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06/22/2023
xSIM++: An Improved Proxy to Bitext Mining Performance for Low-Resource Languages
We introduce a new proxy score for evaluating bitext mining based on sim...
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12/16/2022
BLASER: A Text-Free Speech-to-Speech Translation Evaluation Metric
End-to-End speech-to-speech translation (S2ST) is generally evaluated wi...
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07/21/2022
Leveraging Natural Supervision for Language Representation Learning and Generation
Recent breakthroughs in Natural Language Processing (NLP) have been driv...
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05/03/2022
Improving In-Context Few-Shot Learning via Self-Supervised Training
Self-supervised pretraining has made few-shot learning possible for many...
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09/18/2021
TVRecap: A Dataset for Generating Stories with Character Descriptions
We introduce TVRecap, a story generation dataset that requires generatin...
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04/14/2021
SummScreen: A Dataset for Abstractive Screenplay Summarization
We introduce SummScreen, a summarization dataset comprised of pairs of T...
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12/29/2020
Generating Wikipedia Article Sections from Diverse Data Sources
Datasets for data-to-text generation typically focus either on multi-dom...
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10/12/2020
Controllable Paraphrasing and Translation with a Syntactic Exemplar
Most prior work on exemplar-based syntactically controlled paraphrase ge...
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10/03/2020
Mining Knowledge for Natural Language Inference from Wikipedia Categories
Accurate lexical entailment (LE) and natural language inference (NLI) of...
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05/16/2020
Learning Probabilistic Sentence Representations from Paraphrases
Probabilistic word embeddings have shown effectiveness in capturing noti...
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11/21/2019
How to Ask Better Questions? A Large-Scale Multi-Domain Dataset for Rewriting Ill-Formed Questions
We present a large-scale dataset for the task of rewriting an ill-formed...
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09/26/2019
ALBERT: A Lite BERT for Self-supervised Learning of Language Representations
Increasing model size when pretraining natural language representations ...
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08/31/2019
Evaluation Benchmarks and Learning Criteriafor Discourse-Aware Sentence Representations
Prior work on pretrained sentence embeddings and benchmarks focus on the...
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08/31/2019
EntEval: A Holistic Evaluation Benchmark for Entity Representations
Rich entity representations are useful for a wide class of problems invo...
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06/23/2019
Variational Sequential Labelers for Semi-Supervised Learning
We introduce a family of multitask variational methods for semi-supervis...
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06/23/2019
Smaller Text Classifiers with Discriminative Cluster Embeddings
Word embedding parameters often dominate overall model sizes in neural m...
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06/03/2019
Controllable Paraphrase Generation with a Syntactic Exemplar
Prior work on controllable text generation usually assumes that the cont...
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04/02/2019