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Jinmeng Rao

2 accepted papers

2025

MoLA: MoE LoRA with Layer-wise Expert Allocation

NAACL 2025findings

Recent efforts to integrate low-rank adaptation (LoRA) with the Mixture-of-Experts (MoE) have managed to achieve performance comparable to full-parameter fine-tuning by tuning much fewer parameters. Despite promising results, research on improving the efficiency and expert analysis of LoRA with MoE…

2024

Tackling Vision Language Tasks through Learning Inner Monologues

AAAI 2024technical

Visual language tasks such as Visual Question Answering (VQA) or Visual Entailment (VE) require AI models to comprehend and reason with both visual and textual content. Driven by the power of Large Language Models (LLMs), two prominent methods have emerged: (1) the hybrid integration between LLMs an…