cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/e54-scz-4kp
title: Bornia sebetia (O. G. Costa, 1830)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zzh-dny-rwl
title: Cecilioides veneta (Strobel, 1855)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/495-fvk-z7a
title: Granulina gofasi Smriglio & Mariottini, 1996

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kl8-evf-r3e
title: Rissoa auriscalpium (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0kb-z98-xhm
title: Helix pomatia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2m8-xkw-7rh
title: Caecum trachea (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3j1-ga6-laf
title: Abra tenuis (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xt2-4ap-0st
title: Lindholmiola lens (A. Férussac, 1832)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xtj-rp4-5qn
title: Pusia ebenus (Lamarck, 1811)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/310-aj0-dsx
title: Cochlicella barbara (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f8g-5ae-672
title: Mya truncata Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kwq-6v2-qge
title: Pitar rudis (Poli, 1795)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ld7-cxx-rx8
title: Venerupis corrugata (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3bb-zrg-mmb
title: Cochlicella barbara (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bha-t8h-tnb
title: Perforatella incarnata (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2mg-ns4-khc
title: Clausilia bidentata bidentata (Strøm, 1765)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ax6-76b-s72
title: Episcomitra cornicula (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yp7-z5m-wlz
title: Sphenia binghami W. Turton, 1822

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/35e-a5a-g7p
title: Rhyssoplax olivacea (Spengler, 1797)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kz1-ljq-svq
title: Rocellaria dubia (Pennant, 1777)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6s1-4sx-n49
title: Planorbidae Rafinesque, 1815

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/az0-81k-pp0
title: Patella vulgata Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b3d-0ah-qeb
title: Rocellaria dubia (Pennant, 1777)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3k9-rs9-c33
title: Gibberula jansseni van Aartsen, Menkhorst & Gittenberger, 1984

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/90l-0ty-kts
title: Pleurodiscus balmei (Potiez & Michaud, 1838)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pnb-edb-8qj
title: Pseudopythina macandrewi (P. Fischer, 1867)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/szq-teh-a3m
title: Pseudoxerophila bathytera (Blanc, 1879)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zcd-v0r-3wp
title: Rhyssoplax olivacea (Spengler, 1797)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3sn-590-pvr
title: Asperarca nodulosa (O. F. Müller, 1776)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dms-d7r-5hl
title: Teredo navalis Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rwg-7lz-dy6
title: Chrysallida fenestrata (Jeffreys, 1848)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d7p-z5g-0td
title: Ecrobia ventrosa (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dle-03c-40z
title: Clanculus corallinus (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/md1-6zg-afv
title: Clausinella fasciata (da Costa, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fx5-5yg-eqj
title: Bulla striata Bruguière, 1792

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p90-0se-kgv
title: Ocenebra erinaceus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/91c-pbg-qg4
title: Leptaxis simia simia (A. Férussac, 1832)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/74b-e28-pjs
title: Conus ventricosus Gmelin, 1791

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rq1-ptm-yal
title: Pisidium pulchellum Jenyns, 1832

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8rp-jm5-vxb
title: Cochlodina bidens (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hfq-g6z-m9g
title: Mimachlamys varia (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nhp-p5d-1l6
title: Patella vulgata Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bze-rv3-jys
title: Cernuella virgata (Da Costa, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y4y-2kk-ftb
title: Vertigo antivertigo (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0cl-193-0cm
title: Succinella oblonga (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hrx-6tt-ldy
title: Trivia monacha (da Costa, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kly-jmq-jxg
title: Pseudomangelia vauquelini (Payraudeau, 1826)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rl9-2y4-6b9
title: Haminoea navicula (da Costa, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mn4-xv9-pnl
title: Hyalogyrinidae Warén & Bouchet, 1993

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rpq-rz5-7md
title: Donax vittatus (da Costa, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vs3-vdl-8x6
title: Zonitoides nitidus (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.2wsamz
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crotalaria brevidens",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 21 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047500-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/78b-88r-jm0
title: Marmorana melitensis (A. Férussac, 1821)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9vg-ngm-5pm
title: Aporrhais pespelecani (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/972-fvp-pv1
title: Parthenina interstincta (J. Adams, 1797)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.13145/bacdive12653.20241212.9.2
title: Arachnia propionica (Buchanan and Pine 1962) Pine and Georg 1969

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive12654.20241212.9.2
title: Acidipropionibacterium thoenii (van Niel 1928) Scholz and Kilian 2016 emend. Nouioui et al. 2018

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive12658.20241212.9.2
title: Propionibacterium cyclohexanicum Kusano et al. 1997

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive12659.20241212.9.2
title: Propionibacterium acidifaciens Downes and Wade 2009

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive12660.20241212.9.2
title: Propionicimonas paludicola Akasaka et al. 2003

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive12662.20241212.9.2
title: Propioniferax innocua (Pitcher and Collins 1992) Yokota et al. 1994

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive12663.20241212.9.2
title: Propionimicrobium lymphophilum (Torrey 1916) Stackebrandt et al. 2002

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive12664.20241212.9.2
title: Tessaracoccus bendigoensis Maszenan et al. 1999 emend. Nouioui et al. 2018

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive12666.20241212.9.2
title: Tessaracoccus flavescens Lee and Lee 2008

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive12668.20241212.9.2
title: Tessaracoccus oleiagri Cai et al. 2011 emend. Nouioui et al. 2018

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15468/dl.2bakw3
title: Occurrence Download

description: A dataset containing 10068 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Labrus mixtus Linnaeus, 1758",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Specimen, Material sample)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 10068 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010216-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13145/bacdive12669.20241212.9.2
title: Brooklawnia cerclae Rainey et al. 2006

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive12670.20241212.9.2
title: Propionicicella superfundia Bae et al. 2006

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive12671.20241212.9.2
title: Aestuariimicrobium kwangyangense Jung et al. 2007

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive12672.20241212.9.2
title: Auraticoccus monumenti Alonso-Vega et al. 2011

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive12673.20241212.9.2
title: Propioniciclava tarda Sugawara et al. 2011

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive12674.20241212.9.2
title: Naumannella halotolerans Rieser et al. 2012

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive12675.20241212.9.2
title: Algicola sagamiensis (Kobayashi et al. 2003) Nam et al. 2007

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive12676.20241212.9.2
title: Pseudoalteromonas aurantia (Gauthier and Breittmayer 1979) Gauthier et al. 1995

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive12677.20241212.9.2
title: Pseudoalteromonas citrea (Gauthier 1977) Gauthier et al. 1995 emend. Ivanova et al. 1998

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive12678.20241212.9.2
title: Pseudoalteromonas denitrificans (Enger et al. 1987) Gauthier et al. 1995

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive12679.20241212.9.2
title: Pseudoalteromonas haloplanktis (ZoBell and Upham 1944) Gauthier et al. 1995 emend. Ivanova et al. 2001

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive12680.20241212.9.2
title: Pseudoalteromonas luteoviolacea (Gauthier 1982) Gauthier et al. 1995

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive12681.20241212.9.2
title: Pseudoalteromonas rubra (Gauthier 1976) Gauthier et al. 1995

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive12682.20241212.9.2
title: Pseudoalteromonas undina (Chan et al. 1978) Gauthier et al. 1995

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive12683.20241212.9.2
title: Pseudoalteromonas carrageenovora (Akagawa-Matsushita et al. 1992) Gauthier et al. 1995

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive12684.20241212.9.2
title: Pseudoalteromonas espejiana (Chan et al. 1978) Gauthier et al. 1995

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive12685.20241212.9.2
title: Alteromonas nigrifaciens (ex White 1940) Baumann et al. 1984 emend. Ivanova et al. 1996

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive12686.20241212.9.2
title: Pseudoalteromonas tetraodonis (Simidu et al. 1990) Ivanova et al. 2001

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15468/dl.mn3qzw
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pharnaceum alpinum Adamson"
 ]
}

 The dataset includes 14 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072746-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xd7pun
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-80.0951100999999994 40.4099331999999976, -80.0951100999999994 40.4107801199999983, -80.0951100999999994 40.4120830800000022, -80.0951100999999994 40.4132557499999976, -80.0951100999999994 40.4148192999999978, -80.0951100999999994 40.4164480000000026, -80.0941346200000055 40.4164480000000026, -80.0927041000000060 40.4164480000000026, -80.0910134899999946 40.4164480000000026, -80.0902982300000019 40.4164480000000026, -80.0886076200000048 40.4164480000000026, -80.0871120700000034 40.4164480000000026, -80.0860717000000051 40.4164480000000026, -80.0847710999999975 40.4164480000000026, -80.0847710999999975 40.4149495999999999, -80.0847710999999975 40.4137769299999974, -80.0847710999999975 40.4127345599999970, -80.0847710999999975 40.4112361600000014, -80.0847710999999975 40.4099331999999976, -80.0862017400000070 40.4099331999999976, -80.0871771000000052 40.4099331999999976, -80.0882825000000054 40.4099331999999976, -80.0896479900000031 40.4099331999999976, -80.0911435400000045 40.4099331999999976, -80.0921839100000028 40.4099331999999976, -80.0932893199999967 40.4099331999999976, -80.0951100999999994 40.4099331999999976))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 14 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078197-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tqytz9
title: Occurrence Download

description: A dataset containing 68548802 species occurrences available in GBIF matching the query:
{
 "Continent" : [
 "is Africa"
 ]
}

 The dataset includes 68548802 records from 6098 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005636-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14892988
title: The dataset used in the manuscript titled "Using Principal Component Analysis for Temperature Readings from YF3:Pr3+ Luminescence".

description: This dataset contains the experimental data used in the manuscript titled "Using Principal Component Analysis for Temperature Readings from YF3:Pr3+ Luminescence". The data includes the results used to generate the figures in the manuscript.
DOI: 10.5281/zenodo.14892989
title: The dataset used in the manuscript titled "Using Principal Component Analysis for Temperature Readings from YF3:Pr3+ Luminescence".

description: This dataset contains the experimental data used in the manuscript titled "Using Principal Component Analysis for Temperature Readings from YF3:Pr3+ Luminescence". The data includes the results used to generate the figures in the manuscript.
DOI: 10.15468/dl.xv3z28
title: Occurrence Download

description: A dataset containing 102081 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is India Biodiversity Portal publication grade dataset"
 ]
}

 The dataset includes 102081 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001642-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13836222
title: FoodSky: A Food-oriented Large Language Model, and FoodEarth: A Foundamental Food Corpus and Instruction Dataset

description: Food is the cornerstone of both survival and social life. With the increasing complexity of global dietary needs and preferences, there is a growing demand for food intelligence to enable tasks like recipe recommendation and diet-disease correlation discovery. To address this, we introduce the Food-oriented Large Language Model (LLM) FoodSky, which offers fine-grained perception and reasoning of food data. We constructed a food corpus, FoodEarth, from various authoritative sources to enhance FoodSky's knowledge. We also developed the Topic-based Selective State Space Model and Hierarchical Topic Retrieval Augmented Generation algorithms to improve FoodSky's ability to capture fine-grained food semantics and generate context-aware food-relevant text. Extensive experiments show that FoodSky outperforms general-purpose LLMs on the Chinese National Chef Exam and Dietetic Exam, achieving accuracies of 67.2% and 66.4%, respectively. FoodSky not only enhances culinary creativity and promotes healthier eating patterns but also establishes a new standard for domain-specific LLMs tackling real-world food-related issues.
description: All versions of the FoodEarth dataset have been uploaded, including:



FoodEarth-811K+-full.json: A complete processed version containing over 811K instruction data.

FoodEarth_examples.json: A demo dataset showcasing the base structure of our dataset.

FoodEarth-mini.json: A minimal dataset with 200K instruction data for efficient use.

FoodEarth_instruction_v1_76w.json: An older version of the FoodEarth dataset.

FoodEarth-680K.json: A subset of the dataset used in ablation studies.