DE eng

Search in the Catalogues and Directories

Page: 1 2 3
Hits 1 – 20 of 56

1
Improving Word Translation via Two-Stage Contrastive Learning ...
Abstract: Word translation or bilingual lexicon induction (BLI) is a key cross-lingual task, aiming to bridge the lexical gap between different languages. In this work, we propose a robust and effective two-stage contrastive learning framework for the BLI task. At Stage C1, we propose to refine standard cross-lingual linear maps between static word embeddings (WEs) via a contrastive learning objective; we also show how to integrate it into the self-learning procedure for even more refined cross-lingual maps. In Stage C2, we conduct BLI-oriented contrastive fine-tuning of mBERT, unlocking its word translation capability. We also show that static WEs induced from the `C2-tuned' mBERT complement static WEs from Stage C1. Comprehensive experiments on standard BLI datasets for diverse languages and different experimental setups demonstrate substantial gains achieved by our framework. While the BLI method from Stage C1 already yields substantial gains over all state-of-the-art BLI methods in our comparison, even stronger ... : ACL 2022 Main ...
Keyword: Artificial Intelligence cs.AI; Computation and Language cs.CL; FOS Computer and information sciences; Information Retrieval cs.IR; Machine Learning cs.LG
URL: https://arxiv.org/abs/2203.08307
https://dx.doi.org/10.48550/arxiv.2203.08307
BASE
Hide details
2
Plan-then-Generate: Controlled Data-to-Text Generation via Planning ...
BASE
Show details
3
Prix-LM: Pretraining for Multilingual Knowledge Base Construction ...
BASE
Show details
4
Learning Domain-Specialised Representations for Cross-Lingual Biomedical Entity Linking ...
BASE
Show details
5
MirrorWiC: On Eliciting Word-in-Context Representations from Pretrained Language Models ...
BASE
Show details
6
Visually Grounded Reasoning across Languages and Cultures ...
BASE
Show details
7
Fast, Effective, and Self-Supervised: Transforming Masked Language Models into Universal Lexical and Sentence Encoders ...
BASE
Show details
8
Observation of new excited ${B} ^0_{s} $ states
BASE
Show details
9
Measurement of $W^{\pm}$-boson and $Z$-boson production cross-sections in $pp$ collisions at $\sqrt{s}=2.76$ TeV with the ATLAS detector
BASE
Show details
10
A framework for streamlined statistical prediction using topic models ...
BASE
Show details
11
Fraud detection in telephone conversations for financial services using linguistic features ...
BASE
Show details
12
Which Other Race Effect?: Cross linguistic and Cross modal Asymmetries in Perceptual Narrowing ...
Duffield, Nigel. - : Unpublished, 2018
BASE
Show details
13
A Pragmatic Guide to Geoparsing Evaluation ...
BASE
Show details
14
Unseen Word Representation by Aligning Heterogeneous Lexical Semantic Spaces ...
BASE
Show details
15
Factors affecting the motivation of EFL instructors living in South Korea to learn Korean
Gearing, Nigel. - : Sydney, Australia : Macquarie University, 2018
BASE
Show details
16
Research data supporting "Vancouver Welcomes You! Minimalist Location Metonymy Resolution" ...
Gritta, Milan; Collier, Nigel; Limsopatham, N. - : Apollo - University of Cambridge Repository, 2017
BASE
Show details
17
Learning Rare Word Representations using Semantic Bridging ...
BASE
Show details
18
Poetic Parallelism and Working Memory
Fabb, Nigel. - 2017
BASE
Show details
19
Observation of $B^0_s\to\bar{D}^0 K^0_S$ and evidence for $B^0_s\to\bar{D}^{*0} K^0_S$ decays
BASE
Show details
20
Translation of Book I of the "Chronicle of the Notable and Royal University of the City of Mexico and New Spain", with critical notes ...
Ryan, Sylvia Nigel. - : University of Southern California Digital Library (USC.DL), 2015
BASE
Show details

Page: 1 2 3

Catalogues
0
0
0
0
0
0
1
Bibliographies
0
0
0
0
0
0
0
0
0
Linked Open Data catalogues
0
Online resources
0
0
0
0
Open access documents
55
0
0
0
0
© 2013 - 2024 Lin|gu|is|tik | Imprint | Privacy Policy | Datenschutzeinstellungen ändern