Professor Matthew Purver, BA MPhil PhD

Professor of Computational Linguistics
Email: m.purver@qmul.ac.ukTelephone: +44 20 7882 7236Room Number: Peter Landin, CS 403Website: http://www.eecs.qmul.ac.uk/~mpurverOffice Hours: Wednesday 13:00-15:00
Teaching
Natural Language Processing (Postgraduate)
Natural Language Processing (aka Computational Linguistics) has become an important and growing field in the last decade. Many of the most important applications for computing now involve the processing and understanding of spoken or written language: machine translation, question answering, news summarisation, text and opinion mining, and spoken dialogue systems like the iPhone's Siri. This module will introduce the core techniques in language processing, including statistical and rule-based approaches, and show how to apply them to the main application areas.
Neural Networks and NLP (Postgraduate)
Natural Language Processing (NLP) has become one of the most important technologies in Artificial Intelligence. Automatic methods for processing natural language now find application in almost every aspect of our communication in person or online, in particular through social media. The increased use of Neural Networks has played an important role in the most recent progress of NLP, as NN techniques have delivered improved performance in applications ranging from language modelling (next word prediction) to speech to machine translation to sentiment analysis. The proposed module provides a thorough introduction to this cutting-edge approach to developing NLP systems.
Research
Research Interests:
- Computational linguistics / natural language processing
- Semantics and pragmatics of natural language
- Dialogue modelling and dialogue systems
- Mental health and dialogue
- Social media analysis
- Computational social science
Publications
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Ghinassi I, Wang L, Newell C et al. (2023). Multimodal Topic Segmentation of Podcast Shows with Pre-trained Neural Encoders. Proceedings of the 2023 ACM International Conference on Multimedia Retrieval
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Healey PGT, Howes C, Kempson R et al. (2023). Who's there?: Depicting identity in interaction. nameOfConference
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McQuistin S, Karan M, Khare P et al. (2023). Errare humanum est: What do RFC Errata say about Internet Standards?. nameOfConference
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Ghinassi I, Purver M, Phan H et al. (2023). Exploring Pre-Trained Neural Audio Representations for Audio Topic Segmentation. nameOfConference
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Karan M, Khare P, Shekhar R et al. (2023). LEDA: a Large-Organization Email-Based Decision-Dialogue-Act Analysis Dataset. Findings of the Association for Computational Linguistics: ACL 2023
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Nakwijit P, Samir M, Purver M (2023). Lexicools at SemEval-2023 Task 10: Sexism Lexicon Construction via XAI. Proceedings of the The 17th International Workshop on Semantic Evaluation (SemEval-2023)
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Hosseini P, Hosseini M, Al-azzawi S et al. (2023). Lon-eå at SemEval-2023 Task 11: A Comparison of Activation Functions for Soft and Hard Label Prediction. Proceedings of the The 17th International Workshop on Semantic Evaluation (SemEval-2023)
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Gan Y, Chen X, Purver M (2023). Re-appraising the Schema Linking for Text-to-SQL. Findings of the Association for Computational Linguistics: ACL 2023
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Wright GA, Purver M (2023). Self-Comprehension for More Coherent Language Generation. nameOfConference
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Khare P, Shekhar R, Karan M et al. (2023). Tracing Linguistic Markers of Influence in a Large Online Organisation. Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers)
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Shekhar R, Karan M, Purver M (2022). CoRAL: a Context-aware Croatian Abusive Language Dataset. Findings of the ACL: AACL-IJCNLP
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Wright GA, Purver M (2022). A Self-Evaluating Architecture for Describing Data. nameOfConference
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Poesio M, Bartle R, Chamberlain J et al. (2022). ARCIDUCA: Annotating Reference and Coreference In Dialogue Using Conversational Agents in games. nameOfConference
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Gregoromichelaki E, Eshghi A, Howes C et al. (2022). Language and Cognition as Distributed Process and Interactions. Proceedings of the 26th Workshop on the Semantics and Pragmatics of Dialogue
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Purver M, Martinc M, Ichev R et al. (2022). Tracking Changes in ESG Representation: Initial Investigations in UK Annual Reports. Proceedings of the First Computing Social Responsibility Workshop within the 13th Language Resources and Evaluation Conference
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Nakwijit P, Purver M (2022). Misspelling Semantics In Thai. The International Conference on Language Resources and Evaluation 2022
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Khare P, Karan M, McQuistin S et al. (2022). The Web We Weave: Untangling the Social Graph of the IETF. AAAI 16th International Conference on Web and Social Media (ICWSM)
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Tran HTH, Martinc M, Purver M et al. (2022). JSI at SemEval-2022 Task 1: CODWOE - Reverse Dictionary: Monolingual, multilingual, and cross-lingual approaches. nameOfConference
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Koloski B, Montariol S, Purver M et al. (2022). Knowledge informed sustainability detection from short financial texts. nameOfConference
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Gan Y, Chen X, Huang Q et al. (2022). Measuring and Improving Compositional Generalization in Text-to-SQL via Component Alignment. nameOfConference
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Gan Y, Chen X, Xie J et al. (2021). Natural SQL: Making SQL Easier to Infer from Natural Language Specifications. Findings of the Association for Computational Linguistics: EMNLP 2021
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McQuistin S, Karan M, Khare P et al. (2021). Characterising the IETF through the lens of RFC deployment. nameOfConference
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Gan Y, Chen X, Purver M (2021). Exploring Underexplored Limitations of Cross-Domain Text-to-SQL Generalization. 2021 Conference on Empirical Methods in Natural Language Processing
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Del Bosque Trevino JE, Hough J, Purver M (2021). Communicative Grounding of Analogical Explanations in Dialogue: A Corpus Study of Conversational Management Acts and Statistical Sequence Models for Tutoring through Analogy. Reasoning and Interaction
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WRIGHT G, Purver M (2021). Evaluating Natural Language Descriptions Generated in a Workspace-Based Architecture. Proceedings of the 12th International Conference on Computational Creativity (ICCC)
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Gkoumas D, Wang B, Tsakalidis A et al. (2021). A Longitudinal Multi-modal Dataset for Dementia Monitoring and Diagnosis. nameOfConference
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Nasreen S, HOUGH J, Purver M (2021). Detecting Alzheimer's Disease using Interactional and Acoustic features from Spontaneous Speech. Interspeech
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Zosa E, Shekhar R, Karan M et al. (2021). Not All Comments are Equal: Insights into Comment Moderation from a Topic-Aware Model. Recent Advances in Natural Language Processing
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Karan M, Khare P, Healey P et al. (2021). Mitigating Topic Bias when Detecting Decisions in Dialogue. SIGDIAL: 22nd Annual Meeting of the Special Interest Group on Discourse and Dialogue
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Nasreen S, HOUGH J, Purver M (2021). Rare-Class Dialogue Act Tagging for Alzheimer's Disease Diagnosis. SIGDIAL: 22nd Annual Meeting of the Special Interest Group on Discourse and Dialogue
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Ulčar M, Žagar A, Armendariz CS et al. (2021). Evaluation of contextual embeddings on less-resourced languages. nameOfConference
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Purver M, Sadrzadeh M, Kempson R et al. (2021). Incremental Composition in Distributional Semantics. nameOfConference
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Pelicon A, Shekhar R, Skrlj B et al. (2021). Investigating cross-lingual training for offensive language detection.. nameOfConference
DOI: 10.7717/peerj-cs.559
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Nasreen S, Rohanian M, Hough J et al. (2021). Alzheimer’s Dementia Recognition From Spontaneous Speech Using Disfluency and Interactional Features. nameOfConference
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Pollak S, Robnik-Šikonja M, Purver M et al. (2021). EMBEDDIA Tools, Datasets and Challenges: Resources and Hackathon Contributions. EACL workshop on News Media Content Analysis and Automated Report Generation
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Pelicon A, Shekhar R, Martinc M et al. (2021). Zero-shot Cross-lingual Content Filtering: Offensive Language and Hate Speech Detection. EACL workshop on News Media Content Analysis and Automated Report Generation
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Rohanian M, Hough J, Purver M (2021). Alzheimer's dementia recognition using acoustic, lexical, disfluency and speech pause features robust to noisy inputs. nameOfConference
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Gan Y, Chen X, Purver M (2021). Exploring Underexplored Limitations of Cross-Domain Text-to-SQL Generalization. nameOfConference
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Rohanian M, Hough J, Purver M (2021). Multi-modal fusion with gating using audio, lexical and disfluency features for Alzheimer's Dementia recognition from spontaneous speech.. nameOfConference
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Gan Y, Chen X, Huang Q et al. (2021). Towards robustness of text-to-SQL models against synonym substitution. nameOfConference
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McGregor S, Purver M, Wiggins G (2020). Metaphor generation through context sensitive distributional semantics. nameOfConference
DOI: 10.1075/ftl.10.15mcg
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Rohanian M, Hough J, Purver M (2020). Multi-modal fusion with gating using audio, lexical and disfluency features for Alzheimer's Dementia recognition from spontaneous speech. Annual Conference of the International Speech Communication Association, INTERSPEECH
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Gregoromichelaki E, Mills G, Howes C et al. (2020). Completability vs (In)completeness. nameOfConference
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Shekhar R, Pranjić M, Pollak S et al. (2020). Automating News Comment Moderation with Limited Resources: Benchmarking in Croatian and Estonian. nameOfConference
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Lau JH, Armendariz CS, Lappin S et al. (2020). How Furiously Can Colourless Green Ideas Sleep? Sentence Acceptability in Context.. nameOfConference
DOI: 10.1162/tacl_a_00315
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Lau JH, Santos Armendariz C, Lappin S et al. (2020). How Furiously Can Colourless Green Ideas Sleep? Sentence Acceptability in Context. nameOfConference
DOI: 10.1162/tacl_a_00315
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Gan Y, Purver M, Woodward JR (2020). A Review of Cross-Domain Text-to-SQL Models. nameOfConference
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Gan Y, Purver M, Woodward JR (2020). A Review of Cross-Domain Text-to-SQL Models.. nameOfConference
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Armendariz CS, Purver M, Ulcar M et al. (2020). CoSimLex: A Resource for Evaluating Graded Word Similarity in Context.. nameOfConference
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Wright GA, Purver M (2020). Creative Language Generation in a Society of Engagement and Reflection.. nameOfConference
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Armendariz CS, Purver M, Pollak S et al. (2020). SemEval-2020 Task 3: Graded Word Similarity in Context. nameOfConference
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Tabak T, Purver M (2020). Temporal Mental Health Dynamics on Social Media. Proceedings of the 1st Workshop on NLP for COVID-19 (Part 2) at EMNLP 2020
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Tabak T, Purver M (2020). Temporal Mental Health Dynamics on Social Media.. 1st Workshop on NLP for COVID-19 (Part 2) at EMNLP 2020
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Supej A, Plahuta M, Purver M et al. (2019). Gender, Language and Society - Word Embeddings as a Reflection of Social Inequalities in Linguistic Corpora. Znanost in družbe prihodnosti, Slovensko sociološko srečanje [Annual meeting of the Slovenian Sociological Association: Science and future societies]
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Armendariz CS, Purver M, Ulčar M et al. (2019). CoSimLex: A Resource for Evaluating Graded Word Similarity in Context. nameOfConference
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Rohanian M, Hough J, Purver M (2019). Detecting depression with word-level multimodal fusion. 20th Annual Conference of the International Speech Communication Association - INTERSPEECH
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Nasreen S, Purver M, Hough J (2019). A Corpus Study on Questions, Responses and Misunderstanding Signals in Conversations with Alzheimer’s Patients. nameOfConference
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MCGREGOR SE, AGRES K, Rataj K et al. (2019). Re-Representing Metaphor: Modelling metaphor perception using dynamically contextual distributional semantics. nameOfConference
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Droog-Hayes M, Wiggins GA, Purver M (2019). Detecting Summary-Worthy Sentences: The Effect of Discourse Features. nameOfConference
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Xiao P, Toivonen H, Gross O et al. (2019). Conceptual representations for computational concept creation. nameOfConference
DOI: 10.1145/3186729
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DROOG-HAYES M, WIGGINS GA, PURVER MRJ (2019). Detecting Summary-worthy Sentences: the Effect of Discourse Features. 13th IEEE International Conference on Semantic Computing
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Sadrzadeh M, Purver M, Hough J et al. (2018). Exploring Semantic Incrementality with Dynamic Syntax and Vector Space Semantics. nameOfConference
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Alharbi S, Purver M (2018). Applying Distributional Semantics to Enhance Classifying Emotions in Arabic Tweets. Computer Science & Information Technology
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PURVER MRJ, HOUGH J, HOWES C (2018). Computational Models of Miscommunication Phenomena. nameOfConference
DOI: 10.1111/tops.12324
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HOUGH J, PURVER MRJ (2017). Probabilistic Record Type Lattices for Incremental Reference Processing. nameOfConference
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Concannon S, Healey P, Purver M (2017). How natural is argument in natural dialogue?. Computational Models of Natural Argument
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Chesney S, Liakata M, Poesio M et al. (2017). Incongruent headlines: Yet anotherway to mislead your readers. nameOfConference
DOI: 10.18653/v1/w17-4210
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FORTH J, AGRES K, PURVER MRJ et al. (2016). Entraining IDyOT: timing in the information dynamics of thinking. nameOfConference
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McGregor S, Purver M, Wiggins G (2016). Words, concepts, and the geometry of analogy. Workshop on Semantic Spaces at the Intersection of NLP, Physics and Cognitive Science
DOI: 10.4204/EPTCS.221.5
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HEALEY PGT, HOWES C, HOUGH J et al. (2016). Better late than Now-or-Never: The case of interactive repair phenomena. nameOfConference
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Maleshkova J, Purver M, Weyrich T et al. (2016). Interactivity and User Engagement in Art Presentation Interfaces. nameOfConference
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Maleshkova J, Purver M, Weyrich T et al. (2016). Investigating Design and Evaluation Guidelines for Interactive Presentation of Visual Art. nameOfConference
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McGregor S, Purver M, Wiggins G (2016). Process based evaluation of computer generated poetry. nameOfConference
DOI: 10.18653/v1/w16-5508
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Milajevs D, Sadrzadeh M, Purver M (2016). Robust co-occurrence quantification for lexical distributional semantics. nameOfConference
DOI: 10.18653/v1/p16-3009
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Sylwester K, Purver M (publicationYear). Twitter Language Use Reflects Psychological Differences between Democrats and Republicans. nameOfConference
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Kempson R, Cann R, Eshghi A et al. (2015). Ellipsis. nameOfConference
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Concannon S, Healey P, Purver M (2015). Shifting Opinions: Experiments on Agreement and Disagreement in Dialogue. 19th SemDial Workshop on the Semantics and Pragmatics of Dialogue (goDIAL)
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Concannon S, Healey PGT, Purver M (2015). Taking a Stance: a Corpus Study of Reported Speech. 19th SemDial Workshop on the Semantics and Pragmatics of Dialogue (goDIAL)
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McGregor S, Purver M, Wiggins G (2015). An Emergent Model of Metaphors as Transformations of Vector Spaces. nameOfConference
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Agres K, McGregor S, Purver M et al. (2015). Conceptualizing Creativity: From Distributional Semantics to Conceptual Spaces. nameOfConference
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Eshghi A, Howes C, Gregoromichelaki E et al. (2015). Feedback in Conversation as Incremental Semantic Update. International Conference on Computational Semantics
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McGregor S, Agres K, Purver M et al. (2015). From Distributional Semantics to Conceptual Spaces: A Novel Computational Method for Concept Creation. nameOfConference
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Yuan Z, Purver M (2015). Predicting Emotion Labels for Chinese Microblog Texts. nameOfConference
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Milajevs D, Kartsaklis D, Sadrzadeh M et al. (2014). Evaluating Neural Word Representations in Tensor-Based Compositional Settings. nameOfConference
DOI: 10.3115/v1/d14-1079
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Hough J, Purver M (2014). Strongly Incremental Repair Detection. nameOfConference
DOI: 10.3115/v1/d14-1009
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Howes C, Hough J, Purver M et al. (2014). Helping, I Mean Assessing Psychiatric Communication: An Application of Incremental Self-Repair Detection. nameOfConference
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Concannon S, Purver M (2014). Inferring Cultural Preference of Arts Audiences Through Twitter Data. nameOfConference
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Purver M (2014). A Simple Baseline for Discriminating Similar Languages. nameOfConference
DOI: 10.3115/v1/w14-5318
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Maleshkova J, Purver M (2014). Beyond the White Cube: Presentation of Visual Art in Interactive 3D Environments. nameOfConference
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Purver M, Hough J, Gregoromichelaki E (2014). Dialogue and Compound Contributions. nameOfConference
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Howes C, Purver M, McCabe R (2014). Linguistic Indicators of Severity and Progress in Online Text-based Therapy for Depression. nameOfConference
DOI: 10.3115/v1/w14-3202
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Dacres S, Haddadi H, Purver M (2014). Topic and Sentiment Analysis on OSNs: a Case Study of Advertising Strategies on Twitter. nameOfConference
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Milajevs D, Purver M (2014). Investigating the Contribution of Distributional Semantic Information for Dialogue Act Classification. nameOfConference
DOI: 10.3115/v1/w14-1505
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Hough J, Purver M (2014). Probabilistic Type Theory for Incremental Dialogue Processing. nameOfConference
DOI: 10.3115/v1/w14-1410
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Farion C, Purver M (2014). "Did you pack your keys?" Smart objects and forgetfulness. nameOfConference
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Healey PGT, Purver M, Howes C (2014). Divergence in dialogue.. nameOfConference
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Milajevs D, Kartsaklis D, Sadrzadeh M et al. (2014). Evaluating Neural Word Representations in Tensor-Based Compositional Settings.. nameOfConference
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Hough J, Purver M (2013). Modelling Expectation in the Self-Repair Processing of Annotat-, um, Listeners. SemDial Workshop on the Semantics and Pragmatics of Dialogue
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Eshghi A, Hough J, Purver M (2013). Incremental Grammar Induction from Child-Directed Dialogue Utterances. Proceedings of the Fourth Annual Workshop on Cognitive Modeling and Computational Linguistics (CMCL)
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Howes C, Purver M, McCabe R (2013). Using Conversation Topics for Predicting Therapy Outcomes in Schizophrenia. nameOfConference
DOI: 10.4137/BII.S11661
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Howes C, Purver M, McCabe R (2013). Investigating Topic Modelling for Therapy Dialogue Analysis. nameOfConference
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Farion C, Purver M (2013). Message Bag: Can Assistive Technology Combat Forgetfulness?. 4th Augmented Human International Conference
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Eshghi A, Purver M, Hough J (2013). Probabilistic Induction for an Incremental Semantic Grammar. nameOfConference
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Eshghi A, Purver M, Hough J et al. (2013). Probabilistic grammar induction in an incremental semantic framework. nameOfConference
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Fox S, Ehlen P, Purver M (2011). Enabling Distributed Communication of Manual Skills. nameOfConference
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Gregoromichelaki E, Kempson R, Purver M et al. (2011). Incrementality and Intention-Recognition in Utterance Processing. nameOfConference
DOI: 10.5087/dad.2011.109
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Kempson R, Gregoromichelaki E, Meyer-Viol W et al. (2011). Natural-language Syntax as Procedures for Interpretation: the Dynamics of Ellipsis Construal. nameOfConference
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Howes C, Purver M, HEALEY PGT et al. (2011). On Incrementality in Dialogue: Evidence from Compound Contributions. nameOfConference
DOI: 10.5087/dad.2011.111
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Howes C, Purver M, Healey PGT et al. (2011). On Incrementality in Dialogue: Evidence from Compound Contributions. nameOfConference
DOI: 10.5087/dad.2011.111
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Tur G, Stolcke A, Voss L et al. (2010). The CALO Meeting Assistant System. nameOfConference
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Gargett A, Gregoromichelaki E, Kempson R et al. (2009). Grammar resources for modelling dialogue dynamically.. nameOfConference
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Purver M, Fernández R, Frampton M et al. (2009). Cascaded Lexicalised Classifiers for Second-Person Reference Resolution. SIGDIAL 200910th Annual SIGDIAL Meeting on Discourse and Dialogue (SIGDIAL 2009 Conference)
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Purver M, Howes C, Healey PGT et al. (2009). Split utterances in dialogue. Proceedings of the SIGDIAL 2009 Conference on The 10th Annual Meeting of the Special Interest Group on Discourse and Dialogue - SIGDIAL '09
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Dowman M, Savova V, Griffiths TL et al. (2008). A Probabilistic Model of Meetings That Combines Words and Discourse Features. nameOfConference
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Fernández R, Frampton M, Ehlen P et al. (2008). Modelling and Detecting Decisions in Multi-Party Dialogue. nameOfConference
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Purver M, Niekrasz J, Ehlen P (2008). Automatic Annotation of Dialogue Structure from Simple User Interaction. nameOfConference
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Ehlen P, Purver M, Niekrasz J et al. (2008). Meeting Adjourned: Off-line Learning Interfaces for Automatic Meeting Understanding. nameOfConference
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Tur G, Sfolcke A, Voss L et al. (2008). THE CALO MEETING SPEECH RECOGNITION AND UNDERSTANDING SYSTEM. nameOfConference
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Cann R, Kempson R, Purver M (2007). Context and Well-formedness: the Dynamics of Ellipsis. nameOfConference
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Gupta S, Purver M, Jurafsky D (2007). Disambiguating Between Generic and Referential “You” in Dialog. nameOfConference
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Yan B, Weng F, Feng Z et al. (2007). A Conversational In-Car Dialog System (Demo). nameOfConference
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Purver M (2006). CLARIE: Handling Clarification Requests in a Dialogue System. nameOfConference
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Purver M, Cann R, Kempson R (2006). Grammars as Parsers: Meeting the Dialogue Challenge. nameOfConference
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Weng F, Varges S, Raghunathan B et al. (publicationYear). CHAT: a conversational helper for automotive tasks. Interspeech 2006
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Purver M, Ratiu F, Cavedon L (publicationYear). Robust interpretation in dialogue by combining confidence scores with contextual features. Interspeech 2006
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Purver M, Ehlen P, Niekrasz J (2006). Shallow Discourse Structure for Action Item Detection. nameOfConference
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Purver M, Ehlen P, Niekrasz J (2006). Detecting Action Items in Multi-Party Meetings: Annotation and Initial Experiments. nameOfConference
DOI: 10.1007/11965152_18
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Purver M, Kording KP, Griffiths TL et al. (2006). Unsupervised Topic Modelling for Multi-Party Spoken Discourse. nameOfConference
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Cann R, Purver M, Kempson R (2005). Context and Well-formedness: the Dynamics of Ellipsis. nameOfConference
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Niekrasz J, Purver M (2005). A multimodal discourse ontology for meeting understanding. nameOfConference
DOI: 10.1007/11677482_14
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Purver M, Kempson R (2004). Incremental Parsing, or Incremental Grammar?. nameOfConference
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Purver M, Ginzburg J (2004). Clarifying Noun Phrase Semantics. nameOfConference
DOI: 10.1093/jos/21.3.283
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Purver M, Kempson R (2004). Context-based incremental generation for dialogue. nameOfConference
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Purver M, Ginzburg J (2003). Clarifying Noun Phrase Semantics in HPSG. nameOfConference
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Ginzburg J, Sag IA, Purver M (2003). Integrating Conversational Move Types in the Grammar of Conversation. nameOfConference
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HEALEY PGT, Ginzburg J, Purver M (2003). On the Means for Clarification in Dialogue. Smith R and van Kuppevelt (eds) Current and New Directions in Discourse and Dialogue. Association of Computational Linguistics
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Purver M (2002). Processing Unknown Words in a Dialogue System. 3rd SIGdial Workshop on Discourse and Dialogue
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