cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15253024
title: Spherical-Centered Memory Architecture (TME): TRL 9 Symbolic AI System with Auditable Cognitive Propagation and GPT Integration

description: The Spherical-Centered Memory Architecture (TME) is a symbolic artificial intelligence framework operating at Technology Readiness Level 9 (TRL 9). It implements a radial network of 600 cognitive spheres, each with local memory, symbolic temperature, semantic specialization, and angular propagation.

Unlike conventional black-box models, TME offers full auditability, traceability, and cognitive reinforcement through distance-weighted symbolic activation. The system logs each interaction with SHA-256 integrity hashes, records token usage, latency, and symbolic influence for every GPT-integrated decision.

TME has been validated through real-world symbolic workloads, processing over 200 complex prompts in a modular execution cycle with interpretable outcomes, structured memory decay, and full API integration with OpenAI models.

All artifacts, including code, symbolic datasets, execution logs, audit layers, and documentation, are included and cryptographically signed. This release represents a fully operational symbolic cognition platform for advanced applications in defense, engineering, compliance, diagnostics, and autonomous systems.
DOI: 10.5281/zenodo.15253025
title: Spherical-Centered Memory Architecture (TME): TRL 9 Symbolic AI System with Auditable Cognitive Propagation and GPT Integration

description: The Spherical-Centered Memory Architecture (TME) is a symbolic artificial intelligence framework operating at Technology Readiness Level 9 (TRL 9). It implements a radial network of 600 cognitive spheres, each with local memory, symbolic temperature, semantic specialization, and angular propagation.

Unlike conventional black-box models, TME offers full auditability, traceability, and cognitive reinforcement through distance-weighted symbolic activation. The system logs each interaction with SHA-256 integrity hashes, records token usage, latency, and symbolic influence for every GPT-integrated decision.

TME has been validated through real-world symbolic workloads, processing over 200 complex prompts in a modular execution cycle with interpretable outcomes, structured memory decay, and full API integration with OpenAI models.

All artifacts, including code, symbolic datasets, execution logs, audit layers, and documentation, are included and cryptographically signed. This release represents a fully operational symbolic cognition platform for advanced applications in defense, engineering, compliance, diagnostics, and autonomous systems.
DOI: 10.5281/zenodo.15258718
title: Spherical-Centered Memory Architecture (TME): TRL 9 Symbolic AI System with Auditable Cognitive Propagation and GPT Integration

description: The Spherical-Centered Memory Architecture (TME) is a symbolic artificial intelligence framework operating at Technology Readiness Level 9 (TRL 9). It implements a radial network of 600 cognitive spheres, each with local memory, symbolic temperature, semantic specialization, and angular propagation.

Unlike conventional black-box models, TME offers full auditability, traceability, and cognitive reinforcement through distance-weighted symbolic activation. The system logs each interaction with SHA-256 integrity hashes, records token usage, latency, and symbolic influence for every GPT-integrated decision.

TME has been validated through real-world symbolic workloads, processing over 200 complex prompts in a modular execution cycle with interpretable outcomes, structured memory decay, and full API integration with OpenAI models.

All artifacts, including code, symbolic datasets, execution logs, audit layers, and documentation, are included and cryptographically signed. This release represents a fully operational symbolic cognition platform for advanced applications in defense, engineering, compliance, diagnostics, and autonomous systems.
DOI: 10.15468/dl.y829zd
title: Occurrence Download

description: A dataset containing 238 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is South America",
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Araucaria angustifolia (Bertol.) Kuntze",
 "Year 2015-2020"
 ]
}

 The dataset includes 238 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008765-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vzrhkr
title: Occurrence Download

description: A dataset containing 4866 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((110.3557 -7.4507,110.3557 -7.6307,110.5357 -7.6307,110.5357 -7.4507,110.3557 -7.4507))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year 2000-2025"
 ]
}

 The dataset includes 4866 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008766-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u7pca6
title: Occurrence Download

description: A dataset containing 31890 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is one of (Antennaria umbrinella Rydb., Antennaria microphylla Rydb., Antennaria rosea Greene, Antennaria anaphaloides Rydb., Antennaria parvifolia Nutt., Antennaria racemosa Hook., Antennaria corymbosa E.E.Nelson, Antennaria media Greene, Antennaria monocephala DC., Antennaria dimorpha (Nutt.) Torr. & A.Gray, Antennaria howellii Greene, Antennaria neglecta Greene)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 31890 records from 253 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008767-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7ajegg
title: Occurrence Download

description: A dataset containing 13868 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-78.52437 -0.24523,-78.48687 -0.24523,-78.48687 -0.21106,-78.52437 -0.21106,-78.52437 -0.24523))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 13868 records from 115 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008769-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fnxy3s
title: Occurrence Download

description: A dataset containing 31890 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is one of (Antennaria umbrinella Rydb., Antennaria microphylla Rydb., Antennaria rosea Greene, Antennaria anaphaloides Rydb., Antennaria parvifolia Nutt., Antennaria racemosa Hook., Antennaria corymbosa E.E.Nelson, Antennaria media Greene, Antennaria monocephala DC., Antennaria dimorpha (Nutt.) Torr. & A.Gray, Antennaria howellii Greene, Antennaria neglecta Greene)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 31890 records from 253 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008768-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hekvd4
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is Passerculus sandwichensis (J.F.Gmelin, 1789)",
 "EventDate is 2024-10-20,2025-01-31",
 "DecimalLatitude is 38.4157226024981,38.578603928173",
 "DecimalLongitude is -121.68734374788,-121.5828533301",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 44 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008772-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gjvwam
title: Occurrence Download

description: A dataset containing 16 records in GBIF matching the query:
SELECT
 kingdom,
 kingdomkey,
 phylum,
 phylumkey,
 class,
 classkey,
 "order",
 orderkey,
 family,
 familykey,
 genus,
 genuskey,
 species,
 specieskey,
 IF(ISNULL(genuskey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY genuskey)) genuscount,
 COUNT(*) occurrences
FROM
 occurrence
WHERE
 (occurrence.taxonkey = 2984545 OR occurrence.acceptedtaxonkey = 2984545 OR occurrence.kingdomkey = 2984545 OR occurrence.phylumkey = 2984545 OR occurrence.classkey = 2984545 OR occurrence.orderkey = 2984545 OR occurrence.familykey = 2984545 OR occurrence.genuskey = 2984545 OR occurrence.specieskey = 2984545)
 AND occurrence.hasgeospatialissues = FALSE
 AND NOT GBIF_STRINGARRAYCONTAINS(occurrence.issue, 'TAXON_MATCH_FUZZY', TRUE)
 AND (occurrence.distancefromcentroidinmeters &gt;= 2000.0 OR occurrence.distancefromcentroidinmeters IS NULL)
 AND NOT occurrence.basisofrecord IN ('FOSSIL_SPECIMEN', 'LIVING_SPECIMEN')
 AND occurrence.occurrencestatus = 'PRESENT'
 AND occurrence.specieskey IS NOT NULL
GROUP BY
 occurrence.kingdom,
 occurrence.kingdomkey,
 occurrence.phylum,
 occurrence.phylumkey,
 occurrence.class,
 occurrence.classkey,
 occurrence."order",
 occurrence.orderkey,
 occurrence.family,
 occurrence.familykey,
 occurrence.genus,
 occurrence.genuskey,
 occurrence.species,
 occurrence.specieskey

 The dataset's 16 records were derived from 1119 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008763-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15265949
title: MFERL
DOI: 10.5281/zenodo.15265950
title: MFERL
DOI: 10.15468/dl.ke4thv
title: Occurrence Download

description: A dataset containing 36817 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Streptomyces Waksman & Henrici, 1943"
 ]
}

 The dataset includes 36817 records from 429 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004669-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mwgjsq
title: Occurrence Download

description: A dataset containing 478 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "TaxonKey is Pongo pygmaeus morio (Owen, 1837)"
 ]
}

 The dataset includes 478 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004675-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc110602694
title: Persepolis Fortification Aramaic Text 466, PFAT 466

description: [Text Description:] Administrative text with seals PFATS 0436, PFS 0017 ❧ [Text or Publication Number Note:] PFAT 466, Bowman 466 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impression PFATS 0436 on obverse, upper edge, reverse, bottom edge; PFS 0017 on flat edge.
DOI: 10.25549/inscriptifact-ouc110601567
title: Persepolis Fortification Aramaic Text 437, PFAT 437

description: [Text Description:] Administrative text with seals PFS 0075 ❧ [Text or Publication Number Note:] PFAT 437, Bowman 437 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impression PFS 0075 on obverse, upper edge, reverse, bottom edge, flat edge.
DOI: 10.25549/inscriptifact-ouc110602692
title: Persepolis Fortification Aramaic Text 465, PFAT 465

description: [Text Description:] Administrative text with seals PFATS 0078 ❧ [Text or Publication Number Note:] PFAT 465, Bowman 465 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impression PFATS 0078 on obverse, reverse. ❧ [Physical Object Note:] Damage on flat edge.
DOI: 10.25549/inscriptifact-ouc110601559
title: Persepolis Fortification Aramaic Text 438, PFAT 438

description: [Text Description:] Administrative text with seals PFATS 0415, illegible seals ❧ [Text or Publication Number Note:] PFAT 438, Bowman 438 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impression PFATS 0415 on reverse, bottom edge. Illegible seal impressions on obverse, upper edge. ❧ [Physical Object Note:] Damage on flat edge.
DOI: 10.25549/inscriptifact-ouc110602690
title: Persepolis Fortification Aramaic Text 465, PFAT 465

description: [Text Description:] Administrative text with seals PFATS 0078 ❧ [Text or Publication Number Note:] PFAT 465, Bowman 465 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impression PFATS 0078 on obverse, reverse. ❧ [Physical Object Note:] Damage on flat edge.
DOI: 10.25549/inscriptifact-ouc110604627
title: Persepolis Fortification Aramaic Text 525, PFAT 525

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAT 525 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink and incised inscription. Seal impression on reverse. ❧ [Physical Object Note:] Cracks, damaged upper edge.
DOI: 10.25549/inscriptifact-ouc1sto1608533
title: InscriptiFact -- an image database of inscriptions and artifacts

description: The InscriptiFact Collection is designed to allow access via the Internet to high-resolution images of ancient inscriptions and artifacts, primarily from the Near Eastern and Mediterranean Worlds. The targeted inscriptions constitute some of the world’s earliest written records, which are mostly housed in a number of international museums and libraries, as well as field projects where inscriptions still remain in situ. Included, for example, are, selected Dead Sea Scrolls; cuneiform tablets from Mesopotamia, Persia, Canaan and Egypt; early Jewish papyri from Egypt; lapidary inscriptions, primarily from Jordan, Lebanon and Cyprus; inscriptions on a variety of hard media (e.g., ostraca, copper, semi-precious stones, jar handles) mostly written in early Canaanite, Phoenician, Hebrew, Aramaic, Ammonite and Edomite; and much more. These ancient texts are foundational documents that serve as a point of reference for Judaism, Christianity, Islam and the cultures out of which they emerged. The name "InscriptiFact" is intended to convey the concept of a scholarly archive based on "facts" about "inscriptions" and "artifacts." West Semitic Research Project (WSRP) under the auspices of the University of Southern California (USC) is broadly acknowledged as a leader in the application of photographic and digital technologies to capture and analyze data of ancient texts. The West Semitic Research image archive now contains approximately 1,500,000 images. Important! Search terms with more than one word or number need to be enclosed in quotation marks.Guide to Searching InscriptiFact
DOI: 10.25549/inscriptifact-ouc1sto1608710
title: InscriptiFact -- an image database of inscriptions and artifacts

description: The InscriptiFact Collection is designed to allow access via the Internet to high-resolution images of ancient inscriptions and artifacts, primarily from the Near Eastern and Mediterranean Worlds. The targeted inscriptions constitute some of the world’s earliest written records, which are mostly housed in a number of international museums and libraries, as well as field projects where inscriptions still remain in situ. Included, for example, are, selected Dead Sea Scrolls; cuneiform tablets from Mesopotamia, Persia, Canaan and Egypt; early Jewish papyri from Egypt; lapidary inscriptions, primarily from Jordan, Lebanon and Cyprus; inscriptions on a variety of hard media (e.g., ostraca, copper, semi-precious stones, jar handles) mostly written in early Canaanite, Phoenician, Hebrew, Aramaic, Ammonite and Edomite; and much more. These ancient texts are foundational documents that serve as a point of reference for Judaism, Christianity, Islam and the cultures out of which they emerged. The name "InscriptiFact" is intended to convey the concept of a scholarly archive based on "facts" about "inscriptions" and "artifacts." West Semitic Research Project (WSRP) under the auspices of the University of Southern California (USC) is broadly acknowledged as a leader in the application of photographic and digital technologies to capture and analyze data of ancient texts. The West Semitic Research image archive now contains approximately 1,500,000 images. Important! Search terms with more than one word or number need to be enclosed in quotation marks.Guide to Searching InscriptiFact
DOI: 10.25549/inscriptifact-ouc110604596
title: Persepolis Fortification Aramaic Text 524, PFAT 524

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAT 524 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impressions bottom edge? ❧ [Physical Object Note:] Two pieces, broken flat edge, reverse.
DOI: 10.25549/inscriptifact-ouc110604616
title: Persepolis Fortification Aramaic Text 524, PFAT 524

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAT 524 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impressions bottom edge? ❧ [Physical Object Note:] Two pieces, broken flat edge, reverse.
DOI: 10.25549/inscriptifact-ouc110604579
title: Persepolis Fortification Aramaic Text 523, PFAT 523

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAT 523 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impressions on obverse, bottom edge, flat edge. ❧ [Physical Object Note:] Damage on reverse, upper edge, round edge.
DOI: 10.25549/inscriptifact-ouc110604613
title: Persepolis Fortification Aramaic Text 525, PFAT 525

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAT 525 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink and incised inscription. Seal impression on reverse. ❧ [Physical Object Note:] Cracks, damaged upper edge.
DOI: 10.25549/inscriptifact-ouc110604578
title: Persepolis Fortification Aramaic Text 523, PFAT 523

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAT 523 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impressions on obverse, bottom edge, flat edge. ❧ [Physical Object Note:] Damage on reverse, upper edge, round edge.
DOI: 10.25549/inscriptifact-ouc110604604
title: Persepolis Fortification Aramaic Text 523, PFAT 523

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAT 523 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impressions on obverse, bottom edge, flat edge. ❧ [Physical Object Note:] Damage on reverse, upper edge, round edge.
DOI: 10.5517/ccdc.csd.cc2nydz0
title: CCDC 2471133: Experimental Crystal Structure Determination

description: Related Article: Zhibin Feng, Shengyang Chen, Jiadong Zhou, Bohan Wang, Xiaozhen Chen, Linlin Liu, Xianfeng Qiao, Zengqi Xie|2025|Angew.Chem.,Int.Ed.|64|e20964|doi:10.1002/anie.202520964
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2nywbv
title: CCDC 2471578: Experimental Crystal Structure Determination

description: Related Article: Chendan Zhu, Benjamin Mitschke, Benjamin List|2025|J.Am.Chem.Soc.|||doi:10.1021/jacs.5c17310
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2nywcw
title: CCDC 2471579: Experimental Crystal Structure Determination

description: Related Article: Chendan Zhu, Benjamin Mitschke, Benjamin List|2025|J.Am.Chem.Soc.|||doi:10.1021/jacs.5c17310
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.