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Continual learning for large language models: A survey
Large language models (LLMs) are not amenable to frequent re-training, due to high
training costs arising from their massive scale. However, updates are necessary to endow …
training costs arising from their massive scale. However, updates are necessary to endow …
Tool learning with large language models: A survey
Recently, tool learning with large language models (LLMs) has emerged as a promising
paradigm for augmenting the capabilities of LLMs to tackle highly complex problems …
paradigm for augmenting the capabilities of LLMs to tackle highly complex problems …
A survey on the memory mechanism of large language model based agents
Large language model (LLM) based agents have recently attracted much attention from the
research and industry communities. Compared with original LLMs, LLM-based agents are …
research and industry communities. Compared with original LLMs, LLM-based agents are …
Benchmarking the text-to-sql capability of large language models: A comprehensive evaluation
Large Language Models (LLMs) have emerged as a powerful tool in advancing the Text-to-
SQL task, significantly outperforming traditional methods. Nevertheless, as a nascent …
SQL task, significantly outperforming traditional methods. Nevertheless, as a nascent …
Controlling large language model-based agents for large-scale decision-making: An actor-critic approach
The remarkable progress in Large Language Models (LLMs) opens up new avenues for
addressing planning and decision-making problems in Multi-Agent Systems (MAS) …
addressing planning and decision-making problems in Multi-Agent Systems (MAS) …
Large language model-based human-agent collaboration for complex task solving
In recent developments within the research community, the integration of Large Language
Models (LLMs) in creating fully autonomous agents has garnered significant interest …
Models (LLMs) in creating fully autonomous agents has garnered significant interest …
Octopus: On-device language model for function calling of software apis
In the rapidly evolving domain of artificial intelligence, Large Language Models (LLMs) play
a crucial role due to their advanced text processing and generation abilities. This study …
a crucial role due to their advanced text processing and generation abilities. This study …
Position: Towards unified alignment between agents, humans, and environment
The rapid progress of foundation models has led to the prosperity of autonomous agents,
which leverage the universal capabilities of foundation models to conduct reasoning …
which leverage the universal capabilities of foundation models to conduct reasoning …
Chathuman: Language-driven 3d human understanding with retrieval-augmented tool reasoning
Numerous methods have been proposed to detect, estimate, and analyze properties of
people in images, including the estimation of 3D pose, shape, contact, human-object …
people in images, including the estimation of 3D pose, shape, contact, human-object …
Towards responsible generative ai: A reference architecture for designing foundation model based agents
Foundation models, such as large language models (LLMs), have been widely recognised
as transformative AI technologies due to their capabilities to understand and generate …
as transformative AI technologies due to their capabilities to understand and generate …