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A comprehensive overview of large language models
Large Language Models (LLMs) have recently demonstrated remarkable capabilities in
natural language processing tasks and beyond. This success of LLMs has led to a large …
natural language processing tasks and beyond. This success of LLMs has led to a large …
Understanding llms: A comprehensive overview from training to inference
The introduction of ChatGPT has led to a significant increase in the utilization of Large
Language Models (LLMs) for addressing downstream tasks. There's an increasing focus on …
Language Models (LLMs) for addressing downstream tasks. There's an increasing focus on …
[PDF][PDF] A survey of large language models
Ever since the Turing Test was proposed in the 1950s, humans have explored the mastering
of language intelligence by machine. Language is essentially a complex, intricate system of …
of language intelligence by machine. Language is essentially a complex, intricate system of …
The llama 3 herd of models
Modern artificial intelligence (AI) systems are powered by foundation models. This paper
presents a new set of foundation models, called Llama 3. It is a herd of language models …
presents a new set of foundation models, called Llama 3. It is a herd of language models …
Transformers are ssms: Generalized models and efficient algorithms through structured state space duality
While Transformers have been the main architecture behind deep learning's success in
language modeling, state-space models (SSMs) such as Mamba have recently been shown …
language modeling, state-space models (SSMs) such as Mamba have recently been shown …
Deepseek-vl: towards real-world vision-language understanding
We present DeepSeek-VL, an open-source Vision-Language (VL) Model designed for real-
world vision and language understanding applications. Our approach is structured around …
world vision and language understanding applications. Our approach is structured around …
Deepseek llm: Scaling open-source language models with longtermism
The rapid development of open-source large language models (LLMs) has been truly
remarkable. However, the scaling law described in previous literature presents varying …
remarkable. However, the scaling law described in previous literature presents varying …
Meditron-70b: Scaling medical pretraining for large language models
Large language models (LLMs) can potentially democratize access to medical knowledge.
While many efforts have been made to harness and improve LLMs' medical knowledge and …
While many efforts have been made to harness and improve LLMs' medical knowledge and …
Efficiently scaling transformer inference
We study the problem of efficient generative inference for Transformer models, in one of its
most challenging settings: large deep models, with tight latency targets and long sequence …
most challenging settings: large deep models, with tight latency targets and long sequence …
[HTML][HTML] A survey of large language models for healthcare: from data, technology, and applications to accountability and ethics
The utilization of large language models (LLMs) for Healthcare has generated both
excitement and concern due to their ability to effectively respond to free-text queries with …
excitement and concern due to their ability to effectively respond to free-text queries with …