cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17548108
title: Enhanced Helpster - With Embeddings

description: This dataset extends the HelpSteer dataset (35,331 prompts) with computed embeddings and entropy metrics derived from the Llama 2 70B language model. For each prompt, we extracted high-dimensional embeddings (8192 dimensions) capturing semantic representations, and calculated entropy measures during text generation to quantify model uncertainty.

The entropy metrics include: average entropy of the first 10 generated tokens, minimum and maximum entropy values, confidence measures (complement of entropy), and first token probability. These features were computed using generation parameters (temperature=1, top_k=1) to access the full probability distribution over the vocabulary.

The dataset preserves all original HelpSteer annotations (helpfulness, correctness, coherence, complexity, verbosity on 0-4 scales) while adding computational features that enable research on active learning strategies, uncertainty-based case selection, and the relationship between model uncertainty and human evaluation metrics. This enhanced dataset facilitates studies on efficient annotation sampling, entropy-based selection methods, and semantic clustering approaches for large language model evaluation.
DOI: 10.5281/zenodo.17548107
title: Enhanced Helpster - With Embeddings

description: This dataset extends the HelpSteer dataset (35,331 prompts) with computed embeddings and entropy metrics derived from the Llama 2 70B language model. For each prompt, we extracted high-dimensional embeddings (8192 dimensions) capturing semantic representations, and calculated entropy measures during text generation to quantify model uncertainty.

The entropy metrics include: average entropy of the first 10 generated tokens, minimum and maximum entropy values, confidence measures (complement of entropy), and first token probability. These features were computed using generation parameters (temperature=1, top_k=1) to access the full probability distribution over the vocabulary.

The dataset preserves all original HelpSteer annotations (helpfulness, correctness, coherence, complexity, verbosity on 0-4 scales) while adding computational features that enable research on active learning strategies, uncertainty-based case selection, and the relationship between model uncertainty and human evaluation metrics. This enhanced dataset facilitates studies on efficient annotation sampling, entropy-based selection methods, and semantic clustering approaches for large language model evaluation.
DOI: 10.25549/browneg-ouc11399k9vc
title: Nevadans for Brown Uncle Sam / 3 Card Monte, 1992-05-01

description: Nevadans for Brown Uncle Sam / 3 Card Monte, 1992-05-01. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023.
DOI: 10.25549/browneg-ouc11399k8b4
title: Network coverage of Super Tuesday Results and Michigan & Illinois primaries

description: Network coverage of Super Tuesday Results and Michigan & Illinois primaries
DOI: 10.25549/browneg-ouc11399k4op
title: CNN - '92 Presidential Debate on Economics , 1992

description: CNN - '92 Presidential Debate on Economics , 1992. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023.
DOI: 10.25549/browneg-ouc11399iqvn
title: Brown X

description: Video recording (VHS) of Brown X, a compilation tape of news clips about Jerry Brown.
DOI: 10.25549/browneg-ouc11399iq9x
title: Brown VIII

description: Video recording (VHS) of Brown VIII, a compilation tape of news clips about Jerry Brown.
DOI: 10.25549/browneg-ouc11399ivb0
title: Who killed Martin Luther King Jr., By John Judge, tape 2 of 2

description: Who killed Martin Luther King Jr., By John Judge, tape 2 of 2. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023. Transcript was created by WhisperAI.
DOI: 10.25549/browneg-ouc11399ivb7
title: A Song for Jerry From Paul Drew

description: A Song for Jerry From Paul Drew Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023. Transcript was created by WhisperAI.
DOI: 10.25549/browneg-ouc11399k2bx
title: California Issues Conference, Creative Building for California's Future, The "Pat" Brown Years 1959-1967, Part II, 1996-11-13

description: California Issues Conference, Creative Building for California's Future, The "Pat" Brown Years 1959-1967, Part II, 1996-11-13. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023. Transcript was created by WhisperAI.
DOI: 10.25549/browneg-ouc11399k1wc
title: Meeting of the Ways, 1982-03-26

description: Meeting of the Ways, 1982-03-26. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023. Transcript was created by WhisperAI.
DOI: 10.25549/browneg-ouc11399k1rq
title: We the People with Jerry Brown, Paul Katzeff, David Griswold, sustainable coffee, 1997-07-30

description: We the People with Jerry Brown, Paul Katzeff, David Griswold, sustainable coffee, 1997-07-30. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023. Transcript was created by WhisperAI.
DOI: 10.25549/browneg-ouc11399k1rc
title: We the People with Jerry Brown, Seymour Papert, 1997-05-28

description: We the People with Jerry Brown, Seymour Papert, 1997-05-28. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023. Transcript was created by WhisperAI.
DOI: 10.25549/browneg-ouc11399k1hv
title: Tax Seminar - Mr. Don Fletcher, Part II History, 1980-1981

description: Tax Seminar - Mr. Don Fletcher, Part II History, 1980-1981. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023. Transcript was created by WhisperAI.
DOI: 10.25549/browneg-ouc11399k0zv
title: Press Unit

description: The Edmund G. Brown, Jr. papers comprise the papers of Jerry Brown during his tenure as California Secretary of State (1971-1975) and his first two terms as the Governor of California (1975-1983). Over the course of his career, Jerry Brown has served as the California Secretary of State (1971-1975), the 34th Governor of California (1975-1983), the Mayor of Oakland (1999-2007), the Attorney General of California (2007-2011), and the 39th Governor of California (2011-2019).
DOI: 10.25549/browneg-ouc11399k43r
title: Marquette University Tape, 1992

description: Marquette University Tape, 1992. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023.
DOI: 10.25549/browneg-ouc11399k424
title: Fit Frequency Induced Tinnitus

description: Fit Frequency Induced Tinnitus. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023.
DOI: 10.25549/browneg-ouc11399k3ob
title: #169 Ross Perot on CNN

description: #169 Ross Perot on CNN. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023.
DOI: 10.25549/browneg-ouc11399k3ea
title: Jerry Brown selected footage, 1977

description: Jerry Brown selected footage, 1977. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023.
DOI: 10.25549/browneg-ouc11399k350
title: #114 Clinton Golf Ball, Honesty for a Change

description: #114 Clinton Golf Ball, Honesty for a Change. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023.
DOI: 10.25549/browneg-ouc11399k0zu
title: Press Unit

description: The Edmund G. Brown, Jr. papers comprise the papers of Jerry Brown during his tenure as California Secretary of State (1971-1975) and his first two terms as the Governor of California (1975-1983). Over the course of his career, Jerry Brown has served as the California Secretary of State (1971-1975), the 34th Governor of California (1975-1983), the Mayor of Oakland (1999-2007), the Attorney General of California (2007-2011), and the 39th Governor of California (2011-2019).
DOI: 10.25549/browneg-ouc11399k0qf
title: #156, EGB News Conf. 6mni - RX. & PPH., Farm labor initiative, meeting. intl Carter, gas tax, coastal bill indeterminate sentencing Cella, redlining, diamond Lane, 1976

description: #156, EGB News Conf. 6mni - RX. & PPH., Farm labor initiative, meeting. intl Carter, gas tax, coastal bill indeterminate sentencing Cella, redlining, diamond Lane, 1976. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023. Transcript was created by WhisperAI.
DOI: 10.25549/browneg-ouc11399k0nd
title: #155, EGB - School Employees ' Associate Award to Ed Roy Churchill a bus driver & NA, 1976-08-06

description: #155, EGB - School Employees ' Associate Award to Ed Roy Churchill a bus driver & NA, 1976-08-06. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023. Transcript was created by WhisperAI.
DOI: 10.25549/browneg-ouc11399k3xc
title: Diablo Protest News Clip, 1979-06-30

description: Diablo Protest News Clip, 1979-07. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023.
DOI: 10.25549/browneg-ouc11399k0q5
title: #155, EGB - School Employees ' Associate Award to Ed Roy Churchill a bus driver & NA, 1976-08-06

description: #155, EGB - School Employees ' Associate Award to Ed Roy Churchill a bus driver & NA, 1976-08-06. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023. Transcript was created by WhisperAI.
DOI: 10.25549/browneg-ouc11399k3vy
title: Frontline: "Losing the war with Japan", 1991-11-19

description: Frontline: "Losing the war with Japan", 1991-11-19. Frontline: "Losing the war with Japan", 19 November 1991. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023.
DOI: 10.25549/browneg-ouc11399k0dl
title: #217, Murray Fromson CBS, 1977-06-08

description: #217, Murray Fromson CBS, 1977-06-08. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023. Transcript was created by WhisperAI.
DOI: 10.25549/browneg-ouc11399k3bg
title: Crack, Contras & the CIA

description: Crack, Contras & the CIA. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023.
DOI: 10.25549/browneg-ouc11399k6a0
title: Bill Rosendahl, Interview with Jerry Brown, Century Cable, 1-8, 1991-10

description: Bill Rosendahl, Interview with Jerry Brown, Century Cable, 1-8, 1991-10. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023. Transcript was created by WhisperAI.
DOI: 10.25549/browneg-ouc11399k2yh
title: #107 Archie Rob Reiner Tax Spot, 1992

description: #107 Archie Rob Reiner Tax Spot, 1992. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023.
DOI: 10.25549/browneg-ouc11399k5gq
title: #1179 POW / MIA

description: #1179 POW / MIA. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023.
DOI: 10.25549/browneg-ouc11399k2je
title: California Issues Conference, Creative Building for California's Future, The "Pat" Brown Years 1959-1967, Part III, 1996-11-13

description: California Issues Conference, Creative Building for California's Future, The "Pat" Brown Years 1959-1967, Part III, 1996-11-13. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023. Transcript was created by WhisperAI.
DOI: 10.25549/browneg-ouc11399k4zd
title: Al Gore / Perot debate, '93 Larry King, 1993-11-09

description: Al Gore / Perot debate, '93 Larry King, 1993-11-09. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023.
DOI: 10.5281/zenodo.17338348
title: Predictands for the manuscript "Pre-training for Deep Statistical Climate Downscaling: A case study within the Spanish National Adaptation Plan (PNACC)"

description: Datasets used as predictand  for the experiments performed in "Pre-training for Deep Statistical Climate Downscaling: A case study within the Spanish National Adaptation Plan (PNACC)". For accessing the data from their original source please refer to https://www.aemet.es/en/serviciosclimaticos/cambio_climat/datos_diarios?w=2
DOI: 10.5281/zenodo.17338349
title: Predictands for the manuscript "Pre-training for Deep Statistical Climate Downscaling: A case study within the Spanish National Adaptation Plan (PNACC)"

description: Datasets used as predictand  for the experiments performed in "Pre-training for Deep Statistical Climate Downscaling: A case study within the Spanish National Adaptation Plan (PNACC)". For accessing the data from their original source please refer to https://www.aemet.es/en/serviciosclimaticos/cambio_climat/datos_diarios?w=2
DOI: 10.5281/zenodo.17339126
title: Novel continuous in situ measurement of photocatalyst efficiency in liquid dispersions by laser absorption method

description: Dataset of the publication calles Novel continuous in situ measurement of photocatalyst efficiency in liquid dispersions by laser absorption method
DOI: 10.5281/zenodo.17339125
title: Novel continuous in situ measurement of photocatalyst efficiency in liquid dispersions by laser absorption method

description: Dataset of the publication calles Novel continuous in situ measurement of photocatalyst efficiency in liquid dispersions by laser absorption method
DOI: 10.15468/dl.ebfrnn
title: Occurrence Download

description: A dataset containing 716359 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-432.84227 4.72165,-433.71432 2.73769,-430.43542 2.04066,-429.59826 3.78244,-429.73778 5.27763,-432.56322 5.6943,-432.84227 4.72165))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 716359 records from 151 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007366-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15156/bio/sh1392018.10fu
title: SH1392018.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1392022.10fu
title: SH1392022.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1392023.10fu
title: SH1392023.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1392024.10fu
title: SH1392024.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1392026.10fu
title: SH1392026.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1392027.10fu
title: SH1392027.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1392030.10fu
title: SH1392030.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1392034.10fu
title: SH1392034.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1392037.10fu
title: SH1392037.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15468/dl.ec5mxm
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Trachylepis albotaeniata (Boettger, 1913))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 19 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026212-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.