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 …
A survey of deep learning for mathematical reasoning
Mathematical reasoning is a fundamental aspect of human intelligence and is applicable in
various fields, including science, engineering, finance, and everyday life. The development …
various fields, including science, engineering, finance, and everyday life. The development …
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 …
Is ChatGPT a general-purpose natural language processing task solver?
Spurred by advancements in scale, large language models (LLMs) have demonstrated the
ability to perform a variety of natural language processing (NLP) tasks zero-shot--ie, without …
ability to perform a variety of natural language processing (NLP) tasks zero-shot--ie, without …
Language models can solve computer tasks
Agents capable of carrying out general tasks on a computer can improve efficiency and
productivity by automating repetitive tasks and assisting in complex problem-solving. Ideally …
productivity by automating repetitive tasks and assisting in complex problem-solving. Ideally …
Zhong**g: Enhancing the chinese medical capabilities of large language model through expert feedback and real-world multi-turn dialogue
Abstract Recent advances in Large Language Models (LLMs) have achieved remarkable
breakthroughs in understanding and responding to user intents. However, their performance …
breakthroughs in understanding and responding to user intents. However, their performance …
Towards reasoning in large language models: A survey
Reasoning is a fundamental aspect of human intelligence that plays a crucial role in
activities such as problem solving, decision making, and critical thinking. In recent years …
activities such as problem solving, decision making, and critical thinking. In recent years …
Large language models are human-level prompt engineers
By conditioning on natural language instructions, large language models (LLMs) have
displayed impressive capabilities as general-purpose computers. However, task …
displayed impressive capabilities as general-purpose computers. However, task …
Encouraging divergent thinking in large language models through multi-agent debate
Modern large language models (LLMs) like ChatGPT have shown remarkable performance
on general language tasks but still struggle on complex reasoning tasks, which drives the …
on general language tasks but still struggle on complex reasoning tasks, which drives the …
Program of thoughts prompting: Disentangling computation from reasoning for numerical reasoning tasks
Recently, there has been significant progress in teaching language models to perform step-
by-step reasoning to solve complex numerical reasoning tasks. Chain-of-thoughts prompting …
by-step reasoning to solve complex numerical reasoning tasks. Chain-of-thoughts prompting …