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 comprehensive survey of hallucination mitigation techniques in large language models
As Large Language Models (LLMs) continue to advance in their ability to write human-like
text, a key challenge remains around their tendency to hallucinate generating content that …
text, a key challenge remains around their tendency to hallucinate generating content that …
Siren's song in the AI ocean: a survey on hallucination in large language models
While large language models (LLMs) have demonstrated remarkable capabilities across a
range of downstream tasks, a significant concern revolves around their propensity to exhibit …
range of downstream tasks, a significant concern revolves around their propensity to exhibit …
A survey on in-context learning
With the increasing capabilities of large language models (LLMs), in-context learning (ICL)
has emerged as a new paradigm for natural language processing (NLP), where LLMs make …
has emerged as a new paradigm for natural language processing (NLP), where LLMs make …
[PDF][PDF] DecodingTrust: A Comprehensive Assessment of Trustworthiness in GPT Models.
Abstract Generative Pre-trained Transformer (GPT) models have exhibited exciting progress
in their capabilities, capturing the interest of practitioners and the public alike. Yet, while the …
in their capabilities, capturing the interest of practitioners and the public alike. Yet, while the …
Promptbench: Towards evaluating the robustness of large language models on adversarial prompts
The increasing reliance on Large Language Models (LLMs) across academia and industry
necessitates a comprehensive understanding of their robustness to prompts. In response to …
necessitates a comprehensive understanding of their robustness to prompts. In response to …
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 …
Large legal fictions: Profiling legal hallucinations in large language models
Do large language models (LLMs) know the law? LLMs are increasingly being used to
augment legal practice, education, and research, yet their revolutionary potential is …
augment legal practice, education, and research, yet their revolutionary potential is …
Promptaid: Prompt exploration, perturbation, testing and iteration using visual analytics for large language models
Large Language Models (LLMs) have gained widespread popularity due to their ability to
perform ad-hoc Natural Language Processing (NLP) tasks with a simple natural language …
perform ad-hoc Natural Language Processing (NLP) tasks with a simple natural language …
ChatGPT: Fundamentals, applications and social impacts
Recent progress in large language models has pushed the boundaries of natural language
processing, setting new standards for performance. It is remarkable how artificial intelligence …
processing, setting new standards for performance. It is remarkable how artificial intelligence …