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[PDF][PDF] A systematic survey of prompt engineering in large language models: Techniques and applications
Prompt engineering has emerged as an indispensable technique for extending the
capabilities of large language models (LLMs) and vision-language models (VLMs). This …
capabilities of large language models (LLMs) and vision-language models (VLMs). This …
Unleashing the potential of prompt engineering in large language models: a comprehensive review
This comprehensive review delves into the pivotal role of prompt engineering in unleashing
the capabilities of Large Language Models (LLMs). The development of Artificial Intelligence …
the capabilities of Large Language Models (LLMs). The development of Artificial Intelligence …
Critic: Large language models can self-correct with tool-interactive critiquing
Recent developments in large language models (LLMs) have been impressive. However,
these models sometimes show inconsistencies and problematic behavior, such as …
these models sometimes show inconsistencies and problematic behavior, such as …
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 …
Retrieval-augmented generation for ai-generated content: A survey
The development of Artificial Intelligence Generated Content (AIGC) has been facilitated by
advancements in model algorithms, scalable foundation model architectures, and the …
advancements in model algorithms, scalable foundation model architectures, and the …
Reasoning with language model prompting: A survey
Reasoning, as an essential ability for complex problem-solving, can provide back-end
support for various real-world applications, such as medical diagnosis, negotiation, etc. This …
support for various real-world applications, such as medical diagnosis, negotiation, etc. This …
[PDF][PDF] Large language models: a comprehensive survey of its applications, challenges, limitations, and future prospects
Within the vast expanse of computerized language processing, a revolutionary entity known
as Large Language Models (LLMs) has emerged, wielding immense power in its capacity to …
as Large Language Models (LLMs) has emerged, wielding immense power in its capacity to …
Progressive-hint prompting improves reasoning in large language models
The performance of Large Language Models (LLMs) in reasoning tasks depends heavily on
prompt design, with Chain-of-Thought (CoT) and self-consistency being critical methods that …
prompt design, with Chain-of-Thought (CoT) and self-consistency being critical methods that …
Can llms generate novel research ideas? a large-scale human study with 100+ nlp researchers
Recent advancements in large language models (LLMs) have sparked optimism about their
potential to accelerate scientific discovery, with a growing number of works proposing …
potential to accelerate scientific discovery, with a growing number of works proposing …
Beyond efficiency: A systematic survey of resource-efficient large language models
The burgeoning field of Large Language Models (LLMs), exemplified by sophisticated
models like OpenAI's ChatGPT, represents a significant advancement in artificial …
models like OpenAI's ChatGPT, represents a significant advancement in artificial …