Conversational information seeking

H Zamani, JR Trippas, J Dalton… - … and Trends® in …, 2023 - nowpublishers.com
Conversational information seeking (CIS) is concerned with a sequence of interactions
between one or more users and an information system. Interactions in CIS are primarily …

Chatqa: Surpassing gpt-4 on conversational qa and rag

Z Liu, W **, R Roy, P Xu, C Lee… - Advances in …, 2025 - proceedings.neurips.cc
In this work, we introduce ChatQA, a suite of models that outperform GPT-4 on retrieval-
augmented generation (RAG) and conversational question answering (QA). To enhance …

Flask: Fine-grained language model evaluation based on alignment skill sets

S Ye, D Kim, S Kim, H Hwang, S Kim, Y Jo… - arxiv preprint arxiv …, 2023 - arxiv.org
Evaluation of Large Language Models (LLMs) is challenging because instruction-following
necessitates alignment with human values and the required set of skills varies depending on …

Rankrag: Unifying context ranking with retrieval-augmented generation in llms

Y Yu, W **, Z Liu, B Wang, J You… - Advances in …, 2025 - proceedings.neurips.cc
Large language models (LLMs) typically utilize the top-k contexts from a retriever in retrieval-
augmented generation (RAG). In this work, we propose a novel method called RankRAG …

Towards human-centered proactive conversational agents

Y Deng, L Liao, Z Zheng, GH Yang… - Proceedings of the 47th …, 2024 - dl.acm.org
Recent research on proactive conversational agents (PCAs) mainly focuses on improving
the system's capabilities in anticipating and planning action sequences to accomplish tasks …

A survey on recent advances in conversational data generation

H Soudani, R Petcu, E Kanoulas, F Hasibi - arxiv preprint arxiv …, 2024 - arxiv.org
Recent advancements in conversational systems have significantly enhanced human-
machine interactions across various domains. However, training these systems is …

Proactive Conversational AI: A Comprehensive Survey of Advancements and Opportunities

Y Deng, L Liao, W Lei, G Yang, W Lam… - ACM Transactions on …, 2025 - dl.acm.org
Dialogue systems are designed to offer human users social support or functional services
through natural language interactions. Traditional conversation research has put significant …

A survey of conversational search

F Mo, K Mao, Z Zhao, H Qian, H Chen, Y Cheng… - arxiv preprint arxiv …, 2024 - arxiv.org
As a cornerstone of modern information access, search engines have become
indispensable in everyday life. With the rapid advancements in AI and natural language …

Interactive-chain-prompting: Ambiguity resolution for crosslingual conditional generation with interaction

J Pilault, X Garcia, A Bražinskas, O Firat - arxiv preprint arxiv:2301.10309, 2023 - arxiv.org
Crosslingual conditional generation (eg, machine translation) has long enjoyed the benefits
of scaling. Nonetheless, there are still issues that scale alone may not overcome. A source …

Ask-before-plan: Proactive language agents for real-world planning

X Zhang, Y Deng, Z Ren, SK Ng, TS Chua - arxiv preprint arxiv …, 2024 - arxiv.org
The evolution of large language models (LLMs) has enhanced the planning capabilities of
language agents in diverse real-world scenarios. Despite these advancements, the potential …