cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.57702/b0z6tejr
title: News Commentary v11 (NC11)

description: NC11 dataset encompasses translations for low-resource English↔German tasks, demonstrating improvements in machine translation in resource-limited scenarios.
DOI: 10.57702/dpgojhfe
title: WMT16 English-German Translation Dataset

description: The WMT16 dataset is used for English-German translation, including a number of parallel sentences for robust machine translation tasks.
DOI: 10.57702/ur1l0u1x
title: WMT17 English-German Translation Dataset

description: The WMT17 dataset serves as a benchmark for translation tasks involving English and German, containing a large set of parallel sentences.
DOI: 10.57702/bg2dtyd8
title: WAT English-Japanese Translation Dataset

description: The WAT dataset contains English-Japanese sentence pairs for translation tasks, focusing particularly on low-resource scenarios.
DOI: 10.57702/if3h0imj
title: WMT18 English-Turkish Translation Dataset

description: The WMT18 dataset is utilized for English-Turkish translation and serves as a standard low-resource scenario dataset.
DOI: 10.57702/0fvpekdu
title: New York Times dataset

description: The New York Times dataset is used for summarization tasks and consists of articles from the New York Times, with summaries created by editors, enabling the assessment of extractive summarization techniques.
DOI: 10.57702/fsfa4x4x
title: GIGA-CM dataset

description: GIGA-CM is a large-scale dataset comprising millions of documents, created to facilitate the pre-training of hierarchical document encoding models for summarization tasks.
DOI: 10.57702/tm896yqo
title: NLU-Benchmark

description: The NLU-Benchmark dataset is annotated with scenarios, actions, and entities for various home assistant tasks. It contains 25,716 utterances categorized into 64 intents and 54 entity types.
DOI: 10.57702/jmue6fdt
title: ATIS

description: ATIS dataset consists of annotated transcripts of flight reservation audio recordings, containing 4,478 training, 500 development, and 893 test utterances across 21 intents and 79 entities.
DOI: 10.57702/101jq52q
title: SNIPS

description: The SNIPS dataset serves as a public benchmark dataset developed to evaluate the quality of intent classification and slot filling services across multiple domains including music, media, and weather.
DOI: 10.57702/zbjj0gw7
title: Wikipedia Sequence Dataset

description: The dataset consists of 992 sequences extracted from Wikipedia, where each sequence consists of two consecutive paragraphs, in the form of: [CLS] paragraph1 [SEP] paragraph2 [SEP]. Each sequence consists of up to 128 tokens, with an average of 122 tokens.
DOI: 10.57702/7tnp3npc
title: Europarl v7 Corpus

description: The Europarl v7 corpus, a parallel corpus of European Parliament proceedings, used for training a Transformer-based NMT system for German-to-English translation.
DOI: 10.57702/b71w5o6b
title: British National Corpus

description: The British National Corpus (BNC) contains spontaneous conversations from UK English speakers collected with portable tape recorders in the early 1990s, featuring significant background noise.
DOI: 10.57702/onimxu3o
title: TDIUC

description: TDIUC is designed to mitigate bias issues found in VQA v2.0 and includes 1.6 million questions divided into twelve categories.
DOI: 10.57702/i3z9ljjl
title: Clinical Notes Dataset

description: A large corpus of clinical notes from the clinical data warehouse of a local hospital in France, used to learn word embeddings for enhancing model performance.
DOI: 10.15468/dl.fuhazz
title: Occurrence Download

description: A dataset containing 596 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Registros de ocurrencia de Citronella mucronata entre las regiones de Coquimbo y La Araucanía, Chile"
 ]
}

 The dataset includes 596 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000073-241125135418005/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57702/xwhsvseq
title: HotpotQA

description: HotpotQA is a dataset containing 112,779 questions collected by crowdsourcing, where 84% require multi-hop reasoning. It includes supporting facts and paragraphs of gold entities for multi-hop reasoning tasks.
DOI: 10.15468/dl.kznqkm
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is one of (Primulina luzhaiensis (Yan Liu, Y.S.Huang & W.B.Xu) Mich.Möller & A.Weber)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000075-241125135418005/datasets/export for details.
DOI: 10.57702/j7t971tu
title: Sequential Question Answering (SQA) dataset

description: The Sequential Question Answering (SQA) dataset contains sequences of questions that can be answered from a given table, designed for testing models on multi-turn interactions with structured data.
DOI: 10.57702/ip8cqziq
title: CLUTRR

description: CLUTRR is a semi-synthetic benchmark designed to test a model's ability to infer kinship relations between characters in short stories, requiring systematic generalization and robust reasoning capabilities.
DOI: 10.57702/qgzbwp3f
title: SPIDER

description: SPIDER is a large-scale text-to-SQL dataset consisting of questions and complex SQL queries across multiple database tables.
DOI: 10.57702/qbrk4fuh
title: New York Times Annotated Corpus

description: The New York Times Annotated Corpus is a collection of articles from The New York Times that can be used for various NLP tasks, including text summarization.
DOI: 10.57702/tafto0fn
title: IMDB Movie Reviews Dataset

description: The IMDB movie reviews dataset is a collection of user reviews used for sentiment classification tasks in natural language processing.
DOI: 10.57702/4jtwfob1
title: Stanford Sentiment Treebank (SST-2)

description: The SST-2 dataset is used for sentiment classification, specifically evaluating the accuracy of models on sentiment predictions.
DOI: 10.57702/wikettmu
title: Xing dataset

description: The Xing dataset contains interactions on job postings for 770,000 users over an 80-day period, where user behaviors include click, bookmark, reply, and delete.
DOI: 10.57702/1hjl1tt1
title: Reddit dataset

description: The Reddit dataset contains tuples of user name, a subreddit where the user makes a comment to a thread, and a timestamp for the interaction, split into sessions manually.
DOI: 10.57702/uu9iayl7
title: QM7, QM8, QM9 datasets

description: The QM7, QM8, and QM9 datasets contain molecular property predictions relevant to quantum chemistry, focusing on different quantum mechanical properties of molecules.
DOI: 10.57702/n41ig23i
title: Lipophilicity dataset

description: The Lipophilicity dataset focuses on predicting the partition coefficient of compounds, which is crucial for drug design and bioavailability assessments.
DOI: 10.57702/hb2kpw8g
title: BACE dataset

description: The BACE dataset is used for binary classification in drug discovery, focusing on the prediction of the ability of compounds to inhibit the beta-secretase enzyme.
DOI: 10.57702/dt7ui3ou
title: BBBP dataset

description: The BBBP dataset is concerned with predicting the blood-brain barrier permeability of compounds, which is critical for central nervous system drug design.
DOI: 10.57702/pei6211e
title: UMLS

description: UMLS contains medical semantic entities and their relations used for link prediction.
DOI: 10.57702/jfl1e1vb
title: MAMS

description: The MAMS dataset consists of movie reviews labeled for sentiment classification, particularly focused on aspect polarity.
DOI: 10.57702/9n97ongo
title: Weibo Troll Detection dataset

description: The Troll Detection dataset contains Weibo comments, user information, and includes labeled data of troll and non-troll comments crawled from the Weibo platform.
DOI: 10.57702/w7bkgu5x
title: STL-10

description: STL-10 is a dataset for unsupervised representation learning, consisting of 10 classes with 5,000 labeled and 100,000 unlabeled images.
DOI: 10.15468/dl.fgreaz
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",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is one of (Primulina mabaensis K.F.Chung & W.B.Xu)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000077-241125135418005/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57702/9hr7b9ii
title: CortexEM

description: CortexEM is a FIB-SEM image stack of a mouse cortex that is used for training and testing in volumetric segmentation tasks.
DOI: 10.57702/dnfijq3g
title: VGG-Sound Source

description: The VGG-Sound Source (VGG-SS) dataset is a large-scale audio-visual dataset containing over 5,000 videos spanning 220 categories, where objects that produce sound are annotated with bounding boxes.
DOI: 10.57702/z38tdmd4
title: Flickr SoundNet

description: Flickr SoundNet is a dataset consisting of over 2 million videos collected from Flickr, designed for audio-visual representation learning.
DOI: 10.15468/dl.xpz7vc
title: Occurrence Download

description: A dataset containing 517 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Brazil",
 "Geometry POLYGON((-62.20511 -24.47893,-29.79489 -24.47893,-29.79489 -11.52107,-62.20511 -11.52107,-62.20511 -24.47893))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Scytalopus novacapitalis Sick, 1958",
 "Year 2010-2024"
 ]
}

 The dataset includes 517 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000078-241125135418005/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57702/r1x60t10
title: VGG-Sound

description: VGG-Sound is an audio-visual dataset that comprises over 200,000 clips across 309 sound categories, allowing for the study of various audio-visual tasks.
DOI: 10.15468/dl.yeqqb4
title: Occurrence Download

description: A dataset containing 4087 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Trollius asiaticus L."
 ]
}

 The dataset includes 4087 records from 100 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000079-241125135418005/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57702/6n1m8spa
title: CORA citation graph

description: The CORA dataset consists of citation graphs where each vertex represents a paper and edges represent citations, aimed at paper classification tasks.
DOI: 10.57702/jd89ebun
title: CDWR Crop Survey Data 2016

description: Crop survey data from Imperial and Yolo counties provided by the California Department of Water Resources for the year 2016, used as ground truth information for crop classification.
DOI: 10.57702/0t1vj2li
title: SUN-3D

description: SUN-3D contains millions of real-world recorded RGB-D images in various typical indoor environments, which provided the ground truth poses estimated by visual tracking with loop closure.
DOI: 10.15468/dl.wgz696
title: Occurrence Download

description: A dataset containing 9158 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pomacea canaliculata (Lamarck, 1822)"
 ]
}

 The dataset includes 9158 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000080-241125135418005/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57702/0fwtsctk
title: PubMed

description: The PubMed dataset is a citation network focusing on scientific publications related to diabetes, with three classes.
DOI: 10.25824/redu/x0hhqd
title: Data - experimental design - pectin

description: Data from the pectin extraction using pressurized liquid technology related to the publication "Valorization of apple pomace by-products from the juice processing industry using pressurized liquid technology".
DOI: 10.57702/i9jm52mf
title: Protein-Protein Interaction (PPI)

description: A network that depicts the interaction of proteins, which helps in the analysis of protein-protein interactions.
DOI: 10.57702/nas5dqh6
title: Wikipedia

description: A co-occurrence network of words present in Wikipedia, utilized for word similarity and embedding tasks.
DOI: 10.15468/dl.fufwet
title: Occurrence Download

description: A dataset listing the 88 species recorded in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pseudacteon Coquillett, 1907"
 ]
}

 The dataset's 88 records were derived from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000062-241125135418005/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5wwxu4
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",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is one of (Primulina maciejewskii F.Wen, R.L.Zhang & A.Q.Dong)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000082-241125135418005/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e428ck
title: Occurrence Download

description: A dataset containing 289 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "Elevation 0-200m",
 {
 "and" : [
 "Year is greater than or equal to 2014"
 ]
 },
 "GadmGid is one of (COL.12.25_2)",
 "TaxonKey is one of (Mammalia)"
 ]
 }
 ]
}

 The dataset includes 289 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000081-241125135418005/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57702/dljbw2ph
title: PASCAL-Part dataset

description: The PASCAL-Part dataset contains images annotated with part labels at the pixel level across various object categories, used for training generative models for part-based object layout generation.
DOI: 10.5281/zenodo.14204394
title: MILESTONE project
DOI: 10.5281/zenodo.14204395
title: MILESTONE project
DOI: 10.57702/6vqxisiz
title: Point2Mesh

description: Point2Mesh dataset is used for surface reconstruction by estimating differential vertex positions from point clouds.
DOI: 10.57702/qtqojnf1
title: Yoochoose

description: Yoochoose dataset comprises historical click session data from an e-commerce platform, used for session-based recommendation tasks.
DOI: 10.15468/dl.bxz3gz
title: Occurrence Download

description: A dataset containing 596 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Registros de ocurrencia de Citronella mucronata entre las regiones de Coquimbo y La Araucanía, Chile"
 ]
}

 The dataset includes 596 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000083-241125135418005/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57702/ejdhng6q
title: ShopVRB

description: ShopVRB is a visual reasoning dataset containing images of complex household objects and question-answer pairs, used for evaluating object-centric representation learning.
DOI: 10.57702/tatutpdi
title: Citeseer

description: The Citeseer dataset consists of research papers that are also classified into categories, similar to Cora, and is used for evaluating node classification in graph neural networks.
DOI: 10.57702/yz1xc4jw
title: View Images Dataset for Self-localization

description: The dataset consists of view images collected from a university campus, used for benchmarking performance in self-localization tasks, with ground truth viewpoint information for each image.
DOI: 10.15468/dl.2hkyux
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is ESP.6_1",
 "TaxonKey is Gomphus graslinii Rambur, 1842"
 ]
}

 The dataset includes 10 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000085-241125135418005/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57702/yrndu44a
title: SODA Reanalysis Dataset and CMIP5 Simulations

description: The dataset used includes the SODA reanalysis dataset and climate model simulations from CMIP5, utilized for training the model to forecast the Oceanic Niño Index (ONI).
DOI: 10.57702/f2m7mwgv
title: IRI/CPC ENSO Predictions Plume

description: A dataset comprising forecasts issued for ENSO predictions as part of the IRI and CPC collaboration, including various statistical and dynamical models.
DOI: 10.57702/x4wzb7i3
title: AudioSet

description: The AudioSet dataset is a large-scale collection of human-labeled audio events across a variety of categories designed for machine learning applications.
DOI: 10.57702/6sqf55no
title: ESC50

description: ESC50 is a dataset that contains 2000 audio clips from 50 classes, each having a duration of 5 seconds. It is widely used for environmental sound classification tasks.
DOI: 10.57702/t4cgtm3r
title: AwA2 dataset

description: The AwA2 dataset consists of images belonging to 50 different animal classes, used for zero-shot learning tasks, where classes are unseen during training.
DOI: 10.57702/trh6pno8
title: Web Application MTD Dataset

description: The dataset consists of configurations for a Moving Target Defense (MTD) system for web applications, where each state represents a full-stack configuration of the system and includes the analysis of attacks based on vulnerability data.
DOI: 10.57702/92nd7m2a
title: Cloud Network MTD Dataset

description: The dataset comprises a model for MTD against multi-stage attacks, specifically for intrusion detection systems (IDS) placement in cloud networks using game-theoretic formulations.
DOI: 10.57702/l41me26d
title: ESOL Dataset

description: ESOL is a dataset containing 1,127 compounds with measured log solubility, utilized to predict and evaluate solubility for chemical compounds.
DOI: 10.57702/bcop1e4f
title: MultiDigits dataset

description: The MultiDigits dataset explores contrastive learning on images containing multiple digits by placing MNIST digits on a shared canvas to study representation learning when multiple objects are present.
DOI: 10.57702/niux7jvb
title: DigitOnImageNet dataset

description: The DigitOnImageNet dataset overlays MNIST digits onto ImageNet images to study competing features in contrastive learning, specifically the influence of easy-to-learn features on the learning of more complex features.
DOI: 10.57702/yll1016r
title: RandBit dataset

description: The RandBit dataset involves concatenating random integer channels with RGB images to analyze the impact of easy-to-learn features on the representation learning process.
DOI: 10.57702/9rqsxyiy
title: OSCTI Reports

description: A collection of over 120K+ Open-Source Cyber Threat Intelligence (OSCTI) reports sourced from more than 40 major security websites, including threat encyclopedias, blogs, and security news.
DOI: 10.57702/xve8r7h8
title: S&P 500 Historical Stock Data

description: The dataset comprises historical stock price and trading volume data from S&P 500 component stocks over a period of about 10 years (from 01/02/2009 to 12/24/2018), used to evaluate the proposed Mid-LSTM stock prediction model.
DOI: 10.57702/cmulei9f
title: Wikidata dataset

description: The Wikidata dataset created by linking the Wikipedia English Corpus to Wikidata. It includes sentences with multiple relations and has 353 unique relations, comprising 372,059 sentences in training and 360,334 for testing.
DOI: 10.57702/nb8gvfzq
title: NYT Freebase dataset

description: The NYT Freebase dataset which was annotated by linking New York Times articles with the Freebase KG. This dataset has 53 relations (including no relation ‘NA’) with 455,771 sentences in the training set and 172,448 in the test set.
DOI: 10.57702/kl0hq9ut
title: Cora-ML

description: Cora-ML is a dataset of machine learning research papers with citation links between them, utilized for evaluating node classification methods.
DOI: 10.25403/upresearchdata.24721521
title: Agents with inhibitory properties of melanoma cells

description: Data on the agents (L-kynurenine, MAZ-51, CTCE-9908) that inhibit melanoma cells. The data was collected from the in vitro experiments by the Department of Anatomy and Physiology, University of Pretoria.  Data-driven modeling methods we reviewed and employed because these methods are capable of discovering the underlying dynamics of complex systems. Thereafter,  mechanistic model were considered, that describes the dynamics of inhibition/proliferation of a cancer cell.
DOI: 10.25403/upresearchdata.24721521.v1
title: Agents with inhibitory properties of melanoma cells

description: Data on the agents (L-kynurenine, MAZ-51, CTCE-9908) that inhibit melanoma cells. The data was collected from the in vitro experiments by the Department of Anatomy and Physiology, University of Pretoria.  Data-driven modeling methods we reviewed and employed because these methods are capable of discovering the underlying dynamics of complex systems. Thereafter,  mechanistic model were considered, that describes the dynamics of inhibition/proliferation of a cancer cell.
DOI: 10.57702/9ylc4udn
title: Network Repository Dataset

description: The dataset consists of graphs from various domains, used to evaluate the effectiveness of the proposed framework with attributed random walks and generalized node2vec approach.
DOI: 10.57702/dnttclqk
title: AIDS

description: The AIDS dataset is a benchmark dataset used for graph similarity search, with small sized graphs for evaluating graph edit distance.
DOI: 10.15468/dl.9z5wrd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is one of (Primulina macrodonta (D.Fang & D.H.Qin) Mich.Möller & A.Weber)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000088-241125135418005/datasets/export for details.