A survey on evaluation of large language models
Large language models (LLMs) are gaining increasing popularity in both academia and
industry, owing to their unprecedented performance in various applications. As LLMs …
industry, owing to their unprecedented performance in various applications. As LLMs …
Retrieval-augmented generation for large language models: A survey
Y Gao, Y **ong, X Gao, K Jia, J Pan, Y Bi, Y Dai… - arxiv preprint arxiv …, 2023 - arxiv.org
Large language models (LLMs) demonstrate powerful capabilities, but they still face
challenges in practical applications, such as hallucinations, slow knowledge updates, and …
challenges in practical applications, such as hallucinations, slow knowledge updates, and …
Survey on factuality in large language models: Knowledge, retrieval and domain-specificity
This survey addresses the crucial issue of factuality in Large Language Models (LLMs). As
LLMs find applications across diverse domains, the reliability and accuracy of their outputs …
LLMs find applications across diverse domains, the reliability and accuracy of their outputs …
Huatuogpt-ii, one-stage training for medical adaption of llms
Adapting a language model into a specific domain, akadomain adaption', is a common
practice when specialized knowledge, eg medicine, is not encapsulated in a general …
practice when specialized knowledge, eg medicine, is not encapsulated in a general …
Lawbench: Benchmarking legal knowledge of large language models
Large language models (LLMs) have demonstrated strong capabilities in various aspects.
However, when applying them to the highly specialized, safe-critical legal domain, it is …
However, when applying them to the highly specialized, safe-critical legal domain, it is …
Disc-medllm: Bridging general large language models and real-world medical consultation
Z Bao, W Chen, S **ao, K Ren, J Wu, C Zhong… - arxiv preprint arxiv …, 2023 - arxiv.org
We propose DISC-MedLLM, a comprehensive solution that leverages Large Language
Models (LLMs) to provide accurate and truthful medical response in end-to-end …
Models (LLMs) to provide accurate and truthful medical response in end-to-end …
A survey on knowledge distillation of large language models
This survey presents an in-depth exploration of knowledge distillation (KD) techniques
within the realm of Large Language Models (LLMs), spotlighting the pivotal role of KD in …
within the realm of Large Language Models (LLMs), spotlighting the pivotal role of KD in …
A comprehensive survey on evaluating large language model applications in the medical industry
Y Huang, K Tang, M Chen, B Wang - arxiv preprint arxiv:2404.15777, 2024 - arxiv.org
Since the inception of the Transformer architecture in 2017, Large Language Models (LLMs)
such as GPT and BERT have evolved significantly, impacting various industries with their …
such as GPT and BERT have evolved significantly, impacting various industries with their …
Datasets for large language models: A comprehensive survey
This paper embarks on an exploration into the Large Language Model (LLM) datasets,
which play a crucial role in the remarkable advancements of LLMs. The datasets serve as …
which play a crucial role in the remarkable advancements of LLMs. The datasets serve as …
Medbench: A comprehensive, standardized, and reliable benchmarking system for evaluating chinese medical large language models
Ensuring the general efficacy and benefit for human beings from medical Large Language
Models (LLM) before real-world deployment is crucial. However, a widely accepted and …
Models (LLM) before real-world deployment is crucial. However, a widely accepted and …