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We present ClidSum, a benchmark dataset for building cross-lingual summarization systems on dialogue documents. It consists of 67k+ dialogue documents from two subsets (i.e., SAMSum and MediaSum) and 112k+ annotated summaries in different…

计算与语言 · 计算机科学 2022-10-18 Jiaan Wang , Fandong Meng , Ziyao Lu , Duo Zheng , Zhixu Li , Jianfeng Qu , Jie Zhou

Task-oriented dialogue (TOD) systems aim to efficiently handle task-oriented conversations, including information collection. How to utilize TOD accurately, efficiently and effectively for information collection has always been a critical…

Talk2AI is a large-scale longitudinal dataset of 3,080 conversations (totaling 30,800 turns) between human participants and Large Language Models (LLMs), designed to support research on persuasion, opinion change, and human-AI interaction.…

Conversational recommendation systems elicit user preferences by interacting with users to obtain their feedback on recommended commodities. Such systems utilize a multi-armed bandit framework to learn user preferences in an online manner…

机器学习 · 计算机科学 2024-07-29 Shuhua Yang , Hui Yuan , Xiaoying Zhang , Mengdi Wang , Hong Zhang , Huazheng Wang

We release MMSMR, a Massively Multi-System MultiReference dataset to enable future work on metrics and evaluation for dialog. Automatic metrics for dialogue evaluation should be robust proxies for human judgments; however, the verification…

计算与语言 · 计算机科学 2024-11-20 Huda Khayrallah , Zuhaib Akhtar , Edward Cohen , Jyothir S , João Sedoc

Recent advances in conversational AI have demonstrated impressive capabilities in single-turn responses, yet multi-turn dialogues remain challenging for even the most sophisticated language models. Current dialogue datasets are limited in…

计算与语言 · 计算机科学 2025-05-27 Alkis Koudounas , Moreno La Quatra , Elena Baralis

Large language models for vertical domains are bottlenecked by the scarcity of complex, domain-specific task-oriented dialogues. Existing data acquisition pipelines face a persistent trilemma: expert annotation is expensive, real-world…

计算与语言 · 计算机科学 2026-05-26 Liang Xue , Haoyu Liu , Cheng Wang , Pengyu Chen , Haozhuo Zheng , Yang Liu

We present the corpus called HealthCall. This was recorded in real-life conditions in the call center of Malakoff Humanis. It includes two separate audio channels, the first one for the customer and the second one for the agent. Each…

计算与语言 · 计算机科学 2022-08-23 Nikola Lackovic , Claude Montacié , Gauthier Lalande , Marie-José Caraty

Code-switching is a widespread practice among the world's multilingual majority, yet few benchmarks accurately reflect its complexity in everyday communication. We present PingPong, a benchmark for natural multi-party code-switching…

Large-scale pre-training has shown remarkable performance in building open-domain dialogue systems. However, previous works mainly focus on showing and evaluating the conversational performance of the released dialogue model, ignoring the…

计算与语言 · 计算机科学 2023-10-24 Yuxian Gu , Jiaxin Wen , Hao Sun , Yi Song , Pei Ke , Chujie Zheng , Zheng Zhang , Jianzhu Yao , Lei Liu , Xiaoyan Zhu , Minlie Huang

In this work, we introduce Ducho 2.0, the latest stable version of our framework. Differently from Ducho, Ducho 2.0 offers a more personalized user experience with the definition and import of custom extraction models fine-tuned on specific…

信息检索 · 计算机科学 2024-03-19 Matteo Attimonelli , Danilo Danese , Daniele Malitesta , Claudio Pomo , Giuseppe Gassi , Tommaso Di Noia

We present our submission to Task 3 (Discourse Relation Classification) of the DISRPT 2025 shared task. Task 3 introduces a unified set of 17 discourse relation labels across 39 corpora in 16 languages and six discourse frameworks, posing…

计算与语言 · 计算机科学 2025-09-23 Nawar Turk , Daniele Comitogianni , Leila Kosseim

Existing conversational datasets consist either of written proxies for dialog or small-scale transcriptions of natural speech. We introduce 'Interview': a large-scale (105K conversations) media dialog dataset collected from news interview…

计算与语言 · 计算机科学 2020-04-08 Bodhisattwa Prasad Majumder , Shuyang Li , Jianmo Ni , Julian McAuley

MIRACL (Multilingual Information Retrieval Across a Continuum of Languages) is a multilingual dataset we have built for the WSDM 2023 Cup challenge that focuses on ad hoc retrieval across 18 different languages, which collectively encompass…

Establishing retrieval-based dialogue systems that can select appropriate responses from the pre-built index has gained increasing attention from researchers. For this task, the adoption of pre-trained language models (such as BERT) has led…

计算与语言 · 计算机科学 2021-10-04 Chongyang Tao , Jiazhan Feng , Chang Liu , Juntao Li , Xiubo Geng , Daxin Jiang

Measuring advances in retrieval requires test collections with relevance judgments that can faithfully distinguish systems. This paper presents NeuCLIRTech, an evaluation collection for cross-language retrieval over technical information.…

State-of-the-art conversational agents have advanced significantly in conjunction with the use of large transformer-based language models. However, even with these advancements, conversational agents still lack the ability to produce…

计算与语言 · 计算机科学 2020-10-21 Sashank Santhanam , Wei Ping , Raul Puri , Mohammad Shoeybi , Mostofa Patwary , Bryan Catanzaro

Conversational agents are gaining popularity with the increasing ubiquity of smart devices. However, training agents in a data driven manner is challenging due to a lack of suitable corpora. This paper presents a novel method for gathering…

Identifying factors that make ad text attractive is essential for advertising success. This study proposes AdParaphrase v2.0, a dataset for ad text paraphrasing, containing human preference data, to enable the analysis of the linguistic…

计算与语言 · 计算机科学 2025-05-28 Soichiro Murakami , Peinan Zhang , Hidetaka Kamigaito , Hiroya Takamura , Manabu Okumura

Conversational recommender systems aim to provide personalized recommendations via natural language interactions. However, existing approaches either decouple recommendation from dialog generation or rely on retrieval-based pipelines,…

信息检索 · 计算机科学 2026-05-22 Sixiao Zhang , Mingrui Liu , Cheng Long