5,419,840 AI resources indexedWorking toward the world’s largest AI resource index.

PDF

Assisted Debate Builder with Large Language Models

We introduce ADBL2, an assisted debate builder tool. It is based on the capability of large language models to generalise and perform relation-based argument mining in a wide-variety of domains. It is the first open-source tool that leverages relation-based mining for (1) the verification of pre-established relations in a debate and (2) the assisted creation of new arguments by means of large language models. ADBL2 is highly modular and can work with any open-source large language models that are used as plugins. As a by-product, we also provide the first fine-tuned Mistral-7B large language model for relation-based argument mining, usable by

Resource information

Authors
Faugier, Elliot, Armetta, Frédéric, Bonifati, Angela, Yun, Bruno
Research area
Artificial intelligence
Research topics
Computation and Language (cs.CL), Artificial Intelligence (cs.AI), FOS: Computer and information sciences, FOS: Computer and information sciences
Publication date
2024
DOI
10.48550/arxiv.2405.13015
Upstream last modified
May 23, 2024
License
Creative Commons Attribution 4.0 International
Last record update
Nov 5, 2026

About this resource

We introduce ADBL2, an assisted debate builder tool. It is based on the capability of large language models to generalise and perform relation-based argument mining in a wide-variety of domains. It is the first open-source tool that leverages relation-based mining for (1) the verification of pre-established relations in a debate and (2) the assisted creation of new arguments by means of large language models. ADBL2 is highly modular and can work with any open-source large language models that are used as plugins. As a by-product, we also provide the first fine-tuned Mistral-7B large language model for relation-based argument mining, usable by ADBL2, which outperforms existing approaches for this task with an overall F1-score of 90.59% across all domains.