Judge the Votes: A System to Classify Bug Reports and Give Suggestions
<p dir="ltr">The aim of the research is to compare the modern reasoning approaches for the bug classification task with the previous state of the art models. We've used 4 language models. We tested them with zero-shot and few-shot settings. Few-shot examples are retrieved using...
محفوظ في:
| المؤلف الرئيسي: | |
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| منشور في: |
2025
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| الموضوعات: | |
| الوسوم: |
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| _version_ | 1852018411130847232 |
|---|---|
| author | Emre Dinç (21720032) |
| author_facet | Emre Dinç (21720032) |
| author_role | author |
| dc.creator.none.fl_str_mv | Emre Dinç (21720032) |
| dc.date.none.fl_str_mv | 2025-07-17T09:18:52Z |
| dc.identifier.none.fl_str_mv | 10.6084/m9.figshare.29573123.v2 |
| dc.relation.none.fl_str_mv | https://figshare.com/articles/dataset/Judge_the_Votes_A_System_to_Classify_Bug_Reports_and_Give_Suggestions/29573123 |
| dc.rights.none.fl_str_mv | CC BY 4.0 info:eu-repo/semantics/openAccess |
| dc.subject.none.fl_str_mv | Empirical software engineering software analysis and design. Bug Reports reasoning models |
| dc.title.none.fl_str_mv | Judge the Votes: A System to Classify Bug Reports and Give Suggestions |
| dc.type.none.fl_str_mv | Dataset info:eu-repo/semantics/publishedVersion dataset |
| description | <p dir="ltr">The aim of the research is to compare the modern reasoning approaches for the bug classification task with the previous state of the art models. We've used 4 language models. We tested them with zero-shot and few-shot settings. Few-shot examples are retrieved using RAG from the training set. We've selected the best model (o3-mini) and fed it the votes from ML models along with the retrieved bug reports with their labels.</p> |
| eu_rights_str_mv | openAccess |
| id | Manara_3e20e3b20ca88f94de9d59412ad2a419 |
| identifier_str_mv | 10.6084/m9.figshare.29573123.v2 |
| network_acronym_str | Manara |
| network_name_str | ManaraRepo |
| oai_identifier_str | oai:figshare.com:article/29573123 |
| publishDate | 2025 |
| repository.mail.fl_str_mv | |
| repository.name.fl_str_mv | |
| repository_id_str | |
| rights_invalid_str_mv | CC BY 4.0 |
| spelling | Judge the Votes: A System to Classify Bug Reports and Give SuggestionsEmre Dinç (21720032)Empirical software engineeringsoftware analysis and design.Bug Reportsreasoning models<p dir="ltr">The aim of the research is to compare the modern reasoning approaches for the bug classification task with the previous state of the art models. We've used 4 language models. We tested them with zero-shot and few-shot settings. Few-shot examples are retrieved using RAG from the training set. We've selected the best model (o3-mini) and fed it the votes from ML models along with the retrieved bug reports with their labels.</p>2025-07-17T09:18:52ZDatasetinfo:eu-repo/semantics/publishedVersiondataset10.6084/m9.figshare.29573123.v2https://figshare.com/articles/dataset/Judge_the_Votes_A_System_to_Classify_Bug_Reports_and_Give_Suggestions/29573123CC BY 4.0info:eu-repo/semantics/openAccessoai:figshare.com:article/295731232025-07-17T09:18:52Z |
| spellingShingle | Judge the Votes: A System to Classify Bug Reports and Give Suggestions Emre Dinç (21720032) Empirical software engineering software analysis and design. Bug Reports reasoning models |
| status_str | publishedVersion |
| title | Judge the Votes: A System to Classify Bug Reports and Give Suggestions |
| title_full | Judge the Votes: A System to Classify Bug Reports and Give Suggestions |
| title_fullStr | Judge the Votes: A System to Classify Bug Reports and Give Suggestions |
| title_full_unstemmed | Judge the Votes: A System to Classify Bug Reports and Give Suggestions |
| title_short | Judge the Votes: A System to Classify Bug Reports and Give Suggestions |
| title_sort | Judge the Votes: A System to Classify Bug Reports and Give Suggestions |
| topic | Empirical software engineering software analysis and design. Bug Reports reasoning models |