cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14285992
title: Artifact of the paper "Developer Challenges on Large Language Models: A Study of Stack Overflow and OpenAI Developer Forum Posts"

description: Large Language Models (LLMs) have gained widespread popularity due to their exceptional capabilities across various domains, including chatbots, healthcare, education, content generation, and automated support systems. Despite their transformative potential, developers encounter numerous challenges when implementing, fine-tuning, and integrating these models into real-world applications. This study investigates the challenges LLM developers face through an analysis of community interactions on Stack Overflow and the OpenAI Developer Forum. Using BERTopic modeling, we identify and categorize topics discussed by LLM developers. We also examine topics' popularity and difficulty. Our analysis yields nine evident challenges on Stack Overflow (e.g., LLM Ecosystem and Challenges, API Usage, LLM Training with Frameworks) and 17 on the OpenAI Developer Forum (e.g., API Usage and Error Handling, Fine-Tuning and Dataset Management, Prompt Engineering). Results indicate that developers frequently turn to Stack Overflow for implementation guidance, while OpenAI's forum is primarily used for troubleshooting. Additionally, on the OpenAI Developer Forum, API and functionality-related issues generated the most discussions, with many posts requiring multiple responses, highlighting the intricate nature of LLM challenges. We find that LLM-related queries often exhibit great difficulty, with a substantial percentage of unresolved posts (e.g., 79.03\% on Stack Overflow) and prolonged response times, particularly for complex topics like 'Llama Indexing and GPU Utilization' and 'Agents and Tool Interactions'. On the contrary, established fields such as Mobile development and Security enjoy faster resolution rates and greater community support. These findings emphasize the need for enhanced community support and tailored resources to assist LLM developers in addressing the complex, evolving challenges of this growing field. This study provides insights into areas where LLM developers encounter the most difficulty, guiding future research toward developing tools and techniques to better support the expanding community of LLM practitioners.
DOI: 10.5281/zenodo.14292179
title: Artifact of the paper "Developer Challenges on Large Language Models: A Study of Stack Overflow and OpenAI Developer Forum Posts"

description: Large Language Models (LLMs) have gained widespread popularity due to their exceptional capabilities across various domains, including chatbots, healthcare, education, content generation, and automated support systems. Despite their transformative potential, developers encounter numerous challenges when implementing, fine-tuning, and integrating these models into real-world applications. This study investigates the challenges LLM developers face through an analysis of community interactions on Stack Overflow and the OpenAI Developer Forum. Using BERTopic modeling, we identify and categorize topics discussed by LLM developers. We also examine topics' popularity and difficulty. Our analysis yields nine evident challenges on Stack Overflow (e.g., LLM Ecosystem and Challenges, API Usage, LLM Training with Frameworks) and 17 on the OpenAI Developer Forum (e.g., API Usage and Error Handling, Fine-Tuning and Dataset Management, Prompt Engineering). Results indicate that developers frequently turn to Stack Overflow for implementation guidance, while OpenAI's forum is primarily used for troubleshooting. Additionally, on the OpenAI Developer Forum, API and functionality-related issues generated the most discussions, with many posts requiring multiple responses, highlighting the intricate nature of LLM challenges. We find that LLM-related queries often exhibit great difficulty, with a substantial percentage of unresolved posts (e.g., 79.03\% on Stack Overflow) and prolonged response times, particularly for complex topics like 'Llama Indexing and GPU Utilization' and 'Agents and Tool Interactions'. On the contrary, established fields such as Mobile development and Security enjoy faster resolution rates and greater community support. These findings emphasize the need for enhanced community support and tailored resources to assist LLM developers in addressing the complex, evolving challenges of this growing field. This study provides insights into areas where LLM developers encounter the most difficulty, guiding future research toward developing tools and techniques to better support the expanding community of LLM practitioners.
DOI: 10.25549/webster-c100-72185
title: Watch commander's daily report, 1991-07-14/1991-07-22

description: Collection of watch commander's daily reports, 1991 July 14 - 22. PART OF SERIES: Included in the series are copies of the LAPD Watch Commander's Daily Reports from June to September, 1991.
DOI: 10.25549/webster-c100-72586
title: Watch commander's daily report 1991-07-23/1991-08-10

description: Collection of watch commander's daily reports, 1991 July 23 - 10. PART OF SERIES: Included in the series are copies of the LAPD Watch Commander's Daily Reports from June to September, 1991.
DOI: 10.5281/zenodo.14292186
title: THE SECOND RENAISSANCE AND PERSPECTIVE PLANS IN NEW UZBEKISTAN
DOI: 10.5281/zenodo.14292187
title: THE SECOND RENAISSANCE AND PERSPECTIVE PLANS IN NEW UZBEKISTAN
DOI: 10.25549/webster-c100-72189
title: Watch commander's daily report, 1991-07-14/1991-07-22

description: Collection of watch commander's daily reports, 1991 July 14 - 22. PART OF SERIES: Included in the series are copies of the LAPD Watch Commander's Daily Reports from June to September, 1991.
DOI: 10.25549/webster-c100-72095
title: Watch commander's daily report, 1991-07-14/1991-07-22

description: Collection of watch commander's daily reports, 1991 July 14 - 22. PART OF SERIES: Included in the series are copies of the LAPD Watch Commander's Daily Reports from June to September, 1991.
DOI: 10.25549/webster-c100-31155
title: John Byun, interview, 1992-08-17

description: Interview of John H. Byun, a detective for the Los Angeles Police Department, about his impression of the political climate and management of the LAPD; his impression of the adequacy of the LAPD's response to the civil disturbance; and recommendations for future action, 1992 August 17. PART OF SERIES: After the violence had subsided, the Webster Commission met of a variety of public officials, law enforcement personnel, activists, and community leaders to discuss the rioting, its root causes, and the adequacy of the LAPD's response. The series includes summaries of these meetings, including questions and comments along of the interviewers' own mental impressions, conclusions, and opinions. Materials are arranged in alphabetical order, according to the last name of the interviewee.
DOI: 10.25549/webster-c100-72067
title: Watch commander's daily report, 1991-07-14/1991-07-22

description: Collection of watch commander's daily reports, 1991 July 14 - 22. PART OF SERIES: Included in the series are copies of the LAPD Watch Commander's Daily Reports from June to September, 1991.
DOI: 10.25549/webster-c100-31718
title: Linda Bunker, interview, 1992-08-29

description: Interview of Linda Bunker, Commanding Officer for the Emergency Command Control Communications System (ECCCS) Division, which is the communications arm of the Los Angeles Police Department. In the interview, Bunker discusses the purview of the ECCCS, as well as the role of the ECCCS in the civil disturbance. Also included is a transcript from an ECCCS presentation to the Los Angeles City Council entitled "Replacement of the Emergency Command Control Communications System", 1992 August 29. PART OF SERIES: After the violence had subsided, the Webster Commission met of a variety of public officials, law enforcement personnel, activists, and community leaders to discuss the rioting, its root causes, and the adequacy of the LAPD's response. The series includes summaries of these meetings, including questions and comments along of the interviewers' own mental impressions, conclusions, and opinions. Materials are arranged in alphabetical order, according to the last name of the interviewee.
DOI: 10.25549/webster-c100-31191
title: Al M. Beuerlein, interview, 1992-09-01

description: An interview of Al M. Beuerlein, Police Administrator and Commanding Officer of the Los Angeles Police Department's Fiscal Support Bureau, about the budget-related issues that affected the Los Angeles Police Department's response to the civil disturbance, 1992 September 1. PART OF SERIES: After the violence had subsided, the Webster Commission met with a variety of public officials, law enforcement personnel, activists, and community leaders to discuss the rioting, its root causes, and the adequacy of the LAPD's response. The series includes summaries of these meetings, including questions and comments along with the interviewers' own mental impressions, conclusions, and opinions. Materials are arranged in alphabetical order, according to the last name of the interviewee.
DOI: 10.25549/webster-c100-72322
title: Watch commander's daily report, 1991-08-11/1991-08-24

description: Collection of watch commander's daily reports, 1991 August 11 - 24. PART OF SERIES: Included in the series are copies of the LAPD Watch Commander's Daily Reports from June to September, 1991.
DOI: 10.25549/webster-c100-72656
title: Watch commander's daily report 1991-07-23/1991-08-10

description: Collection of watch commander's daily reports, 1991 July 23 - 10. PART OF SERIES: Included in the series are copies of the LAPD Watch Commander's Daily Reports from June to September, 1991.
DOI: 10.25549/webster-c100-32218
title: Detective 1, interview, 1992-06-23

description: Interview of Detective 1 Dt/dlg 4, homicide coordinator of the Los Angeles Police Department’s Rampart Patrol Division about his recollection and impressions of the civil disturbance, as well as, the Rampart Division’s preparedness to respond to the disturbance. The subject chose to remain anonymous, 1992 June 23. PART OF SERIES: After the violence had subsided, the Webster Commission met of a variety of public officials, law enforcement personnel, activists, and community leaders to discuss the rioting, its root causes, and the adequacy of the LAPD's response. The series includes summaries of these meetings, including questions and comments along of the interviewers' own mental impressions, conclusions, and opinions. Materials are arranged in alphabetical order, according to the last name of the interviewee.
DOI: 10.25549/webster-c100-33068
title: Los Angeles Webster Commission records, 1931-1992
DOI: 10.25549/webster-c100-32513
title: Los Angeles Webster Commission records, 1931-1992
DOI: 10.25549/webster-c100-31240
title: Thomas Choi, interview, 1992-08-10

description: Interview of the Reverend Thomas Choi, a Korean-American minister at the Westwood United Methodist Church, about his impressions of Los Angeles Police Department's management and the adequacy of the Los Angeles Police Department's response. Choi's interview addresses the civil disturbance from the perspective of the Korean-American community, 1992 August 10. PART OF SERIES: After the violence had subsided, the Webster Commission met of a variety of public officials, law enforcement personnel, activists, and community leaders to discuss the rioting, its root causes, and the adequacy of the LAPD's response. The series includes summaries of these meetings, including questions and comments along of the interviewers' own mental impressions, conclusions, and opinions. Materials are arranged in alphabetical order, according to the last name of the interviewee.
DOI: 10.25549/webster-c100-72207
title: Watch commander's daily report, 1991-07-14/1991-07-22

description: Collection of watch commander's daily reports, 1991 July 14 - 22. PART OF SERIES: Included in the series are copies of the LAPD Watch Commander's Daily Reports from June to September, 1991.
DOI: 10.25549/webster-c100-30944
title: Anton Calleia, interview, 1992-08-24

description: Interview of Anton Calleia, the Chief Executive Assistant to Mayor Tom Bradley, about the appropriate level of mayoral involvement in emergency operations, 1992 August 24. PART OF SERIES: After the violence had subsided, the Webster Commission met of a variety of public officials, law enforcement personnel, activists, and community leaders to discuss the rioting, its root causes, and the adequacy of the LAPD's response. The series includes summaries of these meetings, including questions and comments along of the interviewers' own mental impressions, conclusions, and opinions. Materials are arranged in alphabetical order, according to the last name of the interviewee.
DOI: 10.25549/webster-c100-72210
title: Watch commander's daily report, 1991-07-14/1991-07-22

description: Collection of watch commander's daily reports, 1991 July 14 - 22. PART OF SERIES: Included in the series are copies of the LAPD Watch Commander's Daily Reports from June to September, 1991.
DOI: 10.25549/webster-c100-30891
title: James Cleaver, interview, 1992-07-13

description: Interview of James Cleaver, a Senior Deputy for County Supervisor Kenneth Hahn, about his impressions of Los Angeles Police Department's preparedness to respond to the civil disturbance, and his impression of the adequacy of the Los Angeles Police Department's response to the civil unrest, 1992 July 13. PART OF SERIES: After the violence had subsided, the Webster Commission met of a variety of public officials, law enforcement personnel, activists, and community leaders to discuss the rioting, its root causes, and the adequacy of the LAPD's response. The series includes summaries of these meetings, including questions and comments along of the interviewers' own mental impressions, conclusions, and opinions. Materials are arranged in alphabetical order, according to the last name of the interviewee.
DOI: 10.25549/webster-c100-79097
title: Review of 1992 riot-related planning, 1992-07-08

description: Review of 1992 Riot-Related Planning, Preparedness, and Response, 1992 July 8. PART OF SERIES: Included in the series are internal documents produced by the LAPD, which aided the Webster Commission in its assessment of the Department's operations. Materials include copies of the Watch Commander's Daily Reports between October, 1991 and May, 1992; critiques and after-action reports on the riots issued by each LAPD bureau; and correspondence regarding personnel and budget matters, crime statistics, and several Department-initiated programs. Also included are several documents, including schedules, press releases, and memoranda, that were issued by the office of Los Angeles Mayor Tom Bradley regarding the verdicts in the Rodney King case.
DOI: 10.15468/dl.jv7ekp
title: Occurrence Download

description: A dataset containing 364 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is Indonesia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "StateProvince is Java",
 "Year 2024-2024"
 ]
}

 The dataset includes 364 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023962-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/webster-c100-38569
title: Weekly status report, 1992-06-12

description: Weekly status report, 1992 June 12. PART OF SERIES: The series consists of 14 status reports maintained by the Webster Commission's General Counsel. These reports were submitted weekly to Special Advisor William Webster and Deputy Special Advisor Hubert Williams and serve as the "official record" of the Webster Commission. Materials are organized chronologically by report date.
DOI: 10.25549/webster-c100-78260
title: After-action report for the April/May riots, 1992-06-26

description: After-action report for the April/May riots by the fiscal support bureau (FSB), FSB divisional after action critiques 1992 civil disturbance, 1992 June 26. PART OF SERIES: Included in the series are internal documents produced by the LAPD, which aided the Webster Commission in its assessment of the Department's operations. Materials include copies of the Watch Commander's Daily Reports between October, 1991 and May, 1992; critiques and after-action reports on the riots issued by each LAPD bureau; and correspondence regarding personnel and budget matters, crime statistics, and several Department-initiated programs. Also included are several documents, including schedules, press releases, and memoranda, that were issued by the office of Los Angeles Mayor Tom Bradley regarding the verdicts in the Rodney King case.
DOI: 10.25549/webster-c100-78270
title: After-action report for the April/May riots, 1992-06-26

description: After-action report for the April/May riots by the fiscal support bureau (FSB), FSB divisional after action critiques 1992 civil disturbance, 1992 June 26. PART OF SERIES: Included in the series are internal documents produced by the LAPD, which aided the Webster Commission in its assessment of the Department's operations. Materials include copies of the Watch Commander's Daily Reports between October, 1991 and May, 1992; critiques and after-action reports on the riots issued by each LAPD bureau; and correspondence regarding personnel and budget matters, crime statistics, and several Department-initiated programs. Also included are several documents, including schedules, press releases, and memoranda, that were issued by the office of Los Angeles Mayor Tom Bradley regarding the verdicts in the Rodney King case.
DOI: 10.25549/webster-c100-38645
title: Weekly status report, 1992-06-12

description: Weekly status report, 1992 June 12. PART OF SERIES: The series consists of 14 status reports maintained by the Webster Commission's General Counsel. These reports were submitted weekly to Special Advisor William Webster and Deputy Special Advisor Hubert Williams and serve as the "official record" of the Webster Commission. Materials are organized chronologically by report date.
DOI: 10.25549/webster-c100-31886
title: Dennis Barbello, interview, 1992-07-07

description: Interview of Dennis Barbello, Sergeant of the Los Angeles Police Department's Pacific Division, about his impressions of the civil disturbance and the LAPD's subsequent response, 1992 July 7. PART OF SERIES: After the violence had subsided, the Webster Commission met with a variety of public officials, law enforcement personnel, activists, and community leaders to discuss the rioting, its root causes, and the adequacy of the LAPD's response. The series includes summaries of these meetings, including questions and comments along with the interviewers' own mental impressions, conclusions, and opinions. Materials are arranged in alphabetical order, according to the last name of the interviewee.
DOI: 10.25549/webster-c100-72119
title: Watch commander's daily report, 1991-07-14/1991-07-22

description: Collection of watch commander's daily reports, 1991 July 14 - 22. PART OF SERIES: Included in the series are copies of the LAPD Watch Commander's Daily Reports from June to September, 1991.
DOI: 10.25549/webster-c100-72054
title: Watch commander's daily report, 1991-07-14/1991-07-22

description: Collection of watch commander's daily reports, 1991 July 14 - 22. PART OF SERIES: Included in the series are copies of the LAPD Watch Commander's Daily Reports from June to September, 1991.
DOI: 10.25549/webster-c100-32460
title: Los Angeles Webster Commission records, 1931-1992
DOI: 10.25549/webster-c100-32086
title: Ray Blackwell, interview, 1992-07-01

description: Interview of Roy Blackwell, California Highway Patrol Captain, about the California Highway Patrol's involvement in the civil disturbance, and its collaboration with the Los Angeles Police Department, 1992 July 1. PART OF SERIES: After the violence had subsided, the Webster Commission met with a variety of public officials, law enforcement personnel, activists, and community leaders to discuss the rioting, its root causes, and the adequacy of the LAPD's response. The series includes summaries of these meetings, including questions and comments along with the interviewers' own mental impressions, conclusions, and opinions. Materials are arranged in alphabetical order, according to the last name of the interviewee.
DOI: 10.25549/webster-c100-76521
title: After-action reporting for April/May riots, 1992-06-23

description: After-action reporting for April/May riots by Operations - West Bureau, 1992 June 23. PART OF SERIES: Included in the series are internal documents produced by the LAPD, which aided the Webster Commission in its assessment of the Department's operations. Materials include copies of the Watch Commander's Daily Reports between October, 1991 and May, 1992; critiques and after-action reports on the riots issued by each LAPD bureau; and correspondence regarding personnel and budget matters, crime statistics, and several Department-initiated programs. Also included are several documents, including schedules, press releases, and memoranda, that were issued by the office of Los Angeles Mayor Tom Bradley regarding the verdicts in the Rodney King case.
DOI: 10.25549/webster-c100-32560
title: Los Angeles Webster Commission records, 1931-1992
DOI: 10.25549/webster-c100-30883
title: James Cleaver, interview, 1992-07-13

description: Interview of James Cleaver, a Senior Deputy for County Supervisor Kenneth Hahn, about his impressions of Los Angeles Police Department's preparedness to respond to the civil disturbance, and his impression of the adequacy of the Los Angeles Police Department's response to the civil unrest, 1992 July 13. PART OF SERIES: After the violence had subsided, the Webster Commission met of a variety of public officials, law enforcement personnel, activists, and community leaders to discuss the rioting, its root causes, and the adequacy of the LAPD's response. The series includes summaries of these meetings, including questions and comments along of the interviewers' own mental impressions, conclusions, and opinions. Materials are arranged in alphabetical order, according to the last name of the interviewee.
DOI: 10.25549/webster-c100-42694
title: Arrest reports, 1992-04-29/1992-05-05

description: Los Angeles Police Department's arrest report for the period between 1992 April 29 - May 5.
DOI: 10.25549/webster-c100-42666
title: Arrest reports, 1992-04-29/1992-05-05

description: Los Angeles Police Department's arrest report for the period between 1992 April 29 - May 5.
DOI: 10.15468/dl.wt5p2f
title: Occurrence Download

description: A dataset containing 141 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brosmophycis marginata (Ayres, 1854)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 141 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023963-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/webster-c100-72161
title: Watch commander's daily report, 1991-07-14/1991-07-22

description: Collection of watch commander's daily reports, 1991 July 14 - 22. PART OF SERIES: Included in the series are copies of the LAPD Watch Commander's Daily Reports from June to September, 1991.