Gustavo Hernandez Abrego
10 papers · 2018–2024 · 5 venues · across top CS/AI venues
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Achievements
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πΊοΈ Taxonomy Completionist (24) π Academic Marathon Β· Sprint π Conference Polyglot Β· Silver π Interdisciplinary Bridge Β· Silver π£ Hot Topic Early Bird
ποΈ
Keyword Collector
(51)
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Renaissance Researcher
(5)
π₯
Unstoppable Β· Bronze
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Conference Pioneer
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Century Club Β· Bronze
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Top co-authors
Research topics
Natural Language Processing
(9)
Machine Learning
(8)
Applications Β· Natural Language Processing
(7)
Core Methods
(6)
Deep Learning
(5)
Learning Types Β· Deep Learning
(5)
Resources & Methods
(5)
Artificial Intelligence
(4)
Learning Paradigms
(3)
Learning Types Β· Machine Learning
(3)
Architectures
(2)
Computer Science
(1)
Data Science & Analytics
(1)
Interdisciplinary
(1)
Applications Β· Computer Science
(1)
Keywords
dual encoder
(5)
cross-lingual retrieval
(4)
information retrieval
(4)
transfer learning
(3)
semantic similarity
(2)
contrastive learning
(2)
multilingual sentence embedding
(2)
neural machine translation
(2)
sentence embedding
(2)
question answering
(1)
synthetic data generation
(1)
dense retrieval
(1)
cross-lingual alignment
(1)
multilingual nlp
(1)
domain generalization
(1)
cross-modal learning
(1)
passage retrieval
(1)
encoder-decoder architecture
(1)
synthetic training data
(1)
model scaling
(1)
Papers
Leveraging LLMs for Synthesizing Training Data Across Many Languages in Multilingual Dense Retrieval
NAACL 2024
Transforming LLMs into Cross-modal and Cross-lingual Retrieval Systems
ACL 2024
SamToNe: Improving Contrastive Loss for Dual Encoder Retrieval Models with Same Tower Negatives
ACL 2023
Large Dual Encoders Are Generalizable Retrievers
EMNLP 2022
Sentence-T5: Scalable Sentence Encoders from Pre-trained Text-to-Text Models
ACL 2022
Multi-stage Training with Improved Negative Contrast for Neural Passage Retrieval
EMNLP 2021
Multilingual Universal Sentence Encoder for Semantic Retrieval
ACL 2020
Self-Supervised Learning for Pairwise Data Refinement
AACL 2020
Improving Multilingual Sentence Embedding using Bi-directional Dual Encoder with Additive Margin Softmax
IJCAI 2019
Effective Parallel Corpus Mining using Bilingual Sentence Embeddings
EMNLP 2018