for the paper:

On the Effectiveness of Text and Image Embeddings in Multimodal Hate Speech Detection.

Lewis, N., Cavalcante, C. C., Boukouvalas, Z., & Corizzo, R.

2024 IEEE International Conference on Big Data (BigData) (pp. 3277-3281). IEEE.

 

 

MMHS150K [1] is a manually labeled multimodal dataset that contains $150000$ tweets with two modalities: text, and  corresponding image. Tweets are collected from September 2018 until February 2019 and are labeled according to different types of hate speech: no attacks to any community, racist, sexist, homophobic, religion-based attacks, or attacks to other communities. 

We extract vector embeddings leveraging different text (BERT, OpenAI) and image (ResNet, PVT, ViT) modele backbones and assess their effectiveness in the hate speech detection task.

 

Citation:

@inproceedings{lewis2024effectiveness,
  title={On the Effectiveness of Text and Image Embeddings in Multimodal Hate Speech Detection},
  author={Lewis, Nora and Cavalcante, Charles C and Boukouvalas, Zois and Corizzo, Roberto},
  booktitle={2024 IEEE International Conference on Big Data (BigData)},
  pages={3277--3281},
  year={2024},
  organization={IEEE}
}
DOI: 10.5281/zenodo.14188823
title: On the Effectiveness of Text and Image Embeddings in Multimodal Hate Speech Detection

description: Additional resources for the paper:

On the Effectiveness of Text and Image Embeddings in Multimodal Hate Speech Detection.

Lewis, N., Cavalcante, C. C., Boukouvalas, Z., & Corizzo, R.

2024 IEEE International Conference on Big Data (BigData) (pp. 3277-3281). IEEE.

 

 

MMHS150K [1] is a manually labeled multimodal dataset that contains $150000$ tweets with two modalities: text, and  corresponding image. Tweets are collected from September 2018 until February 2019 and are labeled according to different types of hate speech: no attacks to any community, racist, sexist, homophobic, religion-based attacks, or attacks to other communities. 

We extract vector embeddings leveraging different text (BERT, OpenAI) and image (ResNet, PVT, ViT) modele backbones and assess their effectiveness in the hate speech detection task.

 

Citation:

@inproceedings{lewis2024effectiveness,
  title={On the Effectiveness of Text and Image Embeddings in Multimodal Hate Speech Detection},
  author={Lewis, Nora and Cavalcante, Charles C and Boukouvalas, Zois and Corizzo, Roberto},
  booktitle={2024 IEEE International Conference on Big Data (BigData)},
  pages={3277--3281},
  year={2024},
  organization={IEEE}
}
DOI: 10.5281/zenodo.14726786
title: Phenotypic and genotypic data collected from hybrid pigs

description: Phenotypic and genotypic data collected from hybrid pigs
description: The files are co-property of  University of Bologna (UNIBO, Prof. Paolo Zambonelli) and Experimental Station for Food Preserving Industry (SSICA), and can be shared for non-commercial purposes, after signing a non-disclosure agreement.
DOI: 10.5281/zenodo.14726787
title: Phenotypic and genotypic data collected from hybrid pigs

description: Phenotypic and genotypic data collected from hybrid pigs
description: The files are co-property of  University of Bologna (UNIBO, Prof. Paolo Zambonelli) and Experimental Station for Food Preserving Industry (SSICA), and can be shared for non-commercial purposes, after signing a non-disclosure agreement.
DOI: 10.6084/m9.figshare.28264229
title: Data File for: "The Political Economy of Legalized Sports Gaming: Evidence from California's Proposition 26"

description: Data File for: "The Political Economy of Legalized Sports Gaming: Evidence from California's Proposition 26", appearing in Gaming Law Review. DOI: https://doi.org/10.1089/glr2.2024.0037
DOI: 10.5281/zenodo.14726878
title: test

description: test
DOI: 10.5281/zenodo.14726879
title: test

description: test
DOI: 10.5281/zenodo.14720185
title: raw GC/MS data

description: Raw GC/MS data of apple juices analyzed in 10.1016/j.foodcont.2019.107051
DOI: 10.5281/zenodo.14720186
title: raw GC/MS data

description: Raw GC/MS data of apple juices analyzed in 10.1016/j.foodcont.2019.107051
DOI: 10.5281/zenodo.14698606
title: Bcl-2 Oligomerizes Bax on the Mitochondrial Membrane Surface Preventing the Initial Stages of Apoptosis

description: Abstract for the article:

The Bcl-2 family of proteins tightly controls mitochondrial outer membrane (MOM) pore formation, crucial to cellular clearance via apoptosis. However, the molecular principles by which opposing family members inhibit, mediate or promote MOM perforation remain elusive. Here, we show structurally that cell-protecting Bcl-2 directly sequesters cell-killing Bax into a protein-protein complex at the membrane interface to prevent Bax forming apoptotic pores. Neutron reflectometry provided a molecular picture of the underlying mechanism. Bax association with Bcl-2 occurs through the formation of Bax protein oligomers on the membrane surface. Bax association with the membrane surface was proportional to the membrane-embedded Bcl-2 levels suggestive of protein-protein complex formation through both Bcl-2/Bax and Bax/Bax interactions. This Bcl-2/Bax sequestration to prevent perforation was observed in membrane models with and without pro-apoptotic cardiolipin present. Our findings shed fundamental new light on the communication of Bcl-2 with its cell-killing relatives at the mitochondria´s membraneous exterior to prevent cells from undergoing apoptosis. 

Here:

The Neutron Reflectometry data and data analysis scripts for Rascal software, attenuated total reflection infrared (ATR-IR) data and AlphaFold simulations.
DOI: 10.5281/zenodo.14698607
title: Bcl-2 Oligomerizes Bax on the Mitochondrial Membrane Surface Preventing the Initial Stages of Apoptosis

description: Abstract for the article:

The Bcl-2 family of proteins tightly controls mitochondrial outer membrane (MOM) pore formation, crucial to cellular clearance via apoptosis. However, the molecular principles by which opposing family members inhibit, mediate or promote MOM perforation remain elusive. Here, we show structurally that cell-protecting Bcl-2 directly sequesters cell-killing Bax into a protein-protein complex at the membrane interface to prevent Bax forming apoptotic pores. Neutron reflectometry provided a molecular picture of the underlying mechanism. Bax association with Bcl-2 occurs through the formation of Bax protein oligomers on the membrane surface. Bax association with the membrane surface was proportional to the membrane-embedded Bcl-2 levels suggestive of protein-protein complex formation through both Bcl-2/Bax and Bax/Bax interactions. This Bcl-2/Bax sequestration to prevent perforation was observed in membrane models with and without pro-apoptotic cardiolipin present. Our findings shed fundamental new light on the communication of Bcl-2 with its cell-killing relatives at the mitochondria´s membraneous exterior to prevent cells from undergoing apoptosis. 

Here:

The Neutron Reflectometry data and data analysis scripts for Rascal software, attenuated total reflection infrared (ATR-IR) data and AlphaFold simulations.
DOI: 10.5281/zenodo.14726888
title: test

description: test
DOI: 10.5281/zenodo.14726889
title: test

description: test
DOI: 10.5519/qd.t60ujxx6
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (164974 records)
DOI: 10.5281/zenodo.14726902
title: test

description: test
DOI: 10.5281/zenodo.14726903
title: test

description: test
DOI: 10.15468/dl.waqnr2
title: Occurrence Download

description: A dataset containing 1258383 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sphagnum L."
 ]
}

 The dataset includes 1258383 records from 1190 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002823-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f94su3
title: Occurrence Download

description: A dataset containing 198 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anathallis adenochila (Loefgr.) F.Barros"
 ]
}

 The dataset includes 198 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002864-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21410/7e4/hzb8d0
title: Corpus Médias "Polarisation de l'Espace Public Numérique"

description: Corpus de médias Français d'intérêt, dont la diffusion est suivie sur Internet et les réseaux sociaux par le médialab afin de répondre à des questions de recherche sur la polarisation de l'espace public. Cette liste de médias est le produit de plusieurs travaux, qualitatifs (en croisant de multiples listes pré-existantes et en demandant à des experts du domaine d'en assurer la fiabilité tout en ajoutant de nouveaux médias) et quantitatifs (en regardant et compulsant les différents liens partagés sur les réseaux sociaux et sur le web en général).
DOI: 10.15468/dl.yqzu3w
title: Occurrence Download

description: A dataset containing 198 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anathallis adenochila (Loefgr.) F.Barros"
 ]
}

 The dataset includes 198 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002865-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bkwq3v
title: Occurrence Download

description: A dataset containing 276263 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 "Year is 2004"
 ]
}

 The dataset includes 276263 records from 292 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002829-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.75snjt
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Coelogyne papillosa Ridl."
 ]
}

 The dataset includes 43 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001196-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ppxcxm
title: Occurrence Download

description: A dataset containing 23063 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Morus alba L."
 ]
}

 The dataset includes 23063 records from 596 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020502-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pkvrba
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Promops nasutus (Spix, 1823)",
 "Country is Brazil"
 ]
}

 The dataset includes 28 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011722-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rk4rm5
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alocasia zebrina Veitch ex J.Dix"
 ]
}

 The dataset includes 16 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002363-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.txd3kp
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cistanche laxiflora Aitch. & Hemsl."
 ]
}

 The dataset includes 20 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001215-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rap3sp
title: Occurrence Download

description: A dataset containing 372 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Henriettea stellaris Berg ex Triana"
 ]
}

 The dataset includes 372 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011723-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b23yfs
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Centaurea sophiae Klokov"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001245-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h3feaf
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cambarus veteranus Faxon, 1914"
 ]
}

 The dataset includes 39 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001222-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z9t41o
title: Occurrence Download

description: A dataset containing 2297 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dimocarpus longan Lour."
 ]
}

 The dataset includes 2297 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011723-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nlctls
title: Occurrence Download

description: A dataset containing 1399 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pinus pseudostrobus Lindl."
 ]
}

 The dataset includes 1399 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011725-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q6dwba
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Platyceps thomasi (Parker, 1931)"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001221-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.0wwrzn
title: Occurrence Download

description: A dataset containing 6628 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Database on Forest Disturbances in Europe"
 ]
}

 The dataset includes 6628 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011725-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9yrm2m
title: Occurrence Download

description: A dataset containing 633 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carex lasiolepis Franch."
 ]
}

 The dataset includes 633 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001276-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gazpgc
title: Occurrence Download

description: A dataset containing 197 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Symplocarpus renifolius Schott ex Tzvelev"
 ]
}

 The dataset includes 197 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011725-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r5dgjm
title: Occurrence Download

description: A dataset containing 3045 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carex laxa Wahlenb."
 ]
}

 The dataset includes 3045 records from 107 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001299-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8vuw94
title: Occurrence Download

description: A dataset containing 201 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Hemidactylus palaichthus Kluge, 1969"
 ]
}

 The dataset includes 201 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001264-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ge1xnc
title: Occurrence Download

description: A dataset containing 9261 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gastrophryne carolinensis (Holbrook, 1835)"
 ]
}

 The dataset includes 9261 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011726-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w2rt2d
title: Occurrence Download

description: A dataset containing 182 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhinophylla pumilio Peters, 1865",
 "Country is Brazil"
 ]
}

 The dataset includes 182 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011726-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rhnfxg
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cambarus pauleyi Loughman, Thoma, Fetzner & Stocker, 2015"
 ]
}

 The dataset includes 11 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001230-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9s8atp
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Cubatyphlops paradoxus (Thomas, 1968)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001212-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n14yiu
title: Occurrence Download

description: A dataset containing 2297 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dimocarpus longan Lour."
 ]
}

 The dataset includes 2297 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011726-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3yaecb
title: Occurrence Download

description: A dataset containing 239 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhynchonycteris naso (Wied-Neuwied, 1820)",
 "Country is Brazil"
 ]
}

 The dataset includes 239 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011727-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u5nvxc
title: Occurrence Download

description: A dataset listing the 3982665 species recorded in GBIF matching the query:
{ }

 The dataset's 3982665 records were derived from 62188 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002349-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/gwm-cs0-ssl
title: Linaria Mill.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/kyt-9t7-qmq
title: Polygonum aviculare subsp. depressum (Meisn.) Arcang.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.5517/ccprdsl
title: CCDC 648110: Experimental Crystal Structure Determination

description: Related Article: G.A.Broker, E.R.T.Tiekink|2007|CrystEngComm|9|1096|doi:10.1039/b707690h
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.3535/1c2-vvn-fds
title: Geranium sylvaticum L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/ffv-wq6-sgh
title: Hieracium umbellatum L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/q76-910-btl
title: Arabis auriculata Lam.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.5517/ccp6589
title: CCDC 631540: Experimental Crystal Structure Determination

description: Related Article: Miao Du, Cheng-Peng Li, Xiao-Jun Zhao, Qian Yu|2007|CrystEngComm|9|1011|doi:10.1039/b707853f
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.3535/2wc-7zr-r3w
title: Astragalus bethlehemiticus Boiss.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.