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Language understanding (LU) and dialogue policy learning are two essential components in conversational systems. Human-human dialogues are not well-controlled and often random and unpredictable due to their own goals and speaking habits.…

计算与语言 · 计算机科学 2017-10-03 Ta-Chung Chi , Po-Chun Chen , Shang-Yu Su , Yun-Nung Chen

A computational system implemented exclusively through the spiking of neurons was recently shown capable of syntax, that is, of carrying out the dependency parsing of simple English sentences. We address two of the most important questions…

计算与语言 · 计算机科学 2022-06-28 Daniel Mitropolsky , Adiba Ejaz , Mirah Shi , Mihalis Yannakakis , Christos H. Papadimitriou

This paper presents the first unsupervised approach to lexical semantic change that makes use of contextualised word representations. We propose a novel method that exploits the BERT neural language model to obtain representations of word…

计算与语言 · 计算机科学 2020-10-21 Mario Giulianelli , Marco Del Tredici , Raquel Fernández

This position paper provides a critical but constructive discussion of current practices in benchmarking and evaluative practices in the field of formal reasoning and automated theorem proving. We take the position that open code, open…

人工智能 · 计算机科学 2025-07-08 Roozbeh Yousefzadeh , Xuenan Cao

This paper proposes decoupling the dependency tree from word order, such that surface ordering is not determined by traversing the dependency tree. We develop the notion of a \emph{word order domain structure}, which is linked but…

cmp-lg · 计算机科学 2007-05-23 Norbert Broeker

Understanding the semantic relationships between terms is a fundamental task in natural language processing applications. While structured resources that can express those relationships in a formal way, such as ontologies, are still scarce,…

计算与语言 · 计算机科学 2018-06-21 Vivian S. Silva , Siegfried Handschuh , André Freitas

The neural architectures of language models are becoming increasingly complex, especially that of Transformers, based on the attention mechanism. Although their application to numerous natural language processing tasks has proven to be very…

计算与语言 · 计算机科学 2023-12-04 Pablo Gamallo

Dialogue disentanglement aims to detach the chronologically ordered utterances into several independent sessions. Conversation utterances are essentially organized and described by the underlying discourse, and thus dialogue disentanglement…

计算与语言 · 计算机科学 2023-06-13 Bobo Li , Hao Fei , Fei Li , Shengqiong Wu , Lizi Liao , Yinwei Wei , Tat-Seng Chua , Donghong Ji

Causal inference, a critical tool for informing business decisions, traditionally relies heavily on structured data. However, in many real-world scenarios, such data can be incomplete or unavailable. This paper presents a framework that…

机器学习 · 计算机科学 2026-02-17 Boning Zhou , Ziyu Wang , Han Hong , Haoqi Hu

Despite the increasing effectiveness of language models, their reasoning capabilities remain underdeveloped. In particular, causal reasoning through counterfactual question answering is lacking. This work aims to bridge this gap. We first…

计算与语言 · 计算机科学 2025-03-18 Alihan Hüyük , Xinnuo Xu , Jacqueline Maasch , Aditya V. Nori , Javier González

This paper outlines a general formal framework for reasoning systems, intended to support future analysis of inference architectures across domains. We model reasoning systems as structured tuples comprising phenomena, explanation space,…

人工智能 · 计算机科学 2025-08-05 Saleh Nikooroo , Thomas Engel

In `free word order' languages, every sentence is embedded in its specific context. Among others, the order of constituents is determined by the categories `theme', `rheme' and `contrastive focus'. This paper shows how to recognise and to…

cmp-lg · 计算机科学 2008-02-03 Ralf Steinberger

This paper proposes a formal framework for modeling the interaction of causal and (qualitative) epistemic reasoning. To this purpose, we extend the notion of a causal model with a representation of the epistemic state of an agent. On the…

人工智能 · 计算机科学 2020-11-02 Fausto Barbero , Katrin Schulz , Sonja Smets , Fernando R. Velázquez-Quesada , Kaibo Xie

Recent research on conversational search highlights the importance of mixed-initiative in conversations. To enable mixed-initiative, the system should be able to ask clarifying questions to the user. However, the ability of the underlying…

信息检索 · 计算机科学 2020-08-12 Antonios Minas Krasakis , Mohammad Aliannejadi , Nikos Voskarides , Evangelos Kanoulas

We study the problem of automatic fact-checking, paying special attention to the impact of contextual and discourse information. We address two related tasks: (i) detecting check-worthy claims, and (ii) fact-checking claims. We develop…

Modelling concept representation is a foundational problem in the study of cognition and linguistics. This work builds on the confluence of conceptual tools from G\"ardenfors semantic spaces, categorical compositional linguistics, and…

计算与语言 · 计算机科学 2020-08-07 James Hefford , Vincent Wang , Matthew Wilson

In this paper, we present a model of anaphor resolution within the framework of the centering model. The consideration of an incremental processing mode introduces the need to manage structural ambiguity at the center level. Hence, the…

cmp-lg · 计算机科学 2008-02-03 Udo Hahn , Michael Strube

This paper examines the discourse functions that different types of subjects perform in Italian within the centering framework. I build on my previous work (COLING90) that accounted for the alternation of null and strong pronouns in subject…

cmp-lg · 计算机科学 2008-02-03 Barbara Di Eugenio

Many studies were recently done for investigating the properties of contextual language models but surprisingly, only a few of them consider the properties of these models in terms of semantic similarity. In this article, we first focus on…

计算与语言 · 计算机科学 2021-11-25 Olivier Ferret

Smart word substitution aims to enhance sentence quality by improving word choices; however current benchmarks rely on human-labeled data. Since word choices are inherently subjective, ground-truth word substitutions generated by a small…

计算与语言 · 计算机科学 2025-02-18 Hongye Liu , Ricardo Henao