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08/17/2023
Exploring Demonstration Ensembling for In-context Learning
In-context learning (ICL) operates by showing language models (LMs) exam...
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05/24/2023
Discriminator-Guided Multi-step Reasoning with Language Models
In the context of multi-step reasoning, language models (LMs) probabilit...
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05/21/2023
A PhD Student's Perspective on Research in NLP in the Era of Very Large Language Models
Recent progress in large language models has enabled the deployment of m...
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05/19/2023
BOLT: Fast Energy-based Controlled Text Generation with Tunable Biases
Energy-based models (EBMs) have gained popularity for controlled text ge...
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11/09/2022
Novel Chapter Abstractive Summarization using Spinal Tree Aware Sub-Sentential Content Selection
Summarizing novel chapters is a difficult task due to the input length a...
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10/11/2022
Contrastive Training Improves Zero-Shot Classification of Semi-structured Documents
We investigate semi-structured document classification in a zero-shot se...
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05/25/2022
LEPUS: Prompt-based Unsupervised Multi-hop Reranking for Open-domain QA
We study unsupervised multi-hop reranking for multi-hop QA (MQA) with op...
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09/16/2021
A Bag of Tricks for Dialogue Summarization
Dialogue summarization comes with its own peculiar challenges as opposed...
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04/14/2021
Zero-Resource Multi-Dialectal Arabic Natural Language Understanding
A reasonable amount of annotated data is required for fine-tuning pre-tr...
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01/12/2021
Self-Training Pre-Trained Language Models for Zero- and Few-Shot Multi-Dialectal Arabic Sequence Labeling
A sufficient amount of annotated data is usually required to fine-tune p...
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12/21/2020
A Distributional Approach to Controlled Text Generation
We propose a Distributional Approach to address Controlled Text Generati...
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12/01/2020
Extracting Synonyms from Bilingual Dictionaries
We present our progress in developing a novel algorithm to extract synon...
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07/21/2020
Will Your Forthcoming Book be Successful? Predicting Book Success with CNN and Readability Scores
Predicting the potential success of a book in advance is vital in many a...
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08/15/2019