Improving factual consistency for knowledge-grounded dialogue systems via knowledge enhancement and alignment
Pretrained language models (PLMs) based knowledge-grounded dialogue systems are
prone to generate responses that are factually inconsistent with the provided knowledge …
prone to generate responses that are factually inconsistent with the provided knowledge …
JoTR: A Joint Transformer and Reinforcement Learning Framework for Dialog Policy Learning
Dialogue policy learning (DPL) is a crucial component of dialogue modelling. Its primary role
is to determine the appropriate abstract response, commonly referred to as the" dialogue …
is to determine the appropriate abstract response, commonly referred to as the" dialogue …
SeRTS: Self-Rewarding Tree Search for Biomedical Retrieval-Augmented Generation
Abstract Large Language Models (LLMs) have shown great potential in the biomedical
domain with the advancement of retrieval-augmented generation (RAG). However, existing …
domain with the advancement of retrieval-augmented generation (RAG). However, existing …
Improving Low-Resource Machine Translation Using Reinforcement Learning from Human Feedback.
L Wang, Y Xiao - Intelligent Automation & Soft Computing, 2024 - search.ebscohost.com
Abstract Neural Machine Translation is one of the key research directions in Natural
Language Processing. However, limited by the scale and quality of parallel corpus, the …
Language Processing. However, limited by the scale and quality of parallel corpus, the …
Enhancing Biomedical Knowledge Retrieval-Augmented Generation with Self-Rewarding Tree Search and Proximal Policy Optimization
Large Language Models (LLMs) have shown great potential in the biomedical domain with
the advancement of retrieval-augmented generation (RAG). However, existing retrieval …
the advancement of retrieval-augmented generation (RAG). However, existing retrieval …
KddRES: A Multi-level Knowledge-driven Dialogue Dataset for Restaurant Towards Customized Dialogue System
To alleviate the shortage of dialogue datasets for Cantonese, one of the low-resource
languages, and facilitate the development of customized task-oriented dialogue systems, we …
languages, and facilitate the development of customized task-oriented dialogue systems, we …