cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18431294
title: HITL-RAG Faithfulness Evaluation Dataset for Cultural Tourism Information (Version 1.1)

description: This dataset supports the evaluation of faithfulness in Retrieval-Augmented Generation (RAG) systems applied to cultural tourism information, with an explicit focus on Human-in-the-Loop (HITL) governance. It is designed as an evaluation artifact rather than a performance benchmark, emphasizing traceability, grounding fidelity, and decision transparency.

The dataset consists of structured query–response evaluations, including retrieved text chunks, candidate answers generated by a RAG-based language model, reference explanations produced by an LLM-based judge, automatic similarity metrics, and final human evaluation decisions. Faithfulness is assessed with respect to curated cultural knowledge chunks, while system-level fallback and failure-trapping mechanisms are explicitly separated from content-level grounding.

A structured HITL error taxonomy (E0–E10) is applied to distinguish faithful responses, controlled abstentions, content errors, and system failures. Repeated queries are intentionally included to observe consistency across evaluation cycles, allowing analysis of generative variation while maintaining stable classification outcomes under human judgment.

Versioning follows a snapshot-based policy to ensure reproducibility and cross-version comparison. This release (Version 1.1) is deposited under embargo and will be made publicly accessible following completion of the associated journal publication.
DOI: 10.15468/dl.f2f46z
title: Occurrence Download

description: A dataset containing 1161011 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DecimalLatitude is -26.1494502510599,-25.2189133765293",
 "DecimalLongitude is 26.7656875724464,27.8174061066042"
 ]
}

 The dataset includes 1161011 records from 214 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023972-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/uschist-c104-283412
title: USC? man lectures to classroom of adults, Calif., 1990-1992

description: 10 photographs of a man (USC faculty?) lecturing to a group of adults in a K-12 classroom, California, USA, 1990-1992.
DOI: 10.25549/uschist-c104-283414
title: USC? man lectures to classroom of adults, Calif., 1990-1992

description: 10 photographs of a man (USC faculty?) lecturing to a group of adults in a K-12 classroom, California, USA, 1990-1992.
DOI: 10.25549/uschist-c104-282586
title: Steven Sample & speakers at outside event, Calif., 1990-1992

description: 6 photographs of an outside event with several speakers attended by USC president Steven Sample, California, USA, 1990-1992.
DOI: 10.25549/uschist-c104-282594
title: Steven Sample lunches with students, USC, 1990-1992

description: 11 photographs of USC president Steven Sample conversing with students at lunch in a cafeteria, University of Southern California, Los Angeles, California, USA, 1990 December - 1992 May.
DOI: 10.25549/uschist-c104-286952
title: Alvin Rudisill & others speak in classroom, USC, 1990-1992

description: 7 photographs of Alvin Rudisill (USC faculty and university chaplain) and others lecturing to classroom of adults, University of Southern California, Los Angeles, California, USA, 1990 December - 1992 May.
DOI: 10.25549/uschist-c104-286953
title: Alvin Rudisill & others speak in classroom, USC, 1990-1992

description: 7 photographs of Alvin Rudisill (USC faculty and university chaplain) and others lecturing to classroom of adults, University of Southern California, Los Angeles, California, USA, 1990 December - 1992 May.
DOI: 10.25549/uschist-c104-286954
title: Alvin Rudisill & others speak in classroom, USC, 1990-1992

description: 7 photographs of Alvin Rudisill (USC faculty and university chaplain) and others lecturing to classroom of adults, University of Southern California, Los Angeles, California, USA, 1990 December - 1992 May.
DOI: 10.15468/dl.mgbw7w
title: Occurrence Download

description: A dataset containing 147861 species occurrences available in GBIF matching the query:
{
 "or" : [
 "TaxonKey is Arbutus unedo",
 "ScientificName is Arbutus unedo L."
 ]
}

 The dataset includes 147861 records from 740 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030266-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/uschist-c104-286956
title: Alvin Rudisill & others speak in classroom, USC, 1990-1992

description: 7 photographs of Alvin Rudisill (USC faculty and university chaplain) and others lecturing to classroom of adults, University of Southern California, Los Angeles, California, USA, 1990 December - 1992 May.
DOI: 10.25549/uschist-c104-284964
title: Event announcing Stevens donation to the Viterbi School of Engineering, USC, 2004

description: 10 photographs of an event where a $22 million gift to the Viterbi School of Engineering by Mary and Mark Stevens was announced, 2004 November 11. The event took place in the Engineering Quad at Vivian Hall, University of Southern California. Pictured are Fernando Medrano (#42/1), Max Nikias (#36/2, #39/4, #39/5, #44/2, #44/3), Niki Nikias (#44/2, #44/3), Steven Sample (#36/1, #36/2, #39/4, #39/5, #42/1, #44/1-#44/4, #46/1), and Mark Stevens (#36/1, #36/2, #39/5, #44/1-#44/4, #46/1). Credits: photos #36/2, #39/4, #39/5, #42/1, #44/2, #44/3 by Eric Charbonneau or Alberto Rodriguez (Berliner Studios); photo #36/1, #44/1, #44/4, #46/1 by Alex Berliner or Alberto Rodriguez (Berliner Studios).
DOI: 10.25549/uschist-c104-288360
title: Gala for the Viterbi School of Engineering, USC, 2005

description: 8 photographs of a Viterbi School of Engineering gala, University of Southern California, 2005 October 28. Pictured are: Daniel J. Epstein (#35/5, #46/2), Phyllis Epstein (#35/5), Max Nikias (#35/5, #45/1-#45/4, #46/2), Steven Sample (all images), Mark Stevens (#35/5, #36/7, #46/2), Mary Stevens (#35/5, #36/7), Yannos Yortsos (#45/1-#45/4), and an unidentified man (#45/2, #45/3).
DOI: 10.25549/uschist-c104-289118
title: USC President Steven Sample's executive cabinet, 2006

description: 18 photographs of President Steven Sample's cabinet, Founders Park lawn north of Bovard Administration Building, University of Southern California, 2006 May 22. Pictured are Todd Dickey (sr. vice pres. 2005- ), Dennis Dougherty (sr. vice pres. 1990-2008), Mike Garrett (athletic director, 1993-2010), Martha Harris (sr. vice pres. 1998-2011), Michael L. Jackson (vice pres. 1995-2013), Alan Kreditor (sr. vice pres. 1992-2008), Max Nikias (provost 2005-2010), Steven Sample (president 1991-2010), Carolyn Webb de Macias (sr. vice pres. 2002-2008), Ruth Wernig (treasurer, 2004-2010), Ann Westfall (chief of staff), and Curtis D. Williams (vice pres.).
DOI: 10.25549/uschist-c104-289612
title: Trojan Marching Band spelling out STEVE on football field, 2009

description: 2 photographs (2 copies of each) of the University of Southern California Trojan Marching Band spelling out STEVE (USC president Steven Sample) on the field of the Los Angeles Memorial Coliseum at a game between USC and the Arizona Wildcats, 2009 December 5.
DOI: 10.25549/uschist-c104-289868
title: Cristina Venegas, USC, 1990-1992

description: 7 photographs of an Cristina Venegas (international media scholar) speaking on the telephone in her office, University of Southern California, Los Angeles, California, USA, 1990 December - 1992 May.
DOI: 10.25549/uschist-c104-288817
title: Steven Sample at food drive, USC, 1990-1992

description: 7 photographs of Steven Sample at with a group of volunteers? helping with a university food drive ?, University of Southern California, Los Angeles, California, USA, 1990 December - 1992 May.
DOI: 10.25549/uschist-c104-288819
title: Steven Sample at food drive, USC, 1990-1992

description: 7 photographs of Steven Sample at with a group of volunteers? helping with a university food drive ?, University of Southern California, Los Angeles, California, USA, 1990 December - 1992 May.
DOI: 10.25549/uschist-c104-288821
title: Steven Sample at food drive, USC, 1990-1992

description: 7 photographs of Steven Sample at with a group of volunteers? helping with a university food drive ?, University of Southern California, Los Angeles, California, USA, 1990 December - 1992 May.
DOI: 10.25549/uschist-c104-282598
title: Steven Sample lunches with students, USC, 1990-1992

description: 11 photographs of USC president Steven Sample conversing with students at lunch in a cafeteria, University of Southern California, Los Angeles, California, USA, 1990 December - 1992 May.
DOI: 10.15468/dl.u6sxaz
title: Occurrence Download

description: A dataset containing 90990 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Campylorhynchus griseus",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2026",
 "HasCoordinate is true"
 ]
}

 The dataset includes 90990 records from 242 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030290-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/uschist-c104-287331
title: Steven Sample speech & program, Bovard Auditorium, USC, 1990-1992

description: 6 photographs of Steven Sample speaking from stage occupied by five other men and a choir behind them, Bovard Auditoirum, 3551 Trousdale Parkway, University of Southern California, Los Angeles, California, USA, 1990 December - 1992 May.
DOI: 10.25549/uschist-c104-285653
title: Steven Sample & 9 dignitaries, USC, 1990-1992

description: 4 photographs of USC president Steven Sample with male dignitaries, University of Southern California, Los Angeles, California, USA, 1990 December - 1992 May. Bob Biller is in one of the group photos 3rd from right (#263).
DOI: 10.25549/uschist-c104-289844
title: Unid. woman in workspace, USC, 1990-1992

description: 3 photographs of an unidentified woman in an office/workspace in a house, University of Southern California, Los Angeles, California, USA, 1990 December - 1992 May.
DOI: 10.25549/uschist-c104-289572
title: Steven Sample, Keck School of Medicine, USC, 1990-1992

description: 15 photographs of USC president Steven Sample touring the Keck School of Medicine, Health Sciences Campus, University of Southern California, Los Angeles, California, USA, 1990 December - 1992 May. Included are an imaging scanner, laboratory, and remotely controlled armature.
DOI: 10.25549/uschist-c104-287400
title: USC president's estate, San Marino, California, 2009

description: 26 photographs of the University of Southern California President's house and grounds, Seeley Mudd Estate, 1550 Oak Grove Avenue, San Marino, California, 2009 August 6.
DOI: 10.15468/dl.hwscdm
title: Occurrence Download

description: A dataset containing 2345376 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aglais io, Aglais milberti, Amblyscirtes hegon, Amblyscirtes vialis, Anatrytone logan, Ancyloxypha numitor, Argynnis aphrodite, Argynnis atlantis, Argynnis cybele, Asterocampa celtis, Asterocampa clyton, Battus philenor, Boloria bellona, Burnsius communis, Callophrys augustinus, Callophrys gryneus, Callophrys henrici, Callophrys lanoraieensis, Callophrys niphon, Carterocephalus mandan, Celastrina lucia, Celastrina neglecta, Celastrina serotina, Cercyonis pegala, Chlosyne harrisii, Chlosyne nycteis, Coenonympha california, Colias eurytheme, Colias interior, Colias philodice, Cupido comyntas, Danaus plexippus, Dione vanillae, Epargyreus clarus, Erora laeta, Erynnis baptisiae, Erynnis icelus, Erynnis juvenalis, Euphydryas phaeton, Euphyes bimacula, Euphyes conspicua, Euphyes dion, Euphyes vestris, Euptoieta claudia, Eurema lisa, Feniseca tarquinius, Glaucopsyche lygdamus, Heraclides cresphontes, Hesperia colorado, Hesperia leonardus, Hesperia sassacus, Hylephila phyleus, Junonia coenia, Lethe anthedon, Lethe appalachia, Lethe eurydice, Libytheana carinenta, Limenitis archippus, Limenitis arthemis, Lon hobomok, Lycaena hypophlaeas, Megisto cymela, Nymphalis antiopa, Nymphalis, Oeneis jutta, Papilio canadensis, Papilio glaucus, Papilio polyxenes, Papilio troilus, Parrhasius, Pholisora catullus, Phyciodes cocyta, Phyciodes tharos, Pieris oleracea, Pieris rapae, Pieris virginiensis, Poanes massasoit, Poanes viator, Polites egeremet, Polites peckius, Polites themistocles, Polygonia comma, Polygonia faunus, Polygonia interrogationis, Polygonia progne, Polyommatus icarus, Satyrium acadica, Satyrium calanus, Satyrium caryaevorus, Satyrium liparops, Satyrium titus, Strymon melinus, Tharsalea epixanthe, Tharsalea hyllus, Thymelicus lineola, Vanessa atalanta, Vanessa cardui, Vanessa virginiensis, Vernia verna)",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "MediaType is Image"
 ]
}

 The dataset includes 2345376 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030300-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/uschist-c104-282593
title: Steven Sample lunches with students, USC, 1990-1992

description: 11 photographs of USC president Steven Sample conversing with students at lunch in a cafeteria, University of Southern California, Los Angeles, California, USA, 1990 December - 1992 May.
DOI: 10.25549/uschist-c104-286957
title: Alvin Rudisill & others speak in classroom, USC, 1990-1992

description: 7 photographs of Alvin Rudisill (USC faculty and university chaplain) and others lecturing to classroom of adults, University of Southern California, Los Angeles, California, USA, 1990 December - 1992 May.
DOI: 10.25549/uschist-c104-289870
title: Cristina Venegas, USC, 1990-1992

description: 7 photographs of an Cristina Venegas (international media scholar) speaking on the telephone in her office, University of Southern California, Los Angeles, California, USA, 1990 December - 1992 May.
DOI: 10.25549/uschist-c104-289873
title: Cristina Venegas, USC, 1990-1992

description: 7 photographs of an Cristina Venegas (international media scholar) speaking on the telephone in her office, University of Southern California, Los Angeles, California, USA, 1990 December - 1992 May.
DOI: 10.25549/uschist-c104-289874
title: Cristina Venegas, USC, 1990-1992

description: 7 photographs of an Cristina Venegas (international media scholar) speaking on the telephone in her office, University of Southern California, Los Angeles, California, USA, 1990 December - 1992 May.
DOI: 10.25549/uschist-c104-283349
title: USC trustee Frank Price & his wife Katherine, before 1998, 2003-2006, 2008

description: 19 photographs of University of Southern California trustee (1996-?), Frank Price, and his wife Katherine, before 1998 (#112), 2003 April 11 (Trustee Conference) (#1-#4), 2004 April 1 (Trustee Conference) (#11-#14), 2005 April (Trustee Conference) (#30-#31), 2006 January 28 (#137), and 2008 March 29 (Trustee Conference, Westin Mission Hills Resort, Rancho Mirage, California, USA) (#257-#263).
DOI: 10.25549/uschist-c104-283518
title: USC trustee Ronald Sugar & his wife Valerie, 2001, 2004-2005, 2007-2008

description: 16 photographs of University of Southern California trustee (2003-?), Ronald D. Sugar, and his wife Valerie, 2001 January 11 (#147), 2004 April 1 (Trustee Conference) (#31-#34), 2005 April (Trustee Conference) (#157-#158), 2007 March 31 (Trustee Conference, La Quinta Resort, La Quinta, California, USA) (#450-#453), and 2008 March 29 (Trustee Conference, Westin Mission Hills Resort, Rancho Mirage, California, USA) (#159-#163).
DOI: 10.25549/uschist-c104-284212
title: USC trustee Barbara J. Rossier & her husband Roger, 2003-2006

description: 15 photographs of University of Southern California trustee (1999-?), Barbara J. Rossier, and her husband Roger, 2003 April 11 (Trustee Conference) (#13-#19), 2004 April 1 (Trustee Conference) (#19-#22), 2004 June 11 (#120), and 2006 March 23 [sic, i.e. 2005 April?] (#19, #150-#151).
DOI: 10.25549/uschist-c104-283105
title: USC honorary trustee Flora Thornton & her husband Eric Small, 2007 & 2009

description: 4 photographs of University of Southern California honorary trustee (2000-2010), Flora L. Thornton, and her husband Eric Small, 2007 November 13 (uncropped #165, cropped #166) and 2009 February 5 (uncropped #163, cropped #164).
DOI: 10.25549/uschist-c104-282815
title: USC trustee Gregory P. Brakovich & his wife Susan, 2006-2007

description: 4 photographs of University of Southern California trustee (2006-?), Gregory P. Brakovich, and his wife Susan, 2006 (#15) and 2007 March 31 (Trustee Conference, La Quinta Resort, La Quinta, California, USA) (#14, #270-#272).
DOI: 10.25549/uschist-c104-287403
title: USC president's estate, San Marino, California, 2009

description: 26 photographs of the University of Southern California President's house and grounds, Seeley Mudd Estate, 1550 Oak Grove Avenue, San Marino, California, 2009 August 6.
DOI: 10.25549/uschist-c104-287407
title: USC president's estate, San Marino, California, 2009

description: 26 photographs of the University of Southern California President's house and grounds, Seeley Mudd Estate, 1550 Oak Grove Avenue, San Marino, California, 2009 August 6.
DOI: 10.15468/dl.fpjzpg
title: Occurrence Download

description: A dataset containing 1719 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lepisosteus platostomus",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is MANAGED"
 ]
 }
 },
 {
 "not" : {
 "EstablishmentMeans" : [
 "is not null"
 ]
 }
 }
 ]
 },
 {
 "or" : [
 "OccurrenceStatus is Present",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is not null"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 1719 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030309-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/uschist-c104-287410
title: USC president's estate, San Marino, California, 2009

description: 26 photographs of the University of Southern California President's house and grounds, Seeley Mudd Estate, 1550 Oak Grove Avenue, San Marino, California, 2009 August 6.
DOI: 10.25549/uschist-c104-287415
title: USC president's estate, San Marino, California, 2009

description: 26 photographs of the University of Southern California President's house and grounds, Seeley Mudd Estate, 1550 Oak Grove Avenue, San Marino, California, 2009 August 6.
DOI: 10.25549/uschist-c104-287417
title: USC president's estate, San Marino, California, 2009

description: 26 photographs of the University of Southern California President's house and grounds, Seeley Mudd Estate, 1550 Oak Grove Avenue, San Marino, California, 2009 August 6.
DOI: 10.25549/uschist-c104-282597
title: Steven Sample lunches with students, USC, 1990-1992

description: 11 photographs of USC president Steven Sample conversing with students at lunch in a cafeteria, University of Southern California, Los Angeles, California, USA, 1990 December - 1992 May.
DOI: 10.25549/uschist-c104-282602
title: Steven Sample lunches with students, USC, 1990-1992

description: 11 photographs of USC president Steven Sample conversing with students at lunch in a cafeteria, University of Southern California, Los Angeles, California, USA, 1990 December - 1992 May.
DOI: 10.25549/uschist-c104-287334
title: Steven Sample speech & program, Bovard Auditorium, USC, 1990-1992

description: 6 photographs of Steven Sample speaking from stage occupied by five other men and a choir behind them, Bovard Auditoirum, 3551 Trousdale Parkway, University of Southern California, Los Angeles, California, USA, 1990 December - 1992 May.
DOI: 10.25549/uschist-c104-286050
title: Unid. man on telephone, USC, 1990-1992

description: 6 photographs of an unidentified man speaking on a telephone in an office with others working on computers, etc., in the background, University of Southern California, Los Angeles, California, USA, 1990 December - 1992 May.
DOI: 10.25549/uschist-c104-286051
title: Unid. man on telephone, USC, 1990-1992

description: 6 photographs of an unidentified man speaking on a telephone in an office with others working on computers, etc., in the background, University of Southern California, Los Angeles, California, USA, 1990 December - 1992 May.
DOI: 10.15468/dl.n2j97q
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "or" : [
 "TaxonKey is Arctostaphylos caucasica",
 "ScientificName is Arctostaphylos caucasica Lipsch."
 ]
}

 The dataset includes 10 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030310-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/uschist-c104-285652
title: Steven Sample & 9 dignitaries, USC, 1990-1992

description: 4 photographs of USC president Steven Sample with male dignitaries, University of Southern California, Los Angeles, California, USA, 1990 December - 1992 May. Bob Biller is in one of the group photos 3rd from right (#263).
DOI: 10.25549/uschist-c104-289560
title: Steven Sample, Keck School of Medicine, USC, 1990-1992

description: 15 photographs of USC president Steven Sample touring the Keck School of Medicine, Health Sciences Campus, University of Southern California, Los Angeles, California, USA, 1990 December - 1992 May. Included are an imaging scanner, laboratory, and remotely controlled armature.
DOI: 10.25549/uschist-c104-289562
title: Steven Sample, Keck School of Medicine, USC, 1990-1992

description: 15 photographs of USC president Steven Sample touring the Keck School of Medicine, Health Sciences Campus, University of Southern California, Los Angeles, California, USA, 1990 December - 1992 May. Included are an imaging scanner, laboratory, and remotely controlled armature.
DOI: 10.25549/uschist-c104-289563
title: Steven Sample, Keck School of Medicine, USC, 1990-1992

description: 15 photographs of USC president Steven Sample touring the Keck School of Medicine, Health Sciences Campus, University of Southern California, Los Angeles, California, USA, 1990 December - 1992 May. Included are an imaging scanner, laboratory, and remotely controlled armature.
DOI: 10.25549/uschist-c104-289845
title: Unid. woman in workspace, USC, 1990-1992

description: 3 photographs of an unidentified woman in an office/workspace in a house, University of Southern California, Los Angeles, California, USA, 1990 December - 1992 May.
DOI: 10.25549/uschist-c104-289566
title: Steven Sample, Keck School of Medicine, USC, 1990-1992

description: 15 photographs of USC president Steven Sample touring the Keck School of Medicine, Health Sciences Campus, University of Southern California, Los Angeles, California, USA, 1990 December - 1992 May. Included are an imaging scanner, laboratory, and remotely controlled armature.
DOI: 10.25549/uschist-c104-289573
title: Steven Sample, Keck School of Medicine, USC, 1990-1992

description: 15 photographs of USC president Steven Sample touring the Keck School of Medicine, Health Sciences Campus, University of Southern California, Los Angeles, California, USA, 1990 December - 1992 May. Included are an imaging scanner, laboratory, and remotely controlled armature.
DOI: 10.25549/uschist-c104-287398
title: USC president's estate, San Marino, California, 2009

description: 26 photographs of the University of Southern California President's house and grounds, Seeley Mudd Estate, 1550 Oak Grove Avenue, San Marino, California, 2009 August 6.