Search Results for author: Georgios P. Spithourakis

Found 8 papers, 5 papers with code

NLU++: A Multi-Label, Slot-Rich, Generalisable Dataset for Natural Language Understanding in Task-Oriented Dialogue

1 code implementation Findings (NAACL) 2022 Iñigo Casanueva, Ivan Vulić, Georgios P. Spithourakis, Paweł Budzianowski

2) The ontology is divided into domain-specific and generic (i. e., domain-universal) intent modules that overlap across domains, promoting cross-domain reusability of annotated examples.

Natural Language Understanding

Numeracy for Language Models: Evaluating and Improving their Ability to Predict Numbers

1 code implementation ACL 2018 Georgios P. Spithourakis, Sebastian Riedel

In this paper, we explore different strategies for modelling numerals with language models, such as memorisation and digit-by-digit composition, and propose a novel neural architecture that uses a continuous probability density function to model numerals from an open vocabulary.

Language Modelling

Clinical Text Prediction with Numerically Grounded Conditional Language Models

no code implementations WS 2016 Georgios P. Spithourakis, Steffen E. Petersen, Sebastian Riedel

In this paper, we investigate how grounded and conditional extensions to standard neural language models can bring improvements in the tasks of word prediction and completion.

Numerically Grounded Language Models for Semantic Error Correction

no code implementations EMNLP 2016 Georgios P. Spithourakis, Isabelle Augenstein, Sebastian Riedel

Semantic error detection and correction is an important task for applications such as fact checking, speech-to-text or grammatical error correction.

Fact Checking Grammatical Error Correction +1

A Persona-Based Neural Conversation Model

1 code implementation ACL 2016 Jiwei Li, Michel Galley, Chris Brockett, Georgios P. Spithourakis, Jianfeng Gao, Bill Dolan

We present persona-based models for handling the issue of speaker consistency in neural response generation.

Response Generation

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