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Current approaches in paraphrase generation and detection heavily rely on a single general similarity score, ignoring the intricate linguistic properties of language. This paper introduces two new tasks to address this shortcoming by…

计算与语言 · 计算机科学 2024-07-17 Jan Philip Wahle , Bela Gipp , Terry Ruas

Though linguistic knowledge emerges during large-scale language model pretraining, recent work attempt to explicitly incorporate human-defined linguistic priors into task-specific fine-tuning. Infusing language models with syntactic or…

计算与语言 · 计算机科学 2022-10-25 Changlong Yu , Tianyi Xiao , Lingpeng Kong , Yangqiu Song , Wilfred Ng

Constructing responses in task-oriented dialogue systems typically relies on information sources such the current dialogue state or external databases. This paper presents a novel approach to knowledge-grounded response generation that…

计算与语言 · 计算机科学 2023-10-23 Nicholas Thomas Walker , Stefan Ultes , Pierre Lison

Although the cultural (mis)alignment of Large Language Models (LLMs) has attracted increasing attention -- often framed in terms of cultural bias -- until recently there has been limited work on the design and development of datasets for…

Referential games offer a grounded learning environment for neural agents which accounts for the fact that language is functionally used to communicate. However, they do not take into account a second constraint considered to be fundamental…

计算与语言 · 计算机科学 2021-02-02 Gautier Dagan , Dieuwke Hupkes , Elia Bruni

Contextual influences on language often exhibit substantial cross-lingual regularities; for example, we are more verbose in situations that require finer distinctions. However, these regularities are sometimes obscured by semantic and…

计算与语言 · 计算机科学 2018-05-22 Will Monroe , Jennifer Hu , Andrew Jong , Christopher Potts

We consider generation and comprehension of natural language referring expression for objects in an image. Unlike generic "image captioning" which lacks natural standard evaluation criteria, quality of a referring expression may be measured…

计算机视觉与模式识别 · 计算机科学 2017-01-13 Ruotian Luo , Gregory Shakhnarovich

Pre-trained sequence-to-sequence language models have led to widespread success in many natural language generation tasks. However, there has been relatively less work on analyzing their ability to generate structured outputs such as…

计算与语言 · 计算机科学 2022-04-12 Swarnadeep Saha , Prateek Yadav , Mohit Bansal

Large language models possess general linguistic abilities but acquire language less efficiently than humans. This study proposes a method for integrating the developmental characteristics of working memory during the critical period, a…

计算与语言 · 计算机科学 2025-06-03 Masato Mita , Ryo Yoshida , Yohei Oseki

Image description task has been invariably examined in a static manner with qualitative presumptions held to be universally applicable, regardless of the scope or target of the description. In practice, however, different viewers may pay…

计算与语言 · 计算机科学 2018-05-02 Andrew Shin , Yoshitaka Ushiku , Tatsuya Harada

Culture is core to human civilization, and is essential for human intellectual achievements in social context. Culture also influences how humans work together, perform particular task and overall lifestyle and dealing with other groups of…

人机交互 · 计算机科学 2019-08-02 Hrishikesh Kulkarni , Bradly Alicea

A good empathetic dialogue system should first track and understand a user's emotion and then reply with an appropriate emotion. However, current approaches to this task either focus on improving the understanding of users' emotion or on…

计算与语言 · 计算机科学 2022-08-04 Yuhan Liu , Jun Gao , Jiachen Du , Lanjun Zhou , Ruifeng Xu

Recent Iterated Response (IR) models of pragmatics conceptualize language use as a recursive process in which agents reason about each other to increase communicative efficiency. These models are generally defined over complete utterances.…

计算与语言 · 计算机科学 2018-10-23 Reuben Cohn-Gordon , Noah D. Goodman , Christopher Potts

Large language models are increasingly capable of generating fluent-appearing text with relatively little task-specific supervision. But can these models accurately explain classification decisions? We consider the task of generating…

计算与语言 · 计算机科学 2022-05-06 Sarah Wiegreffe , Jack Hessel , Swabha Swayamdipta , Mark Riedl , Yejin Choi

Language models (LLMs) offer potential as a source of knowledge for agents that need to acquire new task competencies within a performance environment. We describe efforts toward a novel agent capability that can construct cues (or…

机器学习 · 计算机科学 2022-11-22 James R. Kirk , Robert E. Wray , Peter Lindes , John E. Laird

Grounding dialogue generation by extra knowledge has shown great potentials towards building a system capable of replying with knowledgeable and engaging responses. Existing studies focus on how to synthesize a response with proper…

计算与语言 · 计算机科学 2022-04-13 Xueliang Zhao , Tingchen Fu , Chongyang Tao , Wei Wu , Dongyan Zhao , Rui Yan

Prompting inputs with natural language task descriptions has emerged as a popular mechanism to elicit reasonably accurate outputs from large-scale generative language models with little to no in-context supervision. This also helps gain…

计算与语言 · 计算机科学 2023-08-17 Lisa Bauer , Karthik Gopalakrishnan , Spandana Gella , Yang Liu , Mohit Bansal , Dilek Hakkani-Tur

Large-scale deployment of large language models (LLMs) in various applications, such as chatbots and virtual assistants, requires LLMs to be culturally sensitive to the user to ensure inclusivity. Culture has been widely studied in…

Current large language models (LLMs) have demonstrated emerging capabilities in social intelligence tasks, including implicature resolution and theory-of-mind reasoning, both of which require substantial pragmatic understanding. However,…

计算与语言 · 计算机科学 2026-01-13 Kefan Yu , Qingcheng Zeng , Weihao Xuan , Wanxin Li , Jingyi Wu , Rob Voigt

Programming-by-example (PBE) systems aim to alleviate the burden of programming. However, user-specified examples are often ambiguous, leaving multiple programs to satisfy the specification. Consequently, in most prior work, users have had…

人机交互 · 计算机科学 2023-08-15 Priyan Vaithilingam , Yewen Pu , Elena L. Glassman