Preprints

• PCS: Perceived Confidence Scoring of Black Box LLMs with Metamorphic Relations
• Bias Testing and Mitigation in Black Box LLMs using Metamorphic Relations
• Stack Trace-Based Crash Deduplication with Transformer Adaptation
• TriagerX: Dual Transformers for Bug Triaging Tasks with Content and Interaction Based Rankings
• An Empirical Study of Reasoning Steps in Thinking Code LLMs
• LLM For Loop Invariant Generation and Fixing: How Far Are We?
• LLM Assisted Coding with Metamorphic Specification Mutation Agent.
• PAGENT: Learning to Patch Software Engineering Issue Agents