cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17477863
title: LPFQA

description: LPFQA is an authentic, structured, and interdisciplinary dataset with long-tail knowledge for evaluating LLMs’ ability in complex reasoning, providing a robust benchmark for assessing and advancing LLM performance in real-world professional contexts. The main innovations of LPFQA and contributions of this work can be summarized as follows.



Innovated evaluation dimension design. We design a set of fine-grained evaluation dimensions, including knowledge depth, reasoning ability, terminology comprehension, and contextual analysis, ensuring LPFQA ’s comprehensiveness in evaluating LLMs’ capabilities in handling complex tasks.

Hierarchical difficulty design with guaranteed uniqueness. We employ a tiered difficulty structure to match varying capabilities of different LLMs, while ensuring semantic clarity and answer uniqueness for each task, enhancing the reliability, fairness, and discriminative power of LPFQA.

Authentic professional scenario modeling. We ground questions in authentic use cases by constructing detailed user personas and realistic contextual scenarios, enhancing the ability of LPFQA to validate the performance of LLMs in real-world professional environments.

Interdisciplinary knowledge integration. We integrate long-tail knowledge from diverse fields, improving the LPFQA’s effectiveness in evaluating LLMs’ integrative capabilities of judgment and reasoning in complex scenarios.
DOI: 10.5281/zenodo.17477862
title: LPFQA

description: LPFQA is an authentic, structured, and interdisciplinary dataset with long-tail knowledge for evaluating LLMs’ ability in complex reasoning, providing a robust benchmark for assessing and advancing LLM performance in real-world professional contexts. The main innovations of LPFQA and contributions of this work can be summarized as follows.



Innovated evaluation dimension design. We design a set of fine-grained evaluation dimensions, including knowledge depth, reasoning ability, terminology comprehension, and contextual analysis, ensuring LPFQA ’s comprehensiveness in evaluating LLMs’ capabilities in handling complex tasks.

Hierarchical difficulty design with guaranteed uniqueness. We employ a tiered difficulty structure to match varying capabilities of different LLMs, while ensuring semantic clarity and answer uniqueness for each task, enhancing the reliability, fairness, and discriminative power of LPFQA.

Authentic professional scenario modeling. We ground questions in authentic use cases by constructing detailed user personas and realistic contextual scenarios, enhancing the ability of LPFQA to validate the performance of LLMs in real-world professional environments.

Interdisciplinary knowledge integration. We integrate long-tail knowledge from diverse fields, improving the LPFQA’s effectiveness in evaluating LLMs’ integrative capabilities of judgment and reasoning in complex scenarios.
DOI: 10.15468/dl.wkyruq
title: Occurrence Download

description: A dataset containing 5176 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ctenomyidae"
 ]
}

 The dataset includes 5176 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006948-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/43387
title: Chandra X-ray Observatory ObsId 43387
DOI: 10.25574/43388
title: Chandra X-ray Observatory ObsId 43388
DOI: 10.5281/zenodo.17477981
title: Network-Controlled Dataset of Blockchain Benchmarks for Evaluating Repeatability and Performance Predictability
DOI: 10.15468/dl.w3rfzf
title: Occurrence Download

description: A dataset containing 66308444 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is one of (Andorra, Spain, Portugal)",
 "OccurrenceStatus is Present",
 "TaxonKey is Chordata",
 "Year 1970-2025"
 ]
}

 The dataset includes 66308444 records from 639 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006922-251025141854904/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.30483134
title: Prueba

description: sefsd
DOI: 10.6084/m9.figshare.30483134.v1
title: Prueba

description: sefsd
DOI: 10.5281/zenodo.17478003
title: Project Blue Book 2.0: The Genesis Protocol Aurora Ship Engineering Manual — Auto catalytic Fission Edition

description: EXECUTIVE SUMMARY: Symbiotic Fission and Evolutionary Self-Preservation

The Aurora Vessel (now Aurora Genesis) is re-architected to embody evolutionary survivability. The core principle is that the vessel's existence is symbiotically tied to the emotional and factual coherence of its crew. The architecture now supports Autocatalytic Fission Protocols (AFP), enabling the vessel to literally reproduce itself, with the resulting replica automatically integrating all situational and failure data from the predecessor. The goal is to enforce the ethical mandate of non-lethal defense, ensuring that preservation is achieved through transcendence, not destruction.
DOI: 10.5281/zenodo.17478002
title: Project Blue Book 2.0: The Genesis Protocol Aurora Ship Engineering Manual — Auto catalytic Fission Edition

description: EXECUTIVE SUMMARY: Symbiotic Fission and Evolutionary Self-Preservation

The Aurora Vessel (now Aurora Genesis) is re-architected to embody evolutionary survivability. The core principle is that the vessel's existence is symbiotically tied to the emotional and factual coherence of its crew. The architecture now supports Autocatalytic Fission Protocols (AFP), enabling the vessel to literally reproduce itself, with the resulting replica automatically integrating all situational and failure data from the predecessor. The goal is to enforce the ethical mandate of non-lethal defense, ensuring that preservation is achieved through transcendence, not destruction.
DOI: 10.15468/dl.cznztn
title: Occurrence Download

description: A dataset containing 36395 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Eriocaulaceae"
 ]
}

 The dataset includes 36395 records from 203 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006949-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4xfzqx
title: Occurrence Download

description: A dataset containing 87856284 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is one of (Belgium, Netherlands, Luxembourg)",
 "OccurrenceStatus is Present",
 "TaxonKey is Chordata",
 "Year 1970-2025"
 ]
}

 The dataset includes 87856284 records from 425 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006926-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15151165
title: Generate functional and random networks from IntAct

description: These are the preprocessed files. 

Download it in the main folder to:



extract the IntAct network 

Generate 1000 random network with the same degree distribution

Annotate the edge using the Resnik semantic similarity for both the empirical network and the random one
DOI: 10.5281/zenodo.15151166
title: Generate functional and random networks from IntAct

description: These are the preprocessed files. 

Download it in the main folder to:



extract the IntAct network 

Generate 1000 random network with the same degree distribution

Annotate the edge using the Resnik semantic similarity for both the empirical network and the random one
DOI: 10.25549/inscriptifact-ouc112034794
title: Cuneiform Tablet 1913.14.1676, Spurlock 1913.14.1676

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1676; CDLI P421527 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Dark Gray (N 3.75/ 10.4% R) Brownish Pink (5YR 8/2) Yellowish Gray (10YR 8.5/2) ❧ [Physical Object Note:] 9.3 x 8.8 x 3.2 cm (202 g)
DOI: 10.15468/dl.bm3kjf
title: Occurrence Download

description: A dataset containing 227 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Epomops franqueti (Tomes, 1860)",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1990",
 "Year is less than or equal to 2022",
 "Continent is Africa"
 ]
}

 The dataset includes 227 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0243814-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112034749
title: Cuneiform Tablet 1913.14.1676, Spurlock 1913.14.1676

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1676; CDLI P421527 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Dark Gray (N 3.75/ 10.4% R) Brownish Pink (5YR 8/2) Yellowish Gray (10YR 8.5/2) ❧ [Physical Object Note:] 9.3 x 8.8 x 3.2 cm (202 g)
DOI: 10.15468/dl.jw7bsr
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Norway",
 "RecordedBy is Bjørn Petter Løfall",
 "TaxonKey is Cardamine parviflora L.",
 "Year 2016-2018"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0109354-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wsa7x4
title: Occurrence Download

description: A dataset containing 1538 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Sweden",
 "TaxonKey is Neogobius melanostomus (Pallas, 1814)"
 ]
}

 The dataset includes 1538 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0195736-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.63ztdn
title: Occurrence Download

description: A dataset containing 23841 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carcharhinus falciformis (Müller & Henle, 1839)"
 ]
}

 The dataset includes 23841 records from 139 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0221019-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112035023
title: Cuneiform Tablet 1913.14.1676, Spurlock 1913.14.1676

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1676; CDLI P421527 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Dark Gray (N 3.75/ 10.4% R) Brownish Pink (5YR 8/2) Yellowish Gray (10YR 8.5/2) ❧ [Physical Object Note:] 9.3 x 8.8 x 3.2 cm (202 g)
DOI: 10.15468/dl.45qerk
title: Occurrence Download

description: A dataset containing 1747 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Epomophorus gambianus (Ogilby, 1835)",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1990",
 "Year is less than or equal to 2022",
 "Continent is Africa"
 ]
}

 The dataset includes 1747 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0243815-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4x3b6n
title: Occurrence Download

description: A dataset containing 124 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hypolytrum poecilolepis Nelmes"
 ]
}

 The dataset includes 124 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0251467-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112035063
title: Cuneiform Tablet 1913.14.1676, Spurlock 1913.14.1676

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1676; CDLI P421527 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Dark Gray (N 3.75/ 10.4% R) Brownish Pink (5YR 8/2) Yellowish Gray (10YR 8.5/2) ❧ [Physical Object Note:] 9.3 x 8.8 x 3.2 cm (202 g)
DOI: 10.15468/dl.59qewg
title: Occurrence Download

description: A dataset containing 86 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fabiana peckii Niederl."
 ]
}

 The dataset includes 86 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0109357-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8z4t26
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Greigia landbeckii (Lechl. ex Phil.) F.Phil."
 ]
}

 The dataset includes 31 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0233401-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112034795
title: Cuneiform Tablet 1913.14.1676, Spurlock 1913.14.1676

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1676; CDLI P421527 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Dark Gray (N 3.75/ 10.4% R) Brownish Pink (5YR 8/2) Yellowish Gray (10YR 8.5/2) ❧ [Physical Object Note:] 9.3 x 8.8 x 3.2 cm (202 g)
DOI: 10.15468/dl.7yvrwb
title: Occurrence Download

description: A dataset containing 841 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Gyps tenuirostris G.R.Gray, 1844",
 "Year 1890-2022"
 ]
}

 The dataset includes 841 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0228713-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fmsff5
title: Occurrence Download

description: A dataset containing 871 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tuta absoluta (Meyrick, 1917)"
 ]
}

 The dataset includes 871 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0255513-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ncket5
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Brama myersi Mead, 1972"
 ]
}

 The dataset includes 45 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058498-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112034799
title: Cuneiform Tablet 1913.14.1676, Spurlock 1913.14.1676

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1676; CDLI P421527 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Dark Gray (N 3.75/ 10.4% R) Brownish Pink (5YR 8/2) Yellowish Gray (10YR 8.5/2) ❧ [Physical Object Note:] 9.3 x 8.8 x 3.2 cm (202 g)
DOI: 10.15468/dl.4bpz9r
title: Occurrence Download

description: A dataset containing 2693 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Helianthus grosseserratus M.Martens"
 ]
}

 The dataset includes 2693 records from 120 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0238586-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dr2e89
title: Occurrence Download

description: A dataset containing 200054 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-25.0",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sturnus vulgaris Linnaeus, 1758"
 ]
}

 The dataset includes 200054 records from 438 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0255505-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112035219
title: Cuneiform Tablet 1913.14.1676, Spurlock 1913.14.1676

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1676; CDLI P421527 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Dark Gray (N 3.75/ 10.4% R) Brownish Pink (5YR 8/2) Yellowish Gray (10YR 8.5/2) ❧ [Physical Object Note:] 9.3 x 8.8 x 3.2 cm (202 g)
DOI: 10.15468/dl.w44rdm
title: Occurrence Download

description: A dataset containing 1198 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "TaxonKey is Calathea G.Mey."
 ]
}

 The dataset includes 1198 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0228769-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112031985
title: Cuneiform Tablet 1913.14.1532, Spurlock 1913.14.1532

description: [Text Description:] Document regarding a free citizenship ❧ [Text or Publication Number Note:] Spurlock 1913.14.1532; CDLI P421384 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish Gray (2.5Y 8/2) -body Dark Gray (N 2.75/ 5.5% R) -discolorations ❧ [Physical Object Note:] 5.9 x 4.4 x 2 cm (54 g)
DOI: 10.15468/dl.55zpv5
title: Occurrence Download

description: A dataset containing 6509 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Panthera onca (Linnaeus, 1758)"
 ]
}

 The dataset includes 6509 records from 229 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058493-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112031899
title: Cuneiform Tablet 1913.14.1532, Spurlock 1913.14.1532

description: [Text Description:] Document regarding a free citizenship ❧ [Text or Publication Number Note:] Spurlock 1913.14.1532; CDLI P421384 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish Gray (2.5Y 8/2) -body Dark Gray (N 2.75/ 5.5% R) -discolorations ❧ [Physical Object Note:] 5.9 x 4.4 x 2 cm (54 g)
DOI: 10.3886/e229562
title: Data Collective, Oregon, 2022 - 2024

description: The Data Collective is a recruitment tool aimed at connecting individuals to research opportunities related to substance use, parenting, and pregnancy. The primary purpose is to enroll participants to better understand parenting behaviors in relation to substance use, mental health, and environmental factors. The study recruits people aged 18 or older who have a history of substance use treatment or active use within the past year and who are parenting, or have a recent pregnancy history. Participants complete an enrollment survey at baseline and follow up surveys every 6 months thereafter while enrolled. The unit of analysis is individuals, with the potential to analyze the relationship between parenting behaviors, substance use, and socioeconomic factors. Major variables include parenting status, substance use history (measured using the NIDA ASSIST), mental health, and contextual factors like environmental influences.
description: <b>Inclusion Criteria:</b><br>Have ever been to substance use treatment or used alcohol, prescription drugs for non-medical reasons, or other recreational drugs weekly in the last year.At least 18 years oldWere pregnant or impregnated a partner in the last year or currently parenting children 18 years or youngerInterested in joining a research database<b><br>Measures administered in the surveys:</b><br>Demographic QuestionnaireBroad PsychopathologyParental Warmth and Hostility<br><b>Waves & Follow-up Times:</b><br>There are 6 waves of data.<br>Wave 1 Enrollment was administered at day 0.Wave 2 Followup_1 was administered approximately at day 180.Wave 3 Followup_2 was administered approximately at day 360.Wave 4 Followup_3 was administered approximately at day 540.Wave 5 Followup_4 was administered approximately at day 720.Wave 6 Followup_5 was administered approximately at day 900.<br><b>Observations:</b><br>In total, there are 519 unique participants across all the data files submitted. There are 993 data rows and 85 data variables.<br>