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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 …
Toolllm: Facilitating large language models to master 16000+ real-world apis
Despite the advancements of open-source large language models (LLMs), eg, LLaMA, they
remain significantly limited in tool-use capabilities, ie, using external tools (APIs) to fulfill …
remain significantly limited in tool-use capabilities, ie, using external tools (APIs) to fulfill …
Robot learning in the era of foundation models: A survey
The proliferation of Large Language Models (LLMs) has s fueled a shift in robot learning
from automation towards general embodied Artificial Intelligence (AI). Adopting foundation …
from automation towards general embodied Artificial Intelligence (AI). Adopting foundation …
Collm: Integrating collaborative embeddings into large language models for recommendation
Leveraging Large Language Models as recommenders, referred to as LLMRec, is gaining
traction and brings novel dynamics for modeling user preferences, particularly for cold-start …
traction and brings novel dynamics for modeling user preferences, particularly for cold-start …
Making large language models perform better in knowledge graph completion
Large language model (LLM) based knowledge graph completion (KGC) aims to predict the
missing triples in the KGs with LLMs. However, research about LLM-based KGC fails to …
missing triples in the KGs with LLMs. However, research about LLM-based KGC fails to …
Retrieval-augmented generation with knowledge graphs for customer service question answering
Z Xu, MJ Cruz, M Guevara, T Wang… - Proceedings of the 47th …, 2024 - dl.acm.org
In customer service technical support, swiftly and accurately retrieving relevant past issues is
critical for efficiently resolving customer inquiries. The conventional retrieval methods in …
critical for efficiently resolving customer inquiries. The conventional retrieval methods in …
Medical large language models are vulnerable to data-poisoning attacks
The adoption of large language models (LLMs) in healthcare demands a careful analysis of
their potential to spread false medical knowledge. Because LLMs ingest massive volumes of …
their potential to spread false medical knowledge. Because LLMs ingest massive volumes of …
Small llms are weak tool learners: A multi-llm agent
Large Language Model (LLM) agents significantly extend the capabilities of standalone
LLMs, empowering them to interact with external tools (eg, APIs, functions) and complete …
LLMs, empowering them to interact with external tools (eg, APIs, functions) and complete …
Urban generative intelligence (ugi): A foundational platform for agents in embodied city environment
Urban environments, characterized by their complex, multi-layered networks encompassing
physical, social, economic, and environmental dimensions, face significant challenges in the …
physical, social, economic, and environmental dimensions, face significant challenges in the …
Mathematical foundations of hallucination in transformer-based large language models for improvisation
A Gundogmusler, F Bayindiroglu… - Authorea Preprints, 2024 - techrxiv.org
Transformer architectures have revolutionized natural language processing through their
ability to handle longrange dependencies and generate contextually coherent text. Despite …
ability to handle longrange dependencies and generate contextually coherent text. Despite …