cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.13130/rd_unimi/y1p3pe/3t1tgx
title: Settembre_1916_Pagina_030.jpg

description: Bulletin of 1916/09/05
DOI: 10.35079/hbm283.xxqn.824
title: ATACseq data from the large intestine of a 67-year-old white female
DOI: 10.3535/fad-5wm-esv
title: Apamea (Apamea) monoglypha (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/k4w-zr8-jsk
title: Melitaea athalia von Rottemburg, 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.13130/rd_unimi/p8ek0m/zg77hn
title: Settembre_1915_Pagina_046.jpg

description: Bulletin of 1915/09/08
DOI: 10.13130/rd_unimi/y1p3pe/x80vkj
title: Settembre_1916_Pagina_031.jpg

description: Bulletin of 1916/09/06
DOI: 10.3535/294-w73-t07
title: Jodis lactearia (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.13130/rd_unimi/p8ek0m/fugrx0
title: Settembre_1915_Pagina_047.jpg

description: Bulletin of 1915/09/08
DOI: 10.13130/rd_unimi/qg5zfl/ekfcto
title: Settembre_1919_Pagina_016.jpg

description: Bulletin of 1919/09/03
DOI: 10.13130/rd_unimi/qg5zfl/sno3e5
title: Settembre_1919_Pagina_017.jpg

description: Bulletin of 1919/09/03
DOI: 10.13130/rd_unimi/y1p3pe/wnkzsq
title: Settembre_1916_Pagina_032.jpg

description: Bulletin of 1916/09/06
DOI: 10.3535/ggk-x1h-8ft
title: Loxostege commixtalis Walker, 1865

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/s0z-tf6-agb
title: Evergestis aenealis [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.13130/rd_unimi/p8ek0m/1xig01
title: Settembre_1915_Pagina_048.jpg

description: Bulletin of 1915/09/08
DOI: 10.13130/rd_unimi/y1p3pe/w3vpy5
title: Settembre_1916_Pagina_033.jpg

description: Bulletin of 1916/09/06
DOI: 10.3535/q6j-adt-zd3
title: Nonagria typhae Thunberg, 1794

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.13130/rd_unimi/p8ek0m/ttf192
title: Settembre_1915_Pagina_049.jpg

description: Bulletin of 1915/09/09
DOI: 10.13130/rd_unimi/qg5zfl/phvwhl
title: Settembre_1919_Pagina_018.jpg

description: Bulletin of 1919/09/03
DOI: 10.13130/rd_unimi/y1p3pe/ajpty7
title: Settembre_1916_Pagina_034.jpg

description: Bulletin of 1916/09/06
DOI: 10.3535/6gq-spv-trd
title: Ephestia kuehniella Zeller, 1879

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/e74-nmt-4k5
title: Amphipoea oculea Linnaeus, 1761

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.13130/rd_unimi/qg5zfl/rixakk
title: Settembre_1919_Pagina_019.jpg

description: Bulletin of 1919/09/04
DOI: 10.13130/rd_unimi/y1p3pe/hgq6hf
title: Settembre_1916_Pagina_035.jpg

description: Bulletin of 1916/09/06
DOI: 10.3535/b6p-k4z-6l2
title: Herminia tarsipennalis Treitschke, 1835

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.13130/rd_unimi/p8ek0m/n7dqcj
title: Settembre_1915_Pagina_050.jpg

description: Bulletin of 1915/09/09
DOI: 10.13130/rd_unimi/qg5zfl/u8hbdg
title: Settembre_1919_Pagina_020.jpg

description: Bulletin of 1919/09/04
DOI: 10.13130/rd_unimi/y1p3pe/u3ybaf
title: Settembre_1916_Pagina_036.jpg

description: Bulletin of 1916/09/06
DOI: 10.35079/hbm688.drxp.369
title: ATACseq data from the large intestine of a 67-year-old white female
DOI: 10.3535/ybv-rrj-9mv
title: Evergestis aenealis [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.13130/rd_unimi/p8ek0m/ogzu6b
title: Settembre_1915_Pagina_051.jpg

description: Bulletin of 1915/09/09
DOI: 10.13130/rd_unimi/qg5zfl/txeiwi
title: Settembre_1919_Pagina_021.jpg

description: Bulletin of 1919/09/04
DOI: 10.13130/rd_unimi/y1p3pe/xmum9n
title: Settembre_1916_Pagina_037.jpg

description: Bulletin of 1916/09/07
DOI: 10.3535/tas-yv4-vqp
title: Mamestra brassicae Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.13130/rd_unimi/p8ek0m/quqcrf
title: Settembre_1915_Pagina_052.jpg

description: Bulletin of 1915/09/09
DOI: 10.13130/rd_unimi/y1p3pe/wzmnpe
title: Settembre_1916_Pagina_038.jpg

description: Bulletin of 1916/09/07
DOI: 10.3535/r1s-s58-exn
title: Photedes minima Haworth, 1809

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/rf2-7f5-zp0
title: Apamea (Apamea) crenata (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.13130/rd_unimi/p8ek0m/ortloj
title: Settembre_1915_Pagina_053.jpg

description: Bulletin of 1915/09/09
DOI: 10.13130/rd_unimi/qg5zfl/jzx6yx
title: Settembre_1919_Pagina_022.jpg

description: Bulletin of 1919/09/04
DOI: 10.13130/rd_unimi/y1p3pe/lgzvhu
title: Settembre_1916_Pagina_039.jpg

description: Bulletin of 1916/09/07
DOI: 10.3535/6cq-yqm-vh1
title: Cerapteryx graminis Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.13130/rd_unimi/p8ek0m/uts5xm
title: Settembre_1915_Pagina_054.jpg

description: Bulletin of 1915/09/09
DOI: 10.13130/rd_unimi/qg5zfl/psjax9
title: Settembre_1919_Pagina_023.jpg

description: Bulletin of 1919/09/04
DOI: 10.13130/rd_unimi/y1p3pe/fnrgbo
title: Settembre_1916_Pagina_040.jpg

description: Bulletin of 1916/09/07
DOI: 10.3535/b79-jrl-w7t
title: Anarta (Anarta) myrtilli Linnaeus, 1761

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.13130/rd_unimi/p8ek0m/mhw7lz
title: Settembre_1915_Pagina_055.jpg

description: Bulletin of 1915/09/10
DOI: 10.13130/rd_unimi/qg5zfl/www2jm
title: Settembre_1919_Pagina_024.jpg

description: Bulletin of 1919/09/04
DOI: 10.13130/rd_unimi/y1p3pe/gd1lwv
title: Settembre_1916_Pagina_041.jpg

description: Bulletin of 1916/09/07
DOI: 10.3535/x31-3m8-xc2
title: Phalera (Phalera) bucephala (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.13130/rd_unimi/p8ek0m/cm7ctd
title: Settembre_1915_Pagina_056.jpg

description: Bulletin of 1915/09/10
DOI: 10.13130/rd_unimi/qg5zfl/hr9ap8
title: Settembre_1919_Pagina_025.jpg

description: Bulletin of 1919/09/05
DOI: 10.35079/hbm563.ptwz.467
title: ATACseq data from the large intestine of a 67-year-old white female
DOI: 10.3535/e1d-fwz-sfa
title: Herminia tarsipennalis Treitschke, 1835

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/gs9-fhf-6fc
title: Pieris napi (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.13130/rd_unimi/p8ek0m/ewvtxi
title: Settembre_1915_Pagina_057.jpg

description: Bulletin of 1915/09/10
DOI: 10.13130/rd_unimi/qg5zfl/yvwq3u
title: Settembre_1919_Pagina_026.jpg

description: Bulletin of 1919/09/05
DOI: 10.13130/rd_unimi/y1p3pe/44cchy
title: Settembre_1916_Pagina_042.jpg

description: Bulletin of 1916/09/07
DOI: 10.3535/ljd-dzp-989
title: Nyea lurideola (Zincken, 1817)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.13130/rd_unimi/p8ek0m/fflvew
title: Settembre_1915_Pagina_058.jpg

description: Bulletin of 1915/09/10
DOI: 10.13130/rd_unimi/qg5zfl/jbf3nz
title: Settembre_1919_Pagina_027.jpg

description: Bulletin of 1919/09/05
DOI: 10.13130/rd_unimi/y1p3pe/qpwal8
title: Settembre_1916_Pagina_043.jpg

description: Bulletin of 1916/09/08
DOI: 10.3535/2n2-3hp-nv2
title: Crambus nemorella Hübner

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pp5-00e-yr2
title: Pararge Hübner, 1819

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.13130/rd_unimi/p8ek0m/8urtsm
title: Settembre_1915_Pagina_059.jpg

description: Bulletin of 1915/09/10
DOI: 10.13130/rd_unimi/y1p3pe/rpqtt9
title: Settembre_1916_Pagina_044.jpg

description: Bulletin of 1916/09/08
DOI: 10.3535/hz7-84p-z24
title: Helotropha leucostigma Hübner, 1808

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.13130/rd_unimi/p8ek0m/znh103
title: Settembre_1915_Pagina_060.jpg

description: Bulletin of 1915/09/10
DOI: 10.13130/rd_unimi/qg5zfl/wga8ly
title: Settembre_1919_Pagina_028.jpg

description: Bulletin of 1919/09/05
DOI: 10.13130/rd_unimi/y1p3pe/kenbli
title: Settembre_1916_Pagina_045.jpg

description: Bulletin of 1916/09/08
DOI: 10.3535/gka-s8t-hvk
title: Evergestis aenealis [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/hm7-rgv-arp
title: Apamea (Apamea) crenata (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.13130/rd_unimi/p8ek0m/xeqppd
title: Settembre_1915_Pagina_061.jpg

description: Bulletin of 1915/09/11
DOI: 10.13130/rd_unimi/qg5zfl/iadp3k
title: Settembre_1919_Pagina_029.jpg

description: Bulletin of 1919/09/05
DOI: 10.13130/rd_unimi/y1p3pe/trx7im
title: Settembre_1916_Pagina_046.jpg

description: Bulletin of 1916/09/08
DOI: 10.35079/hbm264.qcgr.632
title: ATACseq data from the large intestine of a 67-year-old white female
DOI: 10.3535/vec-hdk-3dv
title: Oligia latruncula ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.13130/rd_unimi/qg5zfl/in7icy
title: Settembre_1919_Pagina_030.jpg

description: Bulletin of 1919/09/05
DOI: 10.13130/rd_unimi/y1p3pe/839mya
title: Settembre_1916_Pagina_047.jpg

description: Bulletin of 1916/09/08
DOI: 10.3535/eev-h9p-zhb
title: Diarsia rubi (Vieweg, 1790)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.13130/rd_unimi/p8ek0m/eywzeq
title: Settembre_1915_Pagina_062.jpg

description: Bulletin of 1915/09/11
DOI: 10.13130/rd_unimi/qg5zfl/h9yxa0
title: Settembre_1919_Pagina_031.jpg

description: Bulletin of 1919/09/06
DOI: 10.13130/rd_unimi/y1p3pe/a6k92l
title: Settembre_1916_Pagina_048.jpg

description: Bulletin of 1916/09/08
DOI: 10.3535/5ml-9gb-f4f
title: Mesogona oxalina (Hübner)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.13130/rd_unimi/p8ek0m/2xy6v5
title: Settembre_1915_Pagina_063.jpg

description: Bulletin of 1915/09/11
DOI: 10.13130/rd_unimi/qg5zfl/ku2eue
title: Settembre_1919_Pagina_032.jpg

description: Bulletin of 1919/09/06
DOI: 10.3535/a93-avz-sjc
title: Animalia

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/aab-vqd-g39
title: Apamea (Apamea) crenata (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.13130/rd_unimi/p8ek0m/6jj6q6
title: Settembre_1915_Pagina_064.jpg

description: Bulletin of 1915/09/11
DOI: 10.13130/rd_unimi/qg5zfl/picxdl
title: Settembre_1919_Pagina_033.jpg

description: Bulletin of 1919/09/06
DOI: 10.13130/rd_unimi/y1p3pe/8ktqyw
title: Settembre_1916_Pagina_049.jpg

description: Bulletin of 1916/09/09
DOI: 10.3535/a1f-zzw-3jv
title: Apamea (Apamea) crenata (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/vbd-12q-nln
title: Agonopterix arenella ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.13130/rd_unimi/p8ek0m/hrw0qr
title: Settembre_1915_Pagina_065.jpg

description: Bulletin of 1915/09/11
DOI: 10.13130/rd_unimi/qg5zfl/e49tiv
title: Settembre_1919_Pagina_034.jpg

description: Bulletin of 1919/09/06
DOI: 10.13130/rd_unimi/y1p3pe/kg0obx
title: Settembre_1916_Pagina_050.jpg

description: Bulletin of 1916/09/09
DOI: 10.3535/hxz-d11-far
title: Boloria selene ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/q6a-41h-fle
title: Caradrina (Paradrina) clavipalpis (Scopoli, 1763)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.13130/rd_unimi/p8ek0m/dfeear
title: Settembre_1915_Pagina_066.jpg

description: Bulletin of 1915/09/11
DOI: 10.13130/rd_unimi/y1p3pe/e8ergo
title: Settembre_1916_Pagina_052.jpg

description: Bulletin of 1916/09/09
DOI: 10.13130/rd_unimi/y1p3pe/v6udrc
title: Settembre_1916_Pagina_051.jpg

description: Bulletin of 1916/09/09
DOI: 10.35079/hbm398.thrg.589
title: ATACseq data from the large intestine of a 67-year-old white female
DOI: 10.3535/7f1-e99-hgd
title: Autographa Hübner, 1821

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.13130/rd_unimi/p8ek0m/wwb4ts
title: Settembre_1915_Pagina_067.jpg

description: Bulletin of 1915/09/12
DOI: 10.13130/rd_unimi/qg5zfl/qutp7y
title: Settembre_1919_Pagina_035.jpg

description: Bulletin of 1919/09/06
DOI: 10.13130/rd_unimi/y1p3pe/8hhcxc
title: Settembre_1916_Pagina_053.jpg

description: Bulletin of 1916/09/09
DOI: 10.3535/a9x-tqk-4ft
title: Animalia

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ldb-75x-g8r
title: Apamea (Apamea) crenata (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.13130/rd_unimi/p8ek0m/piuwnu
title: Settembre_1915_Pagina_068.jpg

description: Bulletin of 1915/09/12
DOI: 10.13130/rd_unimi/qg5zfl/fzjyla
title: Settembre_1919_Pagina_036.jpg

description: Bulletin of 1919/09/06
DOI: 10.13130/rd_unimi/y1p3pe/3qlolk
title: Settembre_1916_Pagina_054.jpg

description: Bulletin of 1916/09/09
DOI: 10.3535/3e1-r33-p91
title: Hoplodrina blanda ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.13130/rd_unimi/p8ek0m/liw40a
title: Settembre_1915_Pagina_069.jpg

description: Bulletin of 1915/09/12
DOI: 10.13130/rd_unimi/qg5zfl/eg98bx
title: Settembre_1919_Pagina_037.jpg

description: Bulletin of 1919/09/07
DOI: 10.13130/rd_unimi/qg5zfl/lfknv8
title: Settembre_1919_Pagina_038.jpg

description: Bulletin of 1919/09/07
DOI: 10.13130/rd_unimi/y1p3pe/gj14fq
title: Settembre_1916_Pagina_055.jpg

description: Bulletin of 1916/09/10
DOI: 10.13130/rd_unimi/p8ek0m/m9gaia
title: Settembre_1915_Pagina_070.jpg

description: Bulletin of 1915/09/12
DOI: 10.13130/rd_unimi/qg5zfl/fhnrqb
title: Settembre_1919_Pagina_039.jpg

description: Bulletin of 1919/09/07
DOI: 10.13130/rd_unimi/y1p3pe/3ga3c7
title: Settembre_1916_Pagina_056.jpg

description: Bulletin of 1916/09/10
DOI: 10.17026/dans-x66-5m9j
title: Montferland 's-Heerenberg Kasteel Huis Bergh funderingsonderzoek Funderingsonderzoek voorburcht Kasteel Huis Bergh te ‘s-Heerenberg, gemeente Montferland

description: &lt;p&gt;In opdracht van kasteel Huis Bergh heeft ADC ArcheoProjecten een Archeologische Begeleiding (conform protocol Opgraven) uitgevoerd in het kader van funderingsonderzoek van de voorburcht van kasteel Huis Bergh te ’s-Heerenberg in de gemeente Montferland. De Archeologische Begeleiding behelsde het toezicht houden op het uitgraven van verschillende kijk-/sonderingsgaten langs de buitenmuur van de voorburcht en langs de buitenmuren van de rentmeesterswoning (huidige restaurant) en het stalgebouw op het binnenterrein van de voorburcht. De kijkgaten zijn aangelegd in het kader van een onderzoek naar de verzakking van delen van het kasteel, waarbij door middel van sonderingen gekeken werd naar de onderliggende bodem en haar draagkracht op de diverse locaties. De kijkgaten zijn ca. 1 m x 1 m (totaal ca. 10 m2). Het gebied ligt ten westen van de stad en wordt begrensd door de Muntwal en de ’s Gravenwal aan de oostzijde en De Gaarde aan de westzijde.&lt;/p&gt;&lt;p&gt;Tijdens de begeleiding is steeds gepoogd de onderkant van de funderingen op te zoeken en te documenteren hoe en waarop de muren zijn gefundeerd. Aan de buitenzijde van de voorburcht bleek de onderkant van de fundering ca. 80 tot 100 cm onder maaiveld te liggen, steeds koud op het onderliggende dekzandpakket. Op het binnenterrein is enkel de onderkant van de fundering van het stalgebouw bereikt. De fundering van de rentmeesterswoning liep dieper door dan kon worden waargenomen in de twee daar aangelegde kijkgaten. Tevens bleek dat op het binnenterrein, ca. 35 cm uit de buitenmuur van de rentmeesterswoning, ondergronds nog een andere fundering aanwezig is die parallel aan de buitenmuur loopt. In de kijkgaten langs de rentmeesterswoning zijn gele ijsselsteentjes aangetroffen die waarschijnlijk te maken hebben met een oudere bestrating van het binnenterrein van de voorburcht.&lt;/p&gt;&lt;p&gt;Vondstmateriaal uit de kijkgaten (voornamelijk aardewerk) loopt in datering uiteen van de 13e tot in de 19e/20e eeuw. Dit materiaal moet echter worden gezien als onderdeel van dempings- of ophogingspakketten die mogelijk van elders zijn aangevoerd en kan derhalve niet worden gebruikt voor datering van het naastgelegen muurwerk.&lt;/p&gt;
DOI: 10.15468/dl.qf9c6e
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pteridium aquilinum",
 "Country is Zambia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 35 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055624-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28559318.v5
title: Deconstructing Model Collapse in Software Engineering Tasks: A Multi-Granularity Empirical Study with Open-Source LLMs

description: <b>Large Language Models (LLMs)</b> have become indispensable for <b>automated software engineering (SE) tasks</b>, such as code generation, vulnerability detection, and code summarization. Yet, their long-term robustness is strongly shaped by training methodology. A particularly risky practice is <b>recursive self-training</b>, where models are repeatedly fine-tuned on their own generated outputs. While this strategy is often adopted to compensate for scarce human-annotated data, it carries the danger of <b>model collapse</b>—a degenerative process in which output quality, diversity, and reliability degrade across generations.This paper provides the <b>first multi-granularity empirical study</b> of model collapse in SE tasks. Using <b>open-source LLMs</b>—LLaMA-3 (1B, 3B, 8B, 70B), LLaMA-4 Scout (17B MoE), and Qwen-3 (0.5B, 1.8B, 7B, 14B, 72B)—we design controlled recursive training experiments across three benchmarks:<b>HumanEval</b> (code generation, evaluated with pass@1 and BLEU-4),<b>ReVeal</b> (vulnerability detection, evaluated with F1/precision/recall),<b>CodeSearchNet</b> (code summarization, evaluated with BLEU-4 and ROUGE-L).Models are trained under three regimes—<b>real-only</b>, <b>synthetic-only</b>, and <b>hybrid</b>—for up to <b>ten recursive generations</b>. We then analyze collapse dynamics at multiple granularities: <b>task-level degradation, data distribution drift (perplexity/entropy), and mitigation effectiveness</b>.Our findings show that <b>synthetic-only recursive training leads to sharp degradation</b>, especially in smaller models, while hybrid strategies and quality filtering significantly slow collapse but cannot eliminate it entirely. These results demonstrate that collapse in SE is not a simple extension of language collapse but a <b>domain-specific phenomenon</b>, driven by the structural and security-critical nature of code.This study contributes:A <b>systematic framework</b> to reveal model collapse in SE tasks.<b>Empirical evidence</b> across model scales, training regimes, and tasks.<b>Validated mitigation strategies</b> (hybrid training, filtering, and diversity preservation) with practical implications for building stable LLM pipelines in software engineering.🔎 <b>Reproducibility</b><br>All details necessary to reproduce our experiments — including preprocessing, hyperparameters, prompt templates, recursive training design, evaluation metrics, and mitigation strategies — are provided in the <b>README</b>.<br>
DOI: 10.17026/dans-x67-tu9g
title: Plangebied Oever Afferden-2 te Afferden RAAPrap_5356_KRWZUK_v3

description: &lt;p&gt;&lt;p&gt; In opdracht van Arcadis B.V. heeft RAAP in september 2021 een archeologisch karterend booronderzoek) uitgevoerd voor het plangebied Oever Afferden-2 te Afferden in de gemeente Bergen: &lt;p&gt;Het onderzoek vond plaats in het kader van een nieuw bestemmingsplan. In het kader van het projectKRW Maas wordt de verharding van de oever Afferden-2 verwijderd en mogelijk gedeeltelijk vergraven.&lt;br&gt;Het doel hiervan is het realiseren van een natuurvriendelijke oever die vrij kan eroderen. Hierbij wordt uitgegaan van een landinwaartse erosie van 10 tot 30 meter.&lt;br&gt;&lt;p&gt;Op basis van een eerder onderzoek (Knapen en van Oosterhout, 2020) geldt er voor een groot deel van het plangebied een hoge archeologische verwachting, op basis waarvan er een vervolgonderzoek in de vorm van karterende boringen werd geadviseerd.&lt;/p&gt;
DOI: 10.17026/dans-x69-uu9h
title: Best Broekstraat Aarleseweg Plangebed Best-Aarle gemeente Best: een archeologisch proefsleuvenonderzoek

description: &lt;p&gt;In opdracht van de gemeente Best heeft Archol een proefsleuvenonderzoek uitgevoerd in deelgebied Broekstraat en Aarleseweg. Het onderzoek heeft verkavelingssloten en greppels uit de Nieuwe tijd aangetroffen. Ook zijn er sporen van leemwinningskuilen uit de Nieuwe tijd gevonden met afval van een baksteenproductie. De vindplaatsen worden niet behoudenswaardig geacht en Archol heeft geadviseerd geen vervolgonderzoek uit te voeren.&lt;/p&gt;
DOI: 10.15468/dl.msb2du
title: Occurrence Download

description: A dataset containing 875 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pterocaesio marri Schultz, 1953"
 ]
}

 The dataset includes 875 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057455-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t6arr8
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Habenaria rivae Kraenzl."
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057465-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t75fmg
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Labrisomus wigginsi Hubbs, 1953"
 ]
}

 The dataset includes 14 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057471-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8s4wp4
title: Occurrence Download

description: A dataset containing 128577 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aria edulis (Willd.) M.Roem.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 128577 records from 422 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057500-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.