We introduce a simple and effective method to learn discourse-specific word embeddings (DSWE) for implicit discourse relation recognition. Specifically, DSWE is learned by performing connective classification on massive explicit discourse data, and capable of capturing discourse relationships between words. On the PDTB data set, using DSWE as features achieves significant improvements over base...

Mailing lists, newsgroups, and weblogs are just three examples of a large set of new discussion forums that are sited on the Internet. In these forums citizens across the world conduct a new form of many-to-many, cross-border relations. New forms of governance and collective action are taking place on the Internet and national and international governmental and non-governmental organizations pr...

It is sometimes claimed (cf. that discourse has a tree structure which reeects the semantic structure of discourse. In this paper, I argue that this claim is problematic in cases of discourse multiple dependencies i.e. cases where one discourse segment is semantically related to two discourse segments. I develop a discourse framework which is based on Scha/Polanyi 1988] but integrates ideas fro...

Digitalization and the emergence of the Internet have resulted in escalating access to information and communication. Given the circumstances that soaring access to information amounts to the intensification of misinformation and disinformation, a set of critical skills to navigate and critically assess the information is necessary. This paper outlines the significance of these skills, and prov...

background and purpose: consideringbackground and purpose: considering the importance and necessity of competency-based education at a global level and with respect to globalization and the requirement of minimum competencies in medical fields, medical education communities and organizations worldwide have tried to determine the competencies, present frameworks and education models to respond t...

Not much is known about the linguistic resources other than discourse connectors for signalling coherence relations. We present here non discourse connector resources for marking coherence relations, namely “discourse verbs” and “discourse prepositions”. “Discourse verbs” are verbs such as precede or cause which take as arguments eventualities or facts. They enter into competition with discours...

Discourse connectives (e.g. however, because) are terms that can explicitly convey a discourse relation within a text. While discourse connectives have been shown to be an effective clue to automatically identify discourse relations, they are not always used to convey such relations, thus they should first be disambiguated between discourse-usage and non-discourse-usage. In this paper, we inves...

We present a cross-lingual discourse relation analysis based on a parallel corpus with discourse information available only for one language. First, we conduct a corpus study to explore differences in discourse organization between Chinese and English, including differences in information packaging, implicit/explicit discourse expression divergence, and discourse connective ambiguities. Second,...