Opportunities for retrieval and tool augmented large language models in scientific facilitiesLANGUAGE modelsSCIENTIFIC apparatus & instrumentsINFORMATION needsLIGHT sourcesSOFTWARE development toolsUpgrades to
📝 Introduction ToolBeHonest aims at diagnosinghallucination issuesin large language models (LLMs) that are augmented with tools for real-world applications. We utilize a comprehensive diagnostic approach to assess LLMs' hallucinations through multi-level diagnostic processes and various toolset scenarios...
Scientific reasoning poses an excessive challenge for even the most advanced Large Language Models (LLMs). To make this task more practical and solvable for LLMs, we introduce a new task setting named tool-augmented scientific reasoning. This setting supplements LLMs with scalable toolsets,...
Large language models (LLMs) hold promise to serve complex health information needs but also have the potential to introduce harm and exacerbate health disparities. Reliably evaluating equity-related model failures is a critical step toward developing sy
TALM: Tool Augmented Language Models Toolformer: Language Models Can Teach Themselves to Use Tools 填充式工具使用 + InContext制造自监督样本 Toolformer是工具调用领域的前辈,使用LM监督微调得到可以进行Inline工具调用的模型。解码时,模型会在恰当的位置生成API调用的请求,并中止解码,去调用API得到返回值,把返回...
Large language models (LLMs) hold promise to serve complex health information needs but also have the potential to introduce harm and exacerbate health disparities. Reliably evaluating equity-related model failures is a critical step toward developing sy
API-Bank: A Comprehensive Benchmark for Tool-Augmented LLMs Minghao Li, Feifan Song, Yu Bowen, Haiyang Yu, Zhoujun Li, Fei Huang, Yongbin Li 2023 T-Eval: Evaluating the Tool Utilization Capability of Large Language...
前言:本文基于论文 “Tool Learning with Large Language Models: A Survey”(简称“本文献”)整理撰写,系统性地介绍了大型语言模型(LLMs)如何通过调用外部工具来增强自身能力,以及相关的最新研究进展。 一、引言 随着人工智能技术的迅猛发展,大型语言模型(Large Language Models,LLMs)展现出了惊人的自然语言理解与生成...
ToolQA is a open-source dataset specifically designed for evaluations on tool-augmented large language models (LLMs). This repo provides the dataset, the corresponding data generation code, and the implementations of baselines on our dataset. Features Our questions are selected and guaranteed that ...
Paper tables with annotated results for Can Tool-augmented Large Language Models be Aware of Incomplete Conditions?