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Datasets for large language models: A comprehensive survey
Personal llm agents: Insights and survey about the capability, efficiency and security
Since the advent of personal computing devices, intelligent personal assistants (IPAs) have
been one of the key technologies that researchers and engineers have focused on, aiming …
been one of the key technologies that researchers and engineers have focused on, aiming …
Splitwise: Efficient generative llm inference using phase splitting
Generative large language model (LLM) applications are growing rapidly, leading to large-
scale deployments of expensive and power-hungry GPUs. Our characterization of LLM …
scale deployments of expensive and power-hungry GPUs. Our characterization of LLM …
A survey on large language models for code generation
Large Language Models (LLMs) have garnered remarkable advancements across diverse
code-related tasks, known as Code LLMs, particularly in code generation that generates …
code-related tasks, known as Code LLMs, particularly in code generation that generates …
The unreasonable ineffectiveness of the deeper layers
We empirically study a simple layer-pruning strategy for popular families of open-weight
pretrained LLMs, finding minimal degradation of performance on different question …
pretrained LLMs, finding minimal degradation of performance on different question …
Llava-prumerge: Adaptive token reduction for efficient large multimodal models
Large Multimodal Models (LMMs) have shown significant visual reasoning capabilities by
connecting a visual encoder and a large language model. LMMs typically take in a fixed and …
connecting a visual encoder and a large language model. LMMs typically take in a fixed and …
Tinyllava: A framework of small-scale large multimodal models
We present the TinyLLaVA framework that provides a unified perspective in designing and
analyzing the small-scale Large Multimodal Models (LMMs). We empirically study the effects …
analyzing the small-scale Large Multimodal Models (LMMs). We empirically study the effects …