Topic Modelling
Related Papers
Unsupervised Estimation of Word Usage Similarity
We present a method to estimate word use similarity independent of an external sense inventory. This method utilizes a topic- modelling approach to compute the similar- ity in usage of …...
Word Sense Induction for Novel Sense Detection
We apply topic modelling to automatically induce word senses of a target word, and demonstrate that our word sense induction method can be used to automatically de- tect words with …...
Bielefeld SC: Orthonormal Topic Modelling for Grammar Induction
In this paper, we consider the application of topic modelling to the task of induct- ing grammar rules. In particular, we look at the use of a recently developed method …...
Review Topic Discovery with Phrases using the Pólya Urn Model
Topic modelling has been popularly used to discover latent topics from text documents. Most existing models work on individual words. That is, they treat each topic as a distribution over …...
Evaluating a Topic Modelling Approach to Measuring Corpus Similarity
AbstractWeb corpora are often constructed automatically, and their contents are therefore often not well understood. One technique for assessing the composition of such a web corpus is to empirically measure …...
Discovering Conversation Spaces in the Public Discourse of Gender Violence: a Comparative Between Two Different Contexts
A huge factor in gender-based violence is per- ception and stigma, revealed by public dis- course. Topic modelling is useful for dis- course analysis and reveals prevalent topics and actors. …...
Apples to Apples: A Systematic Evaluation of Topic Models
AbstractFrom statistical to neural models, a wide variety of topic modelling algorithms have been proposed in the literature. However, because of the diversity of datasets and metrics, there have not …...
Privacy at Scale: Introducing the PrivaSeer Corpus of Web Privacy Policies
AbstractOrganisations disclose their privacy practices by posting privacy policies on their websites. Even though internet users often care about their digital privacy, they usually do not read privacy policies, since …...
An End-to-End Multilingual System for Automatic Minuting of Multi-Party Dialogues
In this paper, we present a pipeline for auto- matic minuting. This pipeline is an end-to-end system for minuting the multiparty dialogues of meetings. It provides multilingual com- munication and …...
Topic Modeling With Topological Data Analysis
AbstractRecent unsupervised topic modelling ap-proaches that use clustering techniques onword, token or document embeddings can ex-tract coherent topics. A common limitationof such approaches is that they reveal noth-ing about inter-topic …...
Developing a Multilingual Corpus of Wikipedia Biographies
AbstractFor many languages, Wikipedia is the most accessible source of biographical information. Studying how Wikipedia describes the lives of people can provide insights into societal biases, as well as cultural …...