A survey on evaluation of large language models
Large language models (LLMs) are gaining increasing popularity in both academia and
industry, owing to their unprecedented performance in various applications. As LLMs …
industry, owing to their unprecedented performance in various applications. As LLMs …
Challenges and applications of large language models
Large Language Models (LLMs) went from non-existent to ubiquitous in the machine
learning discourse within a few years. Due to the fast pace of the field, it is difficult to identify …
learning discourse within a few years. Due to the fast pace of the field, it is difficult to identify …
Judging llm-as-a-judge with mt-bench and chatbot arena
Evaluating large language model (LLM) based chat assistants is challenging due to their
broad capabilities and the inadequacy of existing benchmarks in measuring human …
broad capabilities and the inadequacy of existing benchmarks in measuring human …
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 …
Mmmu: A massive multi-discipline multimodal understanding and reasoning benchmark for expert agi
We introduce MMMU: a new benchmark designed to evaluate multimodal models on
massive multi-discipline tasks demanding college-level subject knowledge and deliberate …
massive multi-discipline tasks demanding college-level subject knowledge and deliberate …
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 …
mplug-owl2: Revolutionizing multi-modal large language model with modality collaboration
Abstract Multi-modal Large Language Models (MLLMs) have demonstrated impressive
instruction abilities across various open-ended tasks. However previous methods have …
instruction abilities across various open-ended tasks. However previous methods have …
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 …
Mistral 7B
We introduce Mistral 7B v0. 1, a 7-billion-parameter language model engineered for
superior performance and efficiency. Mistral 7B outperforms Llama 2 13B across all …
superior performance and efficiency. Mistral 7B outperforms Llama 2 13B across all …