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 …
Parameter-efficient fine-tuning for large models: A comprehensive survey
Large models represent a groundbreaking advancement in multiple application fields,
enabling remarkable achievements across various tasks. However, their unprecedented …
enabling remarkable achievements across various tasks. However, their unprecedented …
Llama 2: Open foundation and fine-tuned chat models
In this work, we develop and release Llama 2, a collection of pretrained and fine-tuned large
language models (LLMs) ranging in scale from 7 billion to 70 billion parameters. Our fine …
language models (LLMs) ranging in scale from 7 billion to 70 billion parameters. Our fine …
A survey of large language models
Language is essentially a complex, intricate system of human expressions governed by
grammatical rules. It poses a significant challenge to develop capable AI algorithms for …
grammatical rules. It poses a significant challenge to develop capable AI algorithms for …
Palm 2 technical report
We introduce PaLM 2, a new state-of-the-art language model that has better multilingual and
reasoning capabilities and is more compute-efficient than its predecessor PaLM. PaLM 2 is …
reasoning capabilities and is more compute-efficient than its predecessor PaLM. PaLM 2 is …
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 …
The RefinedWeb dataset for Falcon LLM: outperforming curated corpora with web data, and web data only
Large language models are commonly trained on a mixture of filtered web data and curated
high-quality corpora, such as social media conversations, books, or technical papers. This …
high-quality corpora, such as social media conversations, books, or technical papers. This …
Llm-pruner: On the structural pruning of large language models
Large language models (LLMs) have shown remarkable capabilities in language
understanding and generation. However, such impressive capability typically comes with a …
understanding and generation. However, such impressive capability typically comes with a …
Yi: Open foundation models by 01. ai
We introduce the Yi model family, a series of language and multimodal models that
demonstrate strong multi-dimensional capabilities. The Yi model family is based on 6B and …
demonstrate strong multi-dimensional capabilities. The Yi model family is based on 6B and …
Mixtral of experts
We introduce Mixtral 8x7B, a Sparse Mixture of Experts (SMoE) language model. Mixtral has
the same architecture as Mistral 7B, with the difference that each layer is composed of 8 …
the same architecture as Mistral 7B, with the difference that each layer is composed of 8 …