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- arXiv.2412.03815 type Entity assertion.
- AbeduEtAl2024SynergizedRepositoryRelatedQASystem type Workflow assertion.
- AbeduEtAl2024SynergizedRepositoryRelatedQASystemWithFewShotCoT type Workflow assertion.
- GPT4oSearchPreview type Workflow assertion.
- MSRBot type Workflow assertion.
- AbeduEtAl2024SynergizedRepositoryRelatedQASystem label "Synergized Repository-Related QA System" assertion.
- AbeduEtAl2024SynergizedRepositoryRelatedQASystemWithFewShotCoT label "Synergized Repository-Related QA System with Few-Shot Chain-of-Thought Prompting" assertion.
- GPT4oSearchPreview label "GPT-4o-search-preview" assertion.
- MSRBot label "MSRBot" assertion.
- AbeduEtAl2024SynergizedRepositoryRelatedQASystem comment "This method proposes a unified framework for software repository question answering by synergizing LLMs and KGs. It involves a Knowledge Graph Constructor, an LLM-based Query Generator to translate natural language questions into Cypher queries, a Query Executor, and an LLM-based Response Generator to synthesize answers using retrieved KG facts. The LLM acts as an agent interacting with the KG for reasoning and response generation." assertion.
- AbeduEtAl2024SynergizedRepositoryRelatedQASystemWithFewShotCoT comment "This method enhances the Synergized Repository-Related QA System by incorporating few-shot chain-of-thought prompting into the Query Generator LLM. This technique guides the LLM to generate step-by-step reasoning paths, significantly improving its ability to accurately interpret complex relationships within the knowledge graph and generate more precise Cypher queries, thereby boosting overall reasoning performance." assertion.
- arXiv.2412.03815 describes AbeduEtAl2024SynergizedRepositoryRelatedQASystem assertion.
- arXiv.2412.03815 describes AbeduEtAl2024SynergizedRepositoryRelatedQASystemWithFewShotCoT assertion.
- arXiv.2412.03815 discusses GPT4oSearchPreview assertion.
- arXiv.2412.03815 discusses MSRBot assertion.
- AbeduEtAl2024SynergizedRepositoryRelatedQASystem subject SynergizedReasoning assertion.
- AbeduEtAl2024SynergizedRepositoryRelatedQASystemWithFewShotCoT subject SynergizedReasoning assertion.
- arXiv.2412.03815 title "Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering" assertion.
- AbeduEtAl2024SynergizedRepositoryRelatedQASystem hasTopCategory SynergizedLLMKG assertion.
- AbeduEtAl2024SynergizedRepositoryRelatedQASystemWithFewShotCoT hasTopCategory SynergizedLLMKG assertion.