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A Survey of Large Language Models [PDF]
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 comprehending and grasping a language.
Chen, Yushuo+21 more
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Artificial intelligence is making spectacular progress, and one of the best examples is the development of large language models (LLMs) such as OpenAI's GPT series.
Douglas, Michael R.
core +4 more sources
Emergent Abilities of Large Language Models [PDF]
Scaling up language models has been shown to predictably improve performance and sample efficiency on a wide range of downstream tasks. This paper instead discusses an unpredictable phenomenon that we refer to as emergent abilities of large language ...
Jason Lee+15 more
openalex +3 more sources
Large Language Models are Not Models of Natural Language: They are Corpus Models
Natural Language Processing (NLP) has become one of the leading application areas in the current Artificial Intelligence boom. Transfer learning has enabled large deep learning neural networks trained on the language modeling task to vastly improve ...
Csaba Veres
doaj +5 more sources
Large language models in medicine
Large language models (LLMs) can respond to free-text queries without being specifically trained in the task in question, causing excitement and concern about their use in healthcare settings. ChatGPT is a generative artificial intelligence (AI) chatbot produced through sophisticated fine-tuning of an LLM, and other tools are emerging through similar ...
A. J. Thirunavukarasu+5 more
semanticscholar +3 more sources
Paraphrasing with Large Language Models [PDF]
Recently, large language models such as GPT-2 have shown themselves to be extremely adept at text generation and have also been able to achieve high-quality results in many downstream NLP tasks such as text classification, sentiment analysis and question
Andrews, Martin, Witteveen, Sam
core +3 more sources
Large Language Models Encode Clinical Knowledge [PDF]
Large language models (LLMs) have demonstrated impressive capabilities in natural language understanding and generation, but the quality bar for medical and clinical applications is high.
Arcas, Blaise Aguera y+29 more
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Talking About Large Language Models
Thanks to rapid progress in artificial intelligence, we have entered an era when technology and philosophy intersect in interesting ways. Sitting squarely at the centre of this intersection are large language models (LLMs).
Shanahan, Murray
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A Watermark for Large Language Models [PDF]
Potential harms of large language models can be mitigated by watermarking model output, i.e., embedding signals into generated text that are invisible to humans but algorithmically detectable from a short span of tokens.
John Kirchenbauer+5 more
semanticscholar +3 more sources
Large Language Models are Biased Because They Are Large Language Models
This paper's primary goal is to provoke thoughtful discussion about the relationship between bias and fundamental properties of large language models. We do this by seeking to convince the reader that harmful biases are an inevitable consequence arising ...
Resnik, Philip
core +2 more sources