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When large language models meet personalization: Perspectives of challenges and opportunities
The advent of large language models marks a revolutionary breakthrough in artificial
intelligence. With the unprecedented scale of training and model parameters, the capability …
intelligence. With the unprecedented scale of training and model parameters, the capability …
Large Language Models (LLMs) on Tabular Data: Prediction, Generation, and Understanding--A Survey
Recent breakthroughs in large language modeling have facilitated rigorous exploration of
their application in diverse tasks related to tabular data modeling, such as prediction, tabular …
their application in diverse tasks related to tabular data modeling, such as prediction, tabular …
[PDF][PDF] A survey of large language models
Ever since the Turing Test was proposed in the 1950s, humans have explored the mastering
of language intelligence by machine. Language is essentially a complex, intricate system of …
of language intelligence by machine. Language is essentially a complex, intricate system of …
Faith and fate: Limits of transformers on compositionality
Transformer large language models (LLMs) have sparked admiration for their exceptional
performance on tasks that demand intricate multi-step reasoning. Yet, these models …
performance on tasks that demand intricate multi-step reasoning. Yet, these models …
[PDF][PDF] How close is chatgpt to human experts? comparison corpus, evaluation, and detection
The introduction of ChatGPT 2 has garnered widespread attention in both academic and
industrial communities. ChatGPT is able to respond effectively to a wide range of human …
industrial communities. ChatGPT is able to respond effectively to a wide range of human …
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 …
[HTML][HTML] Unveiling security, privacy, and ethical concerns of ChatGPT
This paper delves into the realm of ChatGPT, an AI-powered chatbot that utilizes topic
modeling and reinforcement learning to generate natural responses. Although ChatGPT …
modeling and reinforcement learning to generate natural responses. Although ChatGPT …
Specializing smaller language models towards multi-step reasoning
The surprising ability of Large Language Models (LLMs) to perform well on complex
reasoning with only few-shot chain-of-thought prompts is believed to emerge only in very …
reasoning with only few-shot chain-of-thought prompts is believed to emerge only in very …
Lamm: Language-assisted multi-modal instruction-tuning dataset, framework, and benchmark
Large language models have emerged as a promising approach towards achieving general-
purpose AI agents. The thriving open-source LLM community has greatly accelerated the …
purpose AI agents. The thriving open-source LLM community has greatly accelerated 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 …