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10/29/2022
NTULM: Enriching Social Media Text Representations with Non-Textual Units
On social media, additional context is often present in the form of anno...
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10/28/2022
MiCRO: Multi-interest Candidate Retrieval Online
Providing personalized recommendations in an environment where items exh...
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09/15/2022
TwHIN-BERT: A Socially-Enriched Pre-trained Language Model for Multilingual Tweet Representations
We present TwHIN-BERT, a multilingual language model trained on in-domai...
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09/13/2022
Non-Parametric Temporal Adaptation for Social Media Topic Classification
User-generated social media data is constantly changing as new trends in...
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05/12/2022
kNN-Embed: Locally Smoothed Embedding Mixtures For Multi-interest Candidate Retrieval
Candidate generation is the first stage in recommendation systems, where...
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01/27/2022
Learning Stance Embeddings from Signed Social Graphs
A key challenge in social network analysis is understanding the position...
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09/17/2021
Classification-based Quality Estimation: Small and Efficient Models for Real-world Applications
Sentence-level Quality estimation (QE) of machine translation is traditi...
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07/18/2021
As Easy as 1, 2, 3: Behavioural Testing of NMT Systems for Numerical Translation
Mistranslated numbers have the potential to cause serious effects, such ...
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07/12/2021
Putting words into the system's mouth: A targeted attack on neural machine translation using monolingual data poisoning
Neural machine translation systems are known to be vulnerable to adversa...
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05/31/2021
Adapting High-resource NMT Models to Translate Low-resource Related Languages without Parallel Data
The scarcity of parallel data is a major obstacle for training high-qual...
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04/17/2021
XLEnt: Mining a Large Cross-lingual Entity Dataset with Lexical-Semantic-Phonetic Word Alignment
Cross-lingual named-entity lexicon are an important resource to multilin...
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02/08/2021
Quality Estimation without Human-labeled Data
Quality estimation aims to measure the quality of translated content wit...
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10/21/2020
Beyond English-Centric Multilingual Machine Translation
Existing work in translation demonstrated the potential of massively mul...
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01/31/2020
Massively Multilingual Document Alignment with Cross-lingual Sentence-Mover's Distance
Cross-lingual document alignment aims to identify pairs of documents in ...
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11/14/2019
Mining News Events from Comparable News Corpora: A Multi-Attribute Proximity Network Modeling Approach
We present ProxiModel, a novel event mining framework for extracting hig...
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11/10/2019
A Massive Collection of Cross-Lingual Web-Document Pairs
Cross-lingual document alignment aims to identify pairs of documents in ...
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11/03/2019
Leveraging Pretrained Image Classifiers for Language-Based Segmentation
Current semantic segmentation models cannot easily generalize to new obj...
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10/15/2019
Facebook AI's WAT19 Myanmar-English Translation Task Submission
This paper describes Facebook AI's submission to the WAT 2019 Myanmar-En...
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08/18/2019