Comparing retrieval-augmentation and parameter-efficient fine-tuning for privacy-preserving personalization of large language models
Privacy-preserving methods for personalizing large language models (LLMs) are relatively
under-explored. There are two schools of thought on this topic:(1) generating personalized …
under-explored. There are two schools of thought on this topic:(1) generating personalized …
Social skill training with large language models
People rely on social skills like conflict resolution to communicate effectively and to thrive in
both work and personal life. However, practice environments for social skills are typically out …
both work and personal life. However, practice environments for social skills are typically out …
Longlamp: A benchmark for personalized long-form text generation
I Kumar, S Viswanathan, S Yerra, A Salemi… - arXiv preprint arXiv …, 2024 - arxiv.org
Long-text generation is seemingly ubiquitous in real-world applications of large language
models such as generating an email or writing a review. Despite the fundamental …
models such as generating an email or writing a review. Despite the fundamental …
Reasoning-Enhanced Self-Training for Long-Form Personalized Text Generation
Personalized text generation requires a unique ability of large language models (LLMs) to
learn from context that they often do not encounter during their standard training. One way to …
learn from context that they often do not encounter during their standard training. One way to …
Personalized Graph-Based Retrieval for Large Language Models
S Au, CJ Dimacali, O Pedirappagari, N Park… - arXiv preprint arXiv …, 2025 - arxiv.org
As large language models (LLMs) evolve, their ability to deliver personalized and context-
aware responses offers transformative potential for improving user experiences. Existing …
aware responses offers transformative potential for improving user experiences. Existing …
Large Language Model-based Role-Playing for Personalized Medical Jargon Extraction
Previous studies reveal that Electronic Health Records (EHR), which have been widely
adopted in the US to allow patients to access their personal medical information, do not …
adopted in the US to allow patients to access their personal medical information, do not …
[PDF][PDF] Controllable Text Generation To Evaluate Linguistic Abilities of Italian LLMs
State-of-the-art Large Language Models (LLMs) demonstrate exceptional proficiency across
diverse tasks, yet systematic evaluations of their linguistic abilities remain limited. This paper …
diverse tasks, yet systematic evaluations of their linguistic abilities remain limited. This paper …