cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/8yr-lrj-8yy
title: Salix elbrusensis Boiss.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jkv-wj2-pc5
title: Salix eleagnos Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/bte-h84-6zj
title: Salix eleagnos Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/sbg-8gh-llt
title: Salix eleagnos Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0hk-4at-f1p
title: Salix eleagnos Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/856-jvs-1sy
title: Salix eleagnos Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.usyk6u
title: Occurrence Download

description: A dataset containing 16870 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Thalassarche bulleri)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 16870 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070407-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/39p-d4q-es0
title: Salix elbrusensis Boiss.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/a1x-hxq-17j
title: Salix elbrusensis Boiss.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/s5d-c7w-1kf
title: Salix eleagnos Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/asd-mlw-127
title: Salix eleagnos Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/38h-k7p-1br
title: Salix elbrusensis Boiss.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/p55-jkc-5ns
title: Salix elbrusensis Boiss.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/r8c-lsf-vxq
title: Salix elbrusensis Boiss.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wak-9bs-86b
title: Salix elbrusensis Boiss.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gnw-qsd-5h9
title: Salix eleagnos Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/yzl-cml-x58
title: Salix eleagnos Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2m2-vxn-faq
title: Salix elbrusensis Boiss.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.ktbxw6
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Alcedo atthis)",
 "Country is one of (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070410-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/7jk-qv4-j1h
title: Salix eleagnos Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/lhs-3gz-fva
title: Salix eleagnos Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/mg0-d2d-m69
title: Salix rosmarinifolia subsp. rosmarinifolia

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rtd-chn-dkt
title: Salix rosmarinifolia subsp. rosmarinifolia

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/nk4-x87-df6
title: Salix rosmarinifolia subsp. rosmarinifolia

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/qa2-t7d-4d3
title: Salix rosmarinifolia subsp. rosmarinifolia

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hcr-08d-y77
title: Salix rosmarinifolia subsp. rosmarinifolia

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/yrn-aq6-azf
title: Salix rosmarinifolia subsp. rosmarinifolia

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/v79-0y9-hgj
title: Salix rosmarinifolia subsp. rosmarinifolia

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/bcz-lqz-9mv
title: Salix rosmarinifolia subsp. rosmarinifolia

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/mhw-7xf-87f
title: Salix rosmarinifolia subsp. rosmarinifolia

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/8l1-xcm-yqv
title: Salix rosmarinifolia subsp. rosmarinifolia

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ee1-x6l-a9v
title: Miconia tomentosa (Rich.) D. Don

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/kqg-la2-tdc
title: Salix rosmarinifolia subsp. rosmarinifolia

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/l61-tml-w4s
title: Salix rosmarinifolia subsp. rosmarinifolia

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1gg-s98-0tn
title: Salix rosmarinifolia subsp. rosmarinifolia

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2we-3k9-wn4
title: Salix rosmarinifolia subsp. rosmarinifolia

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/a9s-dt9-w2b
title: Salix rosmarinifolia subsp. rosmarinifolia

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/qt2-zpy-gnp
title: Miconia tomentosa (Rich.) D. Don

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/k5r-47k-yrq
title: Miconia crenata (Vahl) Michelang.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/tvh-ahg-hye
title: Salix rosmarinifolia subsp. rosmarinifolia

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3lm-xd7-e5w
title: Miconia ibaguensis (Humb. & Bonpl.) Triana

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/6fs-x6k-kyl
title: Salix rosmarinifolia subsp. rosmarinifolia

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hw5-pbe-tc7
title: Festuca vaginata Waldst. & Kit. ex Willd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/e5x-tth-68j
title: Salix rosmarinifolia subsp. rosmarinifolia

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/skj-b3k-6jl
title: Salix rosmarinifolia subsp. rosmarinifolia

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/92v-3wg-3hl
title: Salix eleagnos Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fq3-9e2-jxm
title: Miconia serrulata (DC.) Naudin

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/7kl-krv-g2c
title: Salix rosmarinifolia subsp. rosmarinifolia

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/p54-8ec-0s4
title: Miconia lepidota DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5hq-g1x-hpx
title: Pterolepis polygonoides (DC.) Triana

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/lgc-nt1-0bs
title: Salix eleagnos Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4v5-vyn-d34
title: Miconia tococoidea (DC.) Michelang.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cy7-yws-q7s
title: Salix repens L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/btn-ewx-y0w
title: Adelobotrys scandens (Aubl.) DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jnp-x3d-3v1
title: Salix eleagnos Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cya-hqf-9ap
title: Salix rosmarinifolia subsp. rosmarinifolia

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/eee-l29-mev
title: Pterolepis trichotoma (Rottb.) Cogn.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/lej-sn3-e8w
title: Salix eleagnos Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/6zm-h59-lr2
title: Salix L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cmw-2ra-pqg
title: Salix L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/smw-bz6-x5k
title: Pterolepis repanda (DC.) Triana

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/y2q-ssh-nsr
title: Salix rosmarinifolia subsp. rosmarinifolia

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9np-gq1-wkt
title: Salix eleagnos Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/494-fzb-935
title: Salix eleagnos Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/s78-w0q-71a
title: Salix L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/aaf-49x-n0l
title: Salix eleagnos Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/e0q-t0v-4qs
title: Salix eleagnos Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/24e-14t-4jh
title: Salix L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/bwz-gpg-hds
title: Salix L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2e9-5pt-tep
title: Salix eleagnos Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fam-hd8-59q
title: Salix eleagnos Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1hf-ypp-z8c
title: Salix eleagnos Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/nmm-zx3-dqj
title: Salix eleagnos Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fg8-lss-n7x
title: Cambessedesia hilariana (A. St.-Hil. ex Bonpl.) DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/m7f-3rg-687
title: Salix eleagnos Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/qxw-pl2-8zl
title: Cambessedesia hilariana (A. St.-Hil. ex Bonpl.) DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/d9g-ykd-p27
title: Bellucia imperialis Saldanha & Cogn. ex Cogn.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fhc-rz4-las
title: Salix eleagnos Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/597-at3-6j9
title: Salix eleagnos Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/d5l-tvq-vhe
title: Salix eleagnos Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fbx-hcc-ddw
title: Salix eleagnos Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/s5c-mb5-bab
title: Salix eleagnos Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5nb-hmn-2wp
title: Salix eleagnos Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/vrc-ykn-v3m
title: Salix eleagnos Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1yg-71x-2w7
title: Salix eleagnos Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cab-g71-kg4
title: Salix eleagnos Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/bpx-r9l-49y
title: Salix eleagnos Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/dt8-04j-y0f
title: Salix eleagnos Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/egh-p8h-65e
title: Salix eleagnos Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0m4-796-djp
title: Salix eleagnos Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/6lk-v8e-86a
title: Salix rosmarinifolia subsp. rosmarinifolia

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/g7r-ajz-gtr
title: Miconia nanopetala R. Goldenb. & Michelang.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zvb-cwb-04h
title: Miconia eugenioides Triana

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/26b-cnv-35a
title: Salix rosmarinifolia subsp. rosmarinifolia

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/8yz-gjc-xlt
title: Festuca valesiaca Schleich. ex Gaudin

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ele-k93-ppe
title: Salix eleagnos Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/nxz-k5c-hk9
title: Leymus pacificus (Gould) D.R.Dewey

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/lcw-8pa-109
title: Salix eleagnos Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/s66-wy6-yn7
title: Pterolepis alpestris (DC.) Triana

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/y0d-dac-yye
title: Salix elbrusensis Boiss.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/6qa-sf3-yyt
title: Bellucia pentamera Naudin

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/kzp-43n-eg2
title: Salix elbrusensis Boiss.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9sl-533-2qy
title: Salix rosmarinifolia subsp. rosmarinifolia

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/s89-n50-7zd
title: Miconia chrysophylla (Rich.) Urb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ld6-zvw-2l1
title: Salix eleagnos Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4kx-0y1-7m5
title: Salix elbrusensis Boiss.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9d0-0na-gby
title: Salix L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gxw-mx4-wrz
title: Salix reticulata L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wbq-pme-mb9
title: Salix reticulata L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/l66-dnc-lef
title: Blakea brasiliensis Cogn.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/s0h-w8z-l8z
title: Salix eleagnos Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/v1q-rwq-fsj
title: Salix eleagnos Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/98y-nyj-2aj
title: Salix eastwoodiae Cockerell ex A. Heller

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gq7-0s4-bkw
title: Salix reticulata L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4l6-c2k-0yj
title: Salix L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cmd-0w0-246
title: Salix elbrusensis Boiss.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/d02-0hm-wxj
title: Salix reticulata L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zrt-sna-4wj
title: Salix rosmarinifolia subsp. rosmarinifolia

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.8bu3zf
title: Occurrence Download

description: A dataset listing the 53794 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Orchidaceae"
 ]
}

 The dataset's 53794 records were derived from 6208 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070388-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/jbj58vrt6b
title: LINF_280018000

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/jbj58vrt6b.1
title: LINF_280018000

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/scdr6wmm5b
title: Warsaw underground M2 development

description: The spatial panel dataset on the Warsaw underground M2 development.
DOI: 10.17632/scdr6wmm5b.1
title: Warsaw underground M2 development

description: The spatial panel dataset on the Warsaw underground M2 development.
DOI: 10.17632/3btc4nb8wg
title: LINF_280020300

description: DNA/RNA polymerase-like protein; Leishmania infantum (strain JPCM5)
DOI: 10.17632/3btc4nb8wg.1
title: LINF_280020300

description: DNA/RNA polymerase-like protein; Leishmania infantum (strain JPCM5)
DOI: 10.17632/6gmwdwhcjj
title: MemeBias-5: A Multiclass Dataset for Detecting Bias and Sentiment in Internet Memes

description: MemeBias-5 is a curated dataset of 2,243 internet memes categorized into five distinct classes — Hateful (361), Misogynistic (458), Racist (338), Normal (497), and Sarcastic (589). Each meme represents real-world social media content encompassing humor, bias, and sentiment cues expressed through text and visuals.

This dataset is designed for research in multimodal bias detection, sentiment classification, hate-speech analysis, and explainable AI (XAI). MemeBias-5 can be used to train and evaluate models that integrate visual and textual understanding, including CNNs, Vision Transformers, and Vision-Language Transformers (e.g., CLIP, ViLT, BLIP).

The dataset provides a benchmark for exploring fairness, interpretability, and robustness in social media AI systems, encouraging the development of responsible AI models that understand meme context beyond surface sentiment.

File structure:
MemeBias-5/
├── Hateful/ (361 images)
├── Misogynistic/ (458 images)
├── Racist/ (338 images)
├── Normal/ (497 images)
└── Sarcastic/ (589 images)
Data type: Image (.jpg, .png)
Total files: 2,243
Total size: (Add final compressed size, e.g., ~200 MB)

Intended Use:
-This dataset supports research in:
-Bias and hate-speech detection
-Meme sentiment and sarcasm classification
-Multimodal representation learning
-Explainable and ethical AI

Ethical Considerations:
All data were collected from publicly available sources for educational and research purposes. Offensive content is included solely for analysis of bias and harmful language. Users are advised to handle the dataset responsibly, respecting ethical guidelines and local regulations.
DOI: 10.17632/6gmwdwhcjj.1
title: MemeBias-5: A Multiclass Dataset for Detecting Bias and Sentiment in Internet Memes

description: MemeBias-5 is a curated dataset of 2,243 internet memes categorized into five distinct classes — Hateful (361), Misogynistic (458), Racist (338), Normal (497), and Sarcastic (589). Each meme represents real-world social media content encompassing humor, bias, and sentiment cues expressed through text and visuals.

This dataset is designed for research in multimodal bias detection, sentiment classification, hate-speech analysis, and explainable AI (XAI). MemeBias-5 can be used to train and evaluate models that integrate visual and textual understanding, including CNNs, Vision Transformers, and Vision-Language Transformers (e.g., CLIP, ViLT, BLIP).

The dataset provides a benchmark for exploring fairness, interpretability, and robustness in social media AI systems, encouraging the development of responsible AI models that understand meme context beyond surface sentiment.

File structure:
MemeBias-5/
├── Hateful/ (361 images)
├── Misogynistic/ (458 images)
├── Racist/ (338 images)
├── Normal/ (497 images)
└── Sarcastic/ (589 images)
Data type: Image (.jpg, .png)
Total files: 2,243
Total size: (Add final compressed size, e.g., ~200 MB)

Intended Use:
-This dataset supports research in:
-Bias and hate-speech detection
-Meme sentiment and sarcasm classification
-Multimodal representation learning
-Explainable and ethical AI

Ethical Considerations:
All data were collected from publicly available sources for educational and research purposes. Offensive content is included solely for analysis of bias and harmful language. Users are advised to handle the dataset responsibly, respecting ethical guidelines and local regulations.
DOI: 10.3535/329-cqe-zln
title: Osteichthyes

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k5p-wff-p7t
title: Canis lupus familiaris Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.