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Papers Definition Modelling

“Definition Modelling” 태그가 달린 논문 8편 · 필터 해제

Interpreting token compositionality in LLMs: A robustness analysis

2024-10-16 · Nura Aljaafari, Danilo S. Carvalho, André Freitas

Understanding the internal mechanisms of large language models (LLMs) is integral to enhancing their reliability, interpretability, and inference processes. We present Constituent-Aware Pooling (CAP), a methodology desig…

Definition Modelling

DORE: A Dataset For Portuguese Definition Generation

2024-03-26 · Anna Beatriz Dimas Furtado, Tharindu Ranasinghe, Frédéric Blain, Ruslan Mitkov

Definition modelling (DM) is the task of automatically generating a dictionary definition for a specific word. Computational systems that are capable of DM can have numerous applications benefiting a wide range of audien…

Definition ModellingText Generation

LlaMaVAE: Guiding Large Language Model Generation via Continuous Latent Sentence Spaces

2023-12-20 · Yingji Zhang, Danilo S. Carvalho, Ian Pratt-Hartmann, André Freitas

Deep generative neural networks, such as Variational AutoEncoders (VAEs), offer an opportunity to better understand and control language models from the perspective of sentence-level latent spaces. To combine the control…

DecoderDefinition ModellingLanguage ModelingLanguage Modelling+4

Edinburgh at SemEval-2022 Task 1: Jointly Fishing for Word Embeddings and Definitions

2022-07-01 · SemEval (NAACL) 2022 7 · Pinzhen Chen, Zheng Zhao

This paper presents a winning submission to the SemEval 2022 Task 1 on two sub-tasks: reverse dictionary and definition modelling. We leverage a recently proposed unified model with multi-task training. It utilizes data …

Definition ExtractionDefinition ModellingReverse DictionaryWord Embeddings

JADE: Corpus for Japanese Definition Modelling

2022-06-01 · LREC 2022 6 · Han Huang, Tomoyuki Kajiwara, Yuki Arase

This study investigated and released the JADE, a corpus for Japanese definition modelling, which is a technique that automatically generates definitions of a given target word and phrase. It is a crucial technique for pr…

Definition Modelling

A Unified Model for Reverse Dictionary and Definition Modelling

2022-05-09 · Pinzhen Chen, Zheng Zhao

We build a dual-way neural dictionary to retrieve words given definitions, and produce definitions for queried words. The model learns the two tasks simultaneously and handles unknown words via embeddings. It casts a wor…

Definition ModellingReverse Dictionary

Definition Modelling for Appropriate Specificity

2021-11-01 · EMNLP 2021 11 · Han Huang, Tomoyuki Kajiwara, Yuki Arase

Definition generation techniques aim to generate a definition of a target word or phrase given a context. In previous studies, researchers have faced various issues such as the out-of-vocabulary problem and over/under-sp…

DecoderDefinition ModellingRe-RankingSpecificity

Cross-Lingual Wolastoqey-English Definition Modelling

2021-09-01 · RANLP 2021 9 · Diego Bear, Paul Cook

Definition modelling is the task of automatically generating a dictionary-style definition given a target word. In this paper, we consider cross-lingual definition generation. Specifically, we generate English definition…

Definition Modelling
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