Muhammad Bilal
2 indexed papers
Recent (6 mo)
2With code
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226
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AI×2NLP×1Networking×1Crypto×1
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Research Timeline
2026
Large Language Models for Agentic NetOps and AIOps: Architectures, Evaluation, and Safety
The paper surveys the use of LLMs for agentic NetOps and AIOps, arguing that operational reliability depends not on the model itself, but on robust surrounding machinery and workflow-centered evaluation.
Same Patient, Different Words, Different Diagnosis? Evaluating Semantic Stability in Clinical LLMs
The paper evaluates the semantic stability of clinical LLMs to linguistic variations, finding that domain specialization does not guarantee consistent robustness improvements.
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Papers
cs.CLcs.AIRecentMay 28, 2026
Same Patient, Different Words, Different Diagnosis? Evaluating Semantic Stability in Clinical LLMs
The paper evaluates the semantic stability of clinical LLMs to linguistic variations, finding that domain specialization does not guarantee consistent robustness improvements.
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cs.NIcs.AIcs.CRRecentMay 12, 2026