b'Angela Fan'

The FLORES-101 Evaluation Benchmark for Low-Resource and Multilingual Machine Translation

One of the biggest challenges hindering progress in low-resource and mul...
06/06/2021 ∙ by Naman Goyal, et al. ∙ 0 ∙ share

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Not All Memories are Created Equal: Learning to Forget by Expiring

Attention mechanisms have shown promising results in sequence modeling t...
05/13/2021 ∙ by Sainbayar Sukhbaatar, et al. ∙ 0 ∙ share

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AmericasNLI: Evaluating Zero-shot Natural Language Understanding of Pretrained Multilingual Models in Truly Low-resource Languages

Pretrained multilingual models are able to perform cross-lingual transfe...
04/18/2021 ∙ by Abteen Ebrahimi, et al. ∙ 12 ∙ share

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Non-Autoregressive Semantic Parsing for Compositional Task-Oriented Dialog

Semantic parsing using sequence-to-sequence models allows parsing of dee...
04/11/2021 ∙ by Arun Babu, et al. ∙ 3 ∙ share

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CycleDRUMS: Automatic Drum Arrangement For Bass Lines Using CycleGAN

The two main research threads in computer-based music generation are: th...
04/01/2021 ∙ by Giorgio Barnabo, et al. ∙ 0 ∙ share

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Human Evaluation of Spoken vs. Visual Explanations for Open-Domain QA

While research on explaining predictions of open-domain QA systems (ODQA...
12/30/2020 ∙ by Ana Valeria Gonzalez, et al. ∙ 0 ∙ share

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Facebook AI's WMT20 News Translation Task Submission

This paper describes Facebook AI's submission to WMT20 shared news trans...
11/16/2020 ∙ by Peng-Jen Chen, et al. ∙ 0 ∙ share

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Generating Fact Checking Briefs

Fact checking at scale is difficult – while the number of active fact ch...
11/10/2020 ∙ by Angela Fan, et al. ∙ 0 ∙ share

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Multilingual AMR-to-Text Generation

Generating text from structured data is challenging because it requires ...
11/10/2020 ∙ by Angela Fan, et al. ∙ 0 ∙ share

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Beyond English-Centric Multilingual Machine Translation

Existing work in translation demonstrated the potential of massively mul...
10/21/2020 ∙ by Angela Fan, et al. ∙ 11 ∙ share

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Nearest Neighbor Machine Translation

We introduce k-nearest-neighbor machine translation (kNN-MT), which pred...
10/01/2020 ∙ by Urvashi Khandelwal, et al. ∙ 0 ∙ share

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KILT: a Benchmark for Knowledge Intensive Language Tasks

Challenging problems such as open-domain question answering, fact checki...
09/04/2020 ∙ by Fabio Petroni, et al. ∙ 6 ∙ share

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Multilingual Translation with Extensible Multilingual Pretraining and Finetuning

Recent work demonstrates the potential of multilingual pretraining of cr...
08/02/2020 ∙ by Yuqing Tang, et al. ∙ 0 ∙ share

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Open-Domain Conversational Agents: Current Progress, Open Problems, and Future Directions

We present our view of what is necessary to build an engaging open-domai...
06/22/2020 ∙ by Stephen Roller, et al. ∙ 19 ∙ share

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Multi-Dimensional Gender Bias Classification

Machine learning models are trained to find patterns in data. NLP models...
05/01/2020 ∙ by Emily Dinan, et al. ∙ 0 ∙ share

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Multilingual Unsupervised Sentence Simplification

Progress in Sentence Simplification has been hindered by the lack of sup...
05/01/2020 ∙ by Louis Martin, et al. ∙ 0 ∙ share

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Augmenting Transformers with KNN-Based Composite Memory for Dialogue

Various machine learning tasks can benefit from access to external infor...
04/27/2020 ∙ by Angela Fan, et al. ∙ 0 ∙ share

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Training with Quantization Noise for Extreme Model Compression

We tackle the problem of producing compact models, maximizing their accu...
04/15/2020 ∙ by Angela Fan, et al. ∙ 30 ∙ share

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Training with Quantization Noise for Extreme Fixed-Point Compression

We tackle the problem of producing compact models, maximizing their accu...
04/15/2020 ∙ by Angela Fan, et al. ∙ 3 ∙ share

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Accessing Higher-level Representations in Sequential Transformers with Feedback Memory

Transformers are feedforward networks that can process input tokens in p...
02/21/2020 ∙ by Angela Fan, et al. ∙ 5 ∙ share

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Generating Interactive Worlds with Text

Procedurally generating cohesive and interesting game environments is ch...
11/20/2019 ∙ by Angela Fan, et al. ∙ 29 ∙ share

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Queens are Powerful too: Mitigating Gender Bias in Dialogue Generation

Models often easily learn biases present in the training data, and their...
11/10/2019 ∙ by Emily Dinan, et al. ∙ 0 ∙ share

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Using Local Knowledge Graph Construction to Scale Seq2Seq Models to Multi-Document Inputs

Query-based open-domain NLP tasks require information synthesis from lon...
10/18/2019 ∙ by Angela Fan, et al. ∙ 0 ∙ share

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Reducing Transformer Depth on Demand with Structured Dropout

Overparameterized transformer networks have obtained state of the art re...
09/25/2019 ∙ by Angela Fan, et al. ∙ 10 ∙ share

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ELI5: Long Form Question Answering

We introduce the first large-scale corpus for long-form question answeri...
07/22/2019 ∙ by Angela Fan, et al. ∙ 0 ∙ share

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GLOSS: Generative Latent Optimization of Sentence Representations

We propose a method to learn unsupervised sentence representations in a ...
07/15/2019 ∙ by Sidak Pal Singh, et al. ∙ 0 ∙ share

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fairseq: A Fast, Extensible Toolkit for Sequence Modeling

fairseq is an open-source sequence modeling toolkit that allows research...
04/01/2019 ∙ by Myle Ott, et al. ∙ 0 ∙ share

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Learning to Speak and Act in a Fantasy Text Adventure Game

We introduce a large scale crowdsourced text adventure game as a researc...
03/07/2019 ∙ by Jack Urbanek, et al. ∙ 0 ∙ share

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Strategies for Structuring Story Generation

Writers generally rely on plans or sketches to write long stories, but m...
02/04/2019 ∙ by Angela Fan, et al. ∙ 0 ∙ share

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Pay Less Attention with Lightweight and Dynamic Convolutions

Self-attention is a useful mechanism to build generative models for lang...
01/29/2019 ∙ by Felix Wu, et al. ∙ 0 ∙ share

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Wizard of Wikipedia: Knowledge-Powered Conversational agents

In open-domain dialogue intelligent agents should exhibit the use of kno...
11/03/2018 ∙ by Emily Dinan, et al. ∙ 0 ∙ share

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Hierarchical Neural Story Generation

We explore story generation: creative systems that can build coherent an...
05/13/2018 ∙ by Angela Fan, et al. ∙ 0 ∙ share

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Controllable Abstractive Summarization

Current models for document summarization ignore user preferences such a...
11/14/2017 ∙ by Angela Fan, et al. ∙ 0 ∙ share

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Prior matters: simple and general methods for evaluating and improving topic quality in topic modeling

Latent Dirichlet Allocation (LDA) models trained without stopword remova...
01/12/2017 ∙ by Angela Fan, et al. ∙ 0 ∙ share

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Language Modeling with Gated Convolutional Networks

The pre-dominant approach to language modeling to date is based on recur...
12/23/2016 ∙ by Yann N. Dauphin, et al. ∙ 0 ∙ share

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Angela Fan

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