← Authors

Nikola Mrkšić

27 papers · 2015–2021 · 7 conferences · across top CS/AI conferences

Achievements

🌈 Renaissance Researcher (8) 🐣 Hot Topic Early Bird 🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🌍 Conference Polyglot (7) 🏃 Academic Marathon (6) 🗺️ Taxonomy Completionist (44) 🐝 Cross-Pollinator (12) 🌟 Keyword Trendsetter Combo (3) 🧬 Topic Evolution 🤝 Dynamic Duo (19) 📈 Trend Setter 🗃️ Keyword Collector (92) ⚡ Prolific Year (5) 💎 Century Club (27) 🔥 Unstoppable (7)

Conferences

ACL (8) EMNLP (8) NAACL (5) EACL (2) IJCNLP (2) COLING (1) INTERSPEECH (1)

Top co-authors

Tsung-Hsien Wen (19) Pei-Hao Su (19) Ivan Vulić (15) Steve Young (13) Milica Gasic (11) Iñigo Casanueva (9) David Vandyke (9) Lina M. Rojas-Barahona (7) Paweł Budzianowski (7) Stefan Ultes (6)

Keywords

word vector (5) task-oriented dialogue (4) response selection (3) cross-lingual transfer (3) spoken language understanding (3) semantic similarity (3) dialogue state tracking (3) word embedding (3) dialogue system (3) distributional semantics (3) goal-oriented dialogue (2) intent detection (2) vector space (2) domain adaptation (2) transfer learning (2) representation learning (2) conversational search (2) conversational ai (1) few-shot learning (1) lexical semantics (1)

Papers

Multilingual and Cross-Lingual Intent Detection from Spoken Data EMNLP 2021
ConvFiT: Conversational Fine-Tuning of Pretrained Language Models EMNLP 2021
ConveRT: Efficient and Accurate Conversational Representations from Transformers EMNLP 2020
PolyResponse: A Rank-based Approach to Task-Oriented Dialogue with Application in Restaurant Search and Booking IJCNLP 2019
PolyResponse: A Rank-based Approach to Task-Oriented Dialogue with Application in Restaurant Search and Booking EMNLP 2019
A Repository of Conversational Datasets ACL 2019
Training Neural Response Selection for Task-Oriented Dialogue Systems ACL 2019
Post-Specialisation: Retrofitting Vectors of Words Unseen in Lexical Resources NAACL 2018
Specialising Word Vectors for Lexical Entailment NAACL 2018
Deep Learning for Conversational AI NAACL 2018
Adversarial Propagation and Zero-Shot Cross-Lingual Transfer of Word Vector Specialization EMNLP 2018
Fully Statistical Neural Belief Tracking ACL 2018
Cross-Lingual Induction and Transfer of Verb Classes Based on Word Vector Space Specialisation EMNLP 2017
Morph-fitting: Fine-Tuning Word Vector Spaces with Simple Language-Specific Rules ACL 2017
Neural Belief Tracker: Data-Driven Dialogue State Tracking ACL 2017
PyDial: A Multi-domain Statistical Dialogue System Toolkit ACL 2017
A Network-based End-to-End Trainable Task-oriented Dialogue System EACL 2017
Word Vector Space Specialisation EACL 2017
Domain-Independent User Satisfaction Reward Estimation for Dialogue Policy Learning INTERSPEECH 2017
Conditional Generation and Snapshot Learning in Neural Dialogue Systems EMNLP 2016
Exploiting Sentence and Context Representations in Deep Neural Models for Spoken Language Understanding COLING 2016
On-line Active Reward Learning for Policy Optimisation in Spoken Dialogue Systems ACL 2016
Multi-domain Neural Network Language Generation for Spoken Dialogue Systems NAACL 2016
Counter-fitting Word Vectors to Linguistic Constraints NAACL 2016
Multi-domain Dialog State Tracking using Recurrent Neural Networks ACL 2015
Semantically Conditioned LSTM-based Natural Language Generation for Spoken Dialogue Systems EMNLP 2015
Multi-domain Dialog State Tracking using Recurrent Neural Networks IJCNLP 2015