Enhancing Robustness in Biomedical NLI Models: A Probing Approach for Clinical Trials

Large Language Models have revolutionized various fields and industries, such as Conversational AI, Content Generation, Information Retrieval, Business Intelligence, and Medical, to name a few. One major application in the field of medical is to analyze and investigate clinical trials for entailment tasks.However, It has been observed that Large Language Models are susceptible to shortcut learning, factual inconsistency, and performance degradation with little variation in context. Adversarial and robust testing is performed to ensure the integrity of models output. But, …

analyze application biomedical business business intelligence clinical clinical trials content generation conversational conversational ai cs.cl cs.lg fields industries information intelligence language language models large language large language models major medical retrieval robustness tasks