Gerard de Melo

R2D2: Recursive Transformer based on Differentiable Tree for Interpretable Hierarchical Language Modeling

Human language understanding operates at multiple levels of granularity ...
07/02/2021 ∙ by Xiang Hu, et al. ∙ 0 ∙ share

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Should You Take Investment Advice From WallStreetBets? A Data-Driven Approach

Reddit's WallStreetBets (WSB) community has come to prominence in light ...
05/06/2021 ∙ by Tolga Buz, et al. ∙ 0 ∙ share

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Guilt by Association: Emotion Intensities in Lexical Representations

What do word vector representations reveal about the emotions associated...
04/18/2021 ∙ by Shahab Raji, et al. ∙ 0 ∙ share

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Context-Aware Interaction Network for Question Matching

Impressive milestones have been achieved in text matching by adopting a ...
04/17/2021 ∙ by Zhe Hu, et al. ∙ 0 ∙ share

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Fast and Effective Biomedical Entity Linking Using a Dual Encoder

Biomedical entity linking is the task of identifying mentions of biomedi...
03/08/2021 ∙ by Rajarshi Bhowmik, et al. ∙ 0 ∙ share

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Interactive Question Clarification in Dialogue via Reinforcement Learning

Coping with ambiguous questions has been a perennial problem in real-wor...
12/17/2020 ∙ by Xiang Hu, et al. ∙ 0 ∙ share

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Cross-Domain Learning for Classifying Propaganda in Online Contents

As news and social media exhibit an increasing amount of manipulative po...
11/13/2020 ∙ by Liqiang Wang, et al. ∙ 4 ∙ share

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GitEvolve: Predicting the Evolution of GitHub Repositories

Software development is becoming increasingly open and collaborative wit...
10/09/2020 ∙ by Honglu Zhou, et al. ∙ 12 ∙ share

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COOKIE: A Dataset for Conversational Recommendation over Knowledge Graphs in E-commerce

In this work, we present a new dataset for conversational recommendation...
08/21/2020 ∙ by Zuohui Fu, et al. ∙ 33 ∙ share

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Contrastive Visual-Linguistic Pretraining

Several multi-modality representation learning approaches such as LXMERT...
07/26/2020 ∙ by Lei Shi, et al. ∙ 10 ∙ share

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Incorporating Pragmatic Reasoning Communication into Emergent Language

Emergentism and pragmatics are two research fields that study the dynami...
06/07/2020 ∙ by Yipeng Kang, et al. ∙ 8 ∙ share

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Fairness-Aware Explainable Recommendation over Knowledge Graphs

There has been growing attention on fairness considerations recently, es...
06/03/2020 ∙ by Zuohui Fu, et al. ∙ 1 ∙ share

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TIME: Text and Image Mutual-Translation Adversarial Networks

Focusing on text-to-image (T2I) generation, we propose Text and Image Mu...
05/27/2020 ∙ by Bingchen Liu, et al. ∙ 10 ∙ share

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Correcting the Autocorrect: Context-Aware Typographical Error Correction via Training Data Augmentation

In this paper, we explore the artificial generation of typographical err...
05/03/2020 ∙ by Kshitij Shah, et al. ∙ 0 ∙ share

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Are Emojis Emotional? A Study to Understand the Association between Emojis and Emotions

Given the growing ubiquity of emojis in language, there is a need for me...
05/02/2020 ∙ by Abu Awal Md Shoeb, et al. ∙ 11 ∙ share

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A Joint Framework for Inductive Representation Learning and Explainable Reasoning in Knowledge Graphs

Despite their large-scale coverage, existing cross-domain knowledge grap...
05/01/2020 ∙ by Rajarshi Bhowmik, et al. ∙ 0 ∙ share

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Sentence Analogies: Exploring Linguistic Relationships and Regularities in Sentence Embeddings

While important properties of word vector representations have been stud...
03/09/2020 ∙ by Xunjie Zhu, et al. ∙ 0 ∙ share

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Knowledge Graphs

In this paper we provide a comprehensive introduction to knowledge graph...
03/04/2020 ∙ by Aidan Hogan, et al. ∙ 8 ∙ share

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Long Short-Term Sample Distillation

In the past decade, there has been substantial progress at training incr...
03/02/2020 ∙ by Liang Jiang, et al. ∙ 5 ∙ share

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ABSent: Cross-Lingual Sentence Representation Mapping with Bidirectional GANs

A number of cross-lingual transfer learning approaches based on neural n...
01/29/2020 ∙ by Zuohui Fu, et al. ∙ 0 ∙ share

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Asymmetrical Hierarchical Networks with Attentive Interactions for Interpretable Review-Based Recommendation

Recently, recommender systems have been able to emit substantially impro...
12/18/2019 ∙ by Xin Dong, et al. ∙ 0 ∙ share

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Scalable Object-Oriented Sequential Generative Models

The main limitation of previous approaches to unsupervised sequential ob...
10/06/2019 ∙ by Jindong Jiang, et al. ∙ 34 ∙ share

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Reinforcement Knowledge Graph Reasoning for Explainable Recommendation

Recent advances in personalized recommendation have sparked great intere...
06/12/2019 ∙ by Yikun Xian, et al. ∙ 0 ∙ share

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OOGAN: Disentangling GAN with One-Hot Sampling and Orthogonal Regularization

Exploring the potential of GANs for unsupervised disentanglement learnin...
05/26/2019 ∙ by Bingchen Liu, et al. ∙ 2 ∙ share

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Be Concise and Precise: Synthesizing Open-Domain Entity Descriptions from Facts

Despite being vast repositories of factual information, cross-domain kno...
04/16/2019 ∙ by Rajarshi Bhowmik, et al. ∙ 0 ∙ share

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CITE: A Corpus of Image--Text Discourse Relations

This paper presents a novel crowd-sourced resource for multimodal discou...
04/12/2019 ∙ by Malihe Alikhani, et al. ∙ 0 ∙ share

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Using Multi-Sense Vector Embeddings for Reverse Dictionaries

Popular word embedding methods such as word2vec and GloVe assign a singl...
04/02/2019 ∙ by Michael A. Hedderich, et al. ∙ 0 ∙ share

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Generating Fine-Grained Open Vocabulary Entity Type Descriptions

While large-scale knowledge graphs provide vast amounts of structured fa...
05/27/2018 ∙ by Rajarshi Bhowmik, et al. ∙ 0 ∙ share

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Attention Clusters: Purely Attention Based Local Feature Integration for Video Classification

Recently, substantial research effort has focused on how to apply CNNs o...
11/27/2017 ∙ by Xiang Long, et al. ∙ 0 ∙ share

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Co-PACRR: A Context-Aware Neural IR Model for Ad-hoc Retrieval

Neural IR models, such as DRMM and PACRR, have achieved strong results b...
06/30/2017 ∙ by Kai Hui, et al. ∙ 0 ∙ share

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PACRR: A Position-Aware Neural IR Model for Relevance Matching

In order to adopt deep learning for information retrieval, models are ne...
04/12/2017 ∙ by Kai Hui, et al. ∙ 0 ∙ share

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Video Captioning with Multi-Faceted Attention

Recently, video captioning has been attracting an increasing amount of i...
12/01/2016 ∙ by Xiang Long, et al. ∙ 0 ∙ share

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A Probability Distribution Strategy with Efficient Clause Selection for Hard Max-SAT Formulas

Many real-world problems involving constraints can be regarded as instan...
10/03/2016 ∙ by Sixue Liu, et al. ∙ 0 ∙ share

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Gerard de Melo

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