2 papers
cs.CL2026
Task-Aware LoRA Adapter Composition via Similarity Retrieval in Vector Databases
Riya Adsul, Balachandra Devarangadi Sunil, Isha Nalawade +1
Parameter efficient fine tuning methods like LoRA have enabled task specific adaptation of large language models, but efficiently composing multiple specialized adapters for unseen…
cs.CL2025
Latent Traits and Cross-Task Transfer: Deconstructing Dataset Interactions in LLM Fine-tuning
Shambhavi Krishna, Atharva Naik, Chaitali Agarwal +3
Large language models are increasingly deployed across diverse applications. This often includes tasks LLMs have not encountered during training. This implies that enumerating and…