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相关论文: On Evaluating and Comparing Open Domain Dialog Sys…

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Growing up in an artificial intelligence-filled world, with Siri and Amazon Alexa often within arm's - or speech's - reach, could have significant impact on children. Conversational agents could influence how students anthropomorphize…

人机交互 · 计算机科学 2021-02-03 Jessica Van Brummelen , Viktoriya Tabunshchyk , Tommy Heng

Automatically evaluating the quality of dialogue responses for unstructured domains is a challenging problem. Unfortunately, existing automatic evaluation metrics are biased and correlate very poorly with human judgements of response…

计算与语言 · 计算机科学 2018-01-18 Ryan Lowe , Michael Noseworthy , Iulian V. Serban , Nicolas Angelard-Gontier , Yoshua Bengio , Joelle Pineau

Generating complex multi-turn goal-oriented dialogue agents is a difficult problem that has seen a considerable focus from many leaders in the tech industry, including IBM, Google, Amazon, and Microsoft. This is in large part due to the…

Large language models (LLMs) increasingly serve as educational tools, yet evaluating their teaching capabilities remains challenging due to the resource-intensive, context-dependent, and methodologically complex nature of teacher-student…

人工智能 · 计算机科学 2025-08-01 Yao Shi , Rongkeng Liang , Yong Xu

As LLMs continuously evolve, there is an urgent need for a reliable evaluation method that delivers trustworthy results promptly. Currently, static benchmarks suffer from inflexibility and unreliability, leading users to prefer human voting…

计算与语言 · 计算机科学 2024-10-08 Ruochen Zhao , Wenxuan Zhang , Yew Ken Chia , Weiwen Xu , Deli Zhao , Lidong Bing

Modern conversational agents such as Alexa and Google Assistant represent significant progress in speech recognition, natural language processing, and speech synthesis. But as these agents have grown more realistic, concerns have been…

人机交互 · 计算机科学 2021-08-05 William Seymour , Max Van Kleek

Large Language Models (LLMs) have shown remarkable reasoning capabilities in mathematical and scientific tasks. To enhance complex reasoning, multi-agent systems have been proposed to harness the collective intelligence of LLM agents.…

人工智能 · 计算机科学 2025-10-22 Zhenyu Bi , Meng Lu , Yang Li , Swastik Roy , Weijie Guan , Morteza Ziyadi , Xuan Wang

We introduce EvalAI, an open source platform for evaluating and comparing machine learning (ML) and artificial intelligence algorithms (AI) at scale. EvalAI is built to provide a scalable solution to the research community to fulfill the…

High-fidelity, AI-based simulated classroom systems enable teachers to rehearse effective teaching strategies. However, dialogue-oriented open-ended conversations such as teaching a student about scale factors can be difficult to model.…

Large language models (LLMs) have advanced conversational AI assistants. However, systematically evaluating how well these assistants apply personalization--adapting to individual user preferences while completing tasks--remains…

计算与语言 · 计算机科学 2025-06-12 Zheng Zhao , Clara Vania , Subhradeep Kayal , Naila Khan , Shay B. Cohen , Emine Yilmaz

Traditional methods for eliciting people's opinions face a trade-off between depth and scale: structured surveys enable large-scale data collection but limit respondents' ability to voice their opinions in their own words, while…

Recent advances in Large Language Models (LLMs) have propelled conversational AI from traditional dialogue systems into sophisticated agents capable of autonomous actions, contextual awareness, and multi-turn interactions with users. Yet,…

人工智能 · 计算机科学 2025-04-25 Emre Can Acikgoz , Cheng Qian , Hongru Wang , Vardhan Dongre , Xiusi Chen , Heng Ji , Dilek Hakkani-Tür , Gokhan Tur

Speech emotions play a crucial role in human-computer interaction, shaping engagement and context-aware communication. Despite recent advances in spoken dialogue systems, a holistic system for evaluating emotional reasoning is still…

Modern AI progress has been driven by ML methods that are generalizable across settings and scalable to larger regimes. As large language models demonstrate advanced capabilities in reasoning, coding, and engineering tasks, it is…

Dialog response ranking is used to rank response candidates by considering their relation to the dialog history. Although researchers have addressed this concept for open-domain dialogs, little attention has been focused on task-oriented…

计算与语言 · 计算机科学 2018-11-29 Junki Ohmura , Maxine Eskenazi

Open-domain dialogue systems have started to engage in continuous conversations with humans. Those dialogue systems are required to be adjusted to the human interlocutor and evaluated in terms of their perspective. However, it is…

计算与语言 · 计算机科学 2024-01-05 Yuma Tsuta , Naoki Yoshinaga , Shoetsu Sato , Masashi Toyoda

We introduce dodecaDialogue: a set of 12 tasks that measures if a conversational agent can communicate engagingly with personality and empathy, ask questions, answer questions by utilizing knowledge resources, discuss topics and situations,…

计算与语言 · 计算机科学 2020-04-30 Kurt Shuster , Da Ju , Stephen Roller , Emily Dinan , Y-Lan Boureau , Jason Weston

Despite significant research effort in the development of automatic dialogue evaluation metrics, little thought is given to evaluating dialogues other than in English. At the same time, ensuring metrics are invariant to semantically similar…

计算与语言 · 计算机科学 2023-09-11 John Mendonça , Patrícia Pereira , Helena Moniz , João Paulo Carvalho , Alon Lavie , Isabel Trancoso

Recent advances in multi-agentic systems (e.g. AutoGen, OpenAI Swarm) allow users to interact with a group of specialised AI agents rather than a single general-purpose agent. Despite the promise of this new paradigm, the HCI community has…

人机交互 · 计算机科学 2025-06-26 Sarah Schömbs , Yan Zhang , Jorge Goncalves , Wafa Johal

Dialogue Systems are tools designed for various practical purposes concerning human-machine interaction. These systems should be built on ethical foundations because their behavior may heavily influence a user (think especially about…

人工智能 · 计算机科学 2021-09-20 Abeer Dyoub , Stefania Costantini , Ivan Letteri , Francesca A. Lisi