cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.60712/si-id311972.1
title: StrainInfo SI-ID 311972.1

description: StrainInfo dataset 311972 about a strain of Unidentified. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id312069.1
title: StrainInfo SI-ID 312069.1

description: StrainInfo dataset 312069 about a strain of Geobacillus thermoleovorans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id312070.1
title: StrainInfo SI-ID 312070.1

description: StrainInfo dataset 312070 about a strain of Sporolactobacillus inulinus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id312071.1
title: StrainInfo SI-ID 312071.1

description: StrainInfo dataset 312071 about a strain of Desulfomicrobium macestii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.15468/dl.fra3r6
title: Occurrence Download

description: A dataset containing 41816 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is one of (France, Germany, Belgium)",
 "TaxonKey is Remiz pendulinus (Linnaeus, 1758)"
 ]
}

 The dataset includes 41816 records from 354 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084953-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id312072.1
title: StrainInfo SI-ID 312072.1

description: StrainInfo dataset 312072 about a strain of Ureibacillus thermosphaericus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id312126.1
title: StrainInfo SI-ID 312126.1

description: StrainInfo dataset 312126 about a strain of Shewanella putrefaciens. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id312127.1
title: StrainInfo SI-ID 312127.1

description: StrainInfo dataset 312127 about a strain of Shewanella baltica. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id312128.1
title: StrainInfo SI-ID 312128.1

description: StrainInfo dataset 312128 about a strain of Paenibacillus alginolyticus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id311974.1
title: StrainInfo SI-ID 311974.1

description: StrainInfo dataset 311974 about a strain of Natrialba chahannaoensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id311975.1
title: StrainInfo SI-ID 311975.1

description: StrainInfo dataset 311975 about a strain of Unidentified. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id311976.1
title: StrainInfo SI-ID 311976.1

description: StrainInfo dataset 311976 about a strain of Limosilactobacillus fermentum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id312073.1
title: StrainInfo SI-ID 312073.1

description: StrainInfo dataset 312073 about a strain of Desulfomicrobium escambiense. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id312074.1
title: StrainInfo SI-ID 312074.1

description: StrainInfo dataset 312074 about a strain of Sporosarcina globispora. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id312075.1
title: StrainInfo SI-ID 312075.1

description: StrainInfo dataset 312075 about a strain of Brevibacillus thermoruber. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id312076.1
title: StrainInfo SI-ID 312076.1

description: StrainInfo dataset 312076 about a strain of Paenibacillus apiarius. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id312129.1
title: StrainInfo SI-ID 312129.1

description: StrainInfo dataset 312129 about a strain of Iodobacter fluviatilis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id312130.1
title: StrainInfo SI-ID 312130.1

description: StrainInfo dataset 312130 about a strain of Unidentified. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id312131.1
title: StrainInfo SI-ID 312131.1

description: StrainInfo dataset 312131 about a strain of Alkalihalophilus pseudofirmus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id312132.1
title: StrainInfo SI-ID 312132.1

description: StrainInfo dataset 312132 about a strain of Marinospirillum megaterium. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.15468/dl.biwyki
title: Occurrence Download

description: A dataset containing 819253 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pluvialis squatarola (Linnaeus, 1758)"
 ]
}

 The dataset includes 819253 records from 405 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000609-190307172214381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id311978.1
title: StrainInfo SI-ID 311978.1

description: StrainInfo dataset 311978 about a strain of Haloferax volcanii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.15468/dl.ebzgrw
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Metapenaeopsis gaillardi Crosnier, 1991",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002583-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eqp3yc
title: Occurrence Download

description: A dataset containing 455 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Chamaedorea ernesti-augusti H.Wendl."
 ]
}

 The dataset includes 455 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0156404-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id311979.1
title: StrainInfo SI-ID 311979.1

description: StrainInfo dataset 311979 about a strain of Escherichia coli. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id311980.1
title: StrainInfo SI-ID 311980.1

description: StrainInfo dataset 311980 about a strain of Micrococcus luteus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id311981.1
title: StrainInfo SI-ID 311981.1

description: StrainInfo dataset 311981 about a strain of Clostridium sporogenes. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id312077.1
title: StrainInfo SI-ID 312077.1

description: StrainInfo dataset 312077 about a strain of Brevibacillus agri. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id312078.1
title: StrainInfo SI-ID 312078.1

description: StrainInfo dataset 312078 about a strain of Brevibacillus formosus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id312079.1
title: StrainInfo SI-ID 312079.1

description: StrainInfo dataset 312079 about a strain of Unidentified. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id312133.1
title: StrainInfo SI-ID 312133.1

description: StrainInfo dataset 312133 about a strain of Nitrobacter hamburgensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.15468/dl.1pa34v
title: Occurrence Download

description: A dataset containing 545 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pistia stratiotes L.",
 "Geometry POLYGON((-86.484375 11.867350,-86.484375 -58.077876,-25.3125 -58.077876,-25.3125 11.867350,-86.484375 11.867350))"
 ]
}

 The dataset includes 545 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018906-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17352968
title: Scalable Code Generation with Large Language Models: An Open-Source Ensemble and Reinforcement Learning–Based Selector

description: Replication Package: 

(Mohammed A. Shehab*, Safwan Omari, Mohammad Wardat, and Yaser Jararweh – Under Review)

This repository provides the replication materials for the study “Scalable Code Generation with Large Language Models: An Open-Source Ensemble and Reinforcement Learning–Based Selector”.

It includes datasets, experiment scripts, and evaluation pipelines used to compare commercial large language models (Codex, Copilot, PaLM2) with two novel open-source methods:





Open-Source Ensemble — synthesizes multiple LLM outputs to improve correctness.




RL-Based Model Selector — applies reinforcement learning to dynamically select efficient model subsets.



📊 Contents





dataset/ – programming tasks, evaluation logs, model outputs, and metrics.




ensemble_LLMs.py – ensemble synthesis pipeline.




train_rl_weights.py / RL_route_torch.py – reinforcement learning agent training and routing.




offline_eval_torch.py / eval_resynthesis_torch.py – offline evaluation utilities.




Dataset Information.xlsx – benchmark metadata and summary.



⚙️ Environment

Tested with Python 3.9+, PyTorch, Transformers, Gymnasium, Lizard, NumPy, Pandas, and Matplotlib.The requirements.txt file is included for reproducibility.

🔬 Purpose

The package supports transparency and independent replication of our experiments on accuracy, code quality, runtime performance, and efficiency (token cost + latency).

⚖️ License

Released under the MIT License. All datasets are anonymized and contain no personal or proprietary information.
DOI: 10.15468/dl.ejvpcu
title: Occurrence Download

description: A dataset containing 251 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cephalanthus salicifolius"
 ]
}

 The dataset includes 251 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008753-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hzh7xd
title: Occurrence Download

description: A dataset containing 5320941 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Carassius auratus (Linnaeus, 1758), Cyprinus carpio Linnaeus, 1758, Sander lucioperca (Linnaeus, 1758), Perca fluviatilis Linnaeus, 1758, Salmo trutta Linnaeus, 1758, Tinca tinca (Linnaeus, 1758), Rutilus rutilus (Linnaeus, 1758), Micropterus salmoides (Lacepède, 1802), Silurus glanis Linnaeus, 1758, Carassius carassius (Linnaeus, 1758))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5320941 records from 970 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0186951-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zw7utb
title: Occurrence Download

description: A dataset containing 1311 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is A geographic distribution database of the cassava whitefly complex (Hemiptera, Aleyrodidae) and their associated parasitoids and hyperparasitoids (Hymenoptera)"
 ]
}

 The dataset includes 1311 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0178044-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vcdntu
title: Occurrence Download

description: A dataset containing 7015 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Brasenia schreberi J.F.Gmel.)"
 ]
}

 The dataset includes 7015 records from 236 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0159496-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gfxktn
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Geometry POLYGON((114 38,119 38,119 42,114 42,114 38))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Schisandra chinensis (Turcz.) Baill."
 ]
}

 The dataset includes 53 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0243020-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yrkfcu
title: Occurrence Download

description: A dataset containing 3500 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Citrus reticulata Blanco"
 ]
}

 The dataset includes 3500 records from 268 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0178045-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ekhj7e
title: Occurrence Download

description: A dataset listing the 292 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Sistematización de la Colección de Algas Marinas del Centro Interdisciplinario de Ciencias Marinas CICIMAR-IPN"
 ]
}

 The dataset's 292 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0258198-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wwbvwa
title: Occurrence Download

description: A dataset listing the 92 species recorded in GBIF matching the query:
{
 "and" : [
 "GadmGid is MEX.26_1",
 "TaxonKey is Polyporales"
 ]
}

 The dataset's 92 records were derived from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0180959-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5sh99q
title: Occurrence Download

description: A dataset containing 1036 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salix gracilistyla Miq.",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1036 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0187133-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.59p788
title: Occurrence Download

description: A dataset containing 2862 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 {
 "or" : [
 "Geometry POLYGON((-123.26341 49.26616,-123.25044 49.26616,-123.25044 49.27515,-123.26341 49.27515,-123.26341 49.26616))",
 "Geometry POLYGON((-123.2654 49.25157,-123.24121 49.25157,-123.24121 49.27587,-123.2654 49.27587,-123.2654 49.25157))"
 ]
 }
 ]
}

 The dataset includes 2862 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0178054-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.epmfpy
title: Occurrence Download

description: A dataset listing the 481 species recorded in GBIF matching the query:
{
 "and" : [
 "GadmGid is MEX.26_1",
 "TaxonKey is Basidiomycota"
 ]
}

 The dataset's 481 records were derived from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0180980-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tdyuy2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Matthiola incana (L.) W.T.Aiton",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0187136-220831081235567/datasets/export for details.
DOI: 10.15468/dl.cwdvqk
title: Occurrence Download

description: A dataset containing 317 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Actinidia venosa Rehder",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 317 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0262645-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v6ynat
title: Occurrence Download

description: A dataset containing 229 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Coreopsis tinctoria Nutt.",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 229 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0186967-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4zfnv8
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-159.88321 21.79861,-159.11254 21.79861,-159.11254 22.29988,-159.88321 22.29988,-159.88321 21.79861))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Lobelia yuccoides Hillebr."
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0159499-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ktrqzw
title: Occurrence Download

description: A dataset containing 365 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 "TaxonKey is one of (Polychrus marmoratus (Linnaeus, 1758))"
 ]
}

 The dataset includes 365 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0178055-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112017202
title: Cuneiform Tablet 1913.14.0227, Spurlock 1913.14.0227

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.0227; CDLI P420609 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish White (10YR 9/1.5) ❧ [Physical Object Note:] 3.6 x 3.3 x 2 cm (29g) ❧ [Physical Object Note:] Seal impressions