Datasets for large language models: A comprehensive survey

Y Liu, J Cao, C Liu, K Ding, L ** - ar** over time. This report primarily focuses on the GLM-4 language series, which …

Large language models for information retrieval: A survey

Y Zhu, H Yuan, S Wang, J Liu, W Liu, C Deng… - arxiv preprint arxiv …, 2023 - arxiv.org
As a primary means of information acquisition, information retrieval (IR) systems, such as
search engines, have integrated themselves into our daily lives. These systems also serve …

Mitigating large language model hallucinations via autonomous knowledge graph-based retrofitting

X Guan, Y Liu, H Lin, Y Lu, B He, X Han… - Proceedings of the AAAI …, 2024 - ojs.aaai.org
Incorporating factual knowledge in knowledge graph is regarded as a promising approach
for mitigating the hallucination of large language models (LLMs). Existing methods usually …

Knowledge-driven cot: Exploring faithful reasoning in llms for knowledge-intensive question answering

K Wang, F Duan, S Wang, P Li, Y **an, C Yin… - arxiv preprint arxiv …, 2023 - arxiv.org
Equipped with Chain-of-Thought (CoT), Large language models (LLMs) have shown
impressive reasoning ability in various downstream tasks. Even so, suffering from …

From matching to generation: A survey on generative information retrieval

X Li, J **, Y Zhou, Y Zhang, P Zhang, Y Zhu… - arxiv preprint arxiv …, 2024 - arxiv.org
Information Retrieval (IR) systems are crucial tools for users to access information, widely
applied in scenarios like search engines, question answering, and recommendation …

Rila: Reflective and imaginative language agent for zero-shot semantic audio-visual navigation

Z Yang, J Liu, P Chen, A Cherian… - Proceedings of the …, 2024 - openaccess.thecvf.com
Abstract We leverage Large Language Models (LLM) for zeroshot Semantic Audio Visual
Navigation (SAVN). Existing methods utilize extensive training demonstrations for …

Know where to go: Make LLM a relevant, responsible, and trustworthy searchers

X Shi, J Liu, Y Liu, Q Cheng, W Lu - Decision Support Systems, 2025 - Elsevier
Abstract The advent of Large Language Models (LLMs) has shown the potential to improve
relevance and provide direct answers in web searches. However, challenges arise in …

RACONTEUR: A Knowledgeable, Insightful, and Portable LLM-Powered Shell Command Explainer

J Deng, X Li, Y Chen, Y Bai, H Weng, Y Liu… - arxiv preprint arxiv …, 2024 - arxiv.org
Malicious shell commands are linchpins to many cyber-attacks, but may not be easy to
understand by security analysts due to complicated and often disguised code structures …