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Using LLMs for Anomaly Detection in Requirements Documents., RQ, RQ, RQ,…
Using LLMs for Anomaly Detection in Requirements Documents.
Ideas
Semantic Analysis
How effectively can LLMs identify and categorize semantic inconsistencies in software requirements documents?
Contextual Relationship Mapping
Can LLMs accurately map and interpret the contextual relationships between different sections of requirements documents to detect anomalies?
Automated Summarization
How can automated summarization by LLMs aid in simplifying and clarifying overly complex requirements documents?
Change Impact Analysis
To what extent can LLMs predict the impact of changes within requirements documents on other related requirements?
Natural Language Queries
How effective are LLM-driven natural language queries in verifying the accuracy and completeness of software requirements?
Dataset
Pine
UAV
PURE
Technologies
LLMs
BERT
Mamba
RAG
Papers
paper_1
paper_2
What is anomaly
RQ
RQ
RQ
RQ