Search Results for author: Gos Micklem

Found 6 papers, 5 papers with code

HyperBERT: Mixing Hypergraph-Aware Layers with Language Models for Node Classification on Text-Attributed Hypergraphs

1 code implementation11 Feb 2024 Adrián Bazaga, Pietro Liò, Gos Micklem

In this paper, we propose a new architecture, HyperBERT, a mixed text-hypergraph model which simultaneously models hypergraph relational structure while maintaining the high-quality text encoding capabilities of a pre-trained BERT.

Inductive Bias Language Modelling +1

Language Model Knowledge Distillation for Efficient Question Answering in Spanish

1 code implementation7 Dec 2023 Adrián Bazaga, Pietro Liò, Gos Micklem

Recent advances in the development of pre-trained Spanish language models has led to significant progress in many Natural Language Processing (NLP) tasks, such as question answering.

Knowledge Distillation Language Modelling +2

SQLformer: Deep Auto-Regressive Query Graph Generation for Text-to-SQL Translation

1 code implementation27 Oct 2023 Adrián Bazaga, Pietro Liò, Gos Micklem

In recent years, the task of text-to-SQL translation, which converts natural language questions into executable SQL queries, has gained significant attention for its potential to democratize data access.

Decoder Graph Generation +3

Translating synthetic natural language to database queries: a polyglot deep learning framework

1 code implementation14 Apr 2021 Adrián Bazaga, Nupur Gunwant, Gos Micklem

In this work we describe a machine learning framework, Polyglotter, that in a general way supports the mapping of natural language searches to database queries.

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