Tag: Multimodality
All the articles with the tag "Multimodality".
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Toward Reasonable Parrots: Why Large Language Models Should Argue with Us by Design
This position paper advocates for redesigning Large Language Models as 'reasonable parrots' that integrate argumentation theory principles to foster critical thinking through multi-persona dialogues, challenging users with diverse perspectives rather than providing one-sided answers.
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Splitwiser: Efficient LM inference with constrained resources
Splitwiser introduces a method to split LLM inference phases on a single GPU using multiprocessing and NVIDIA MPS, achieving modest latency reductions (up to 18.2%) and throughput improvements (up to 1.42x) on Huggingface and vLLM pipelines, though constrained by overheads and scalability issues.
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RWKV-X: A Linear Complexity Hybrid Language Model
本文提出RWKV-X,一种线性复杂度的混合语言模型,通过结合RWKV和稀疏注意力机制,提升长上下文建模能力,同时保持高效性和短上下文性能。