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07/01/2023
InstructEval: Systematic Evaluation of Instruction Selection Methods
In-context learning (ICL) performs tasks by prompting a large language m...
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05/24/2023
CSTS: Conditional Semantic Textual Similarity
Semantic textual similarity (STS) has been a cornerstone task in NLP tha...
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05/24/2023
Anthropomorphization of AI: Opportunities and Risks
Anthropomorphization is the tendency to attribute human-like traits to n...
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04/11/2023
Toxicity in ChatGPT: Analyzing Persona-assigned Language Models
Large language models (LLMs) have shown incredible capabilities and tran...
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02/24/2023
MUX-PLMs: Pre-training Language Models with Data Multiplexing
Data multiplexing is a recently proposed method for improving a model's ...
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01/26/2023
SemSup-XC: Semantic Supervision for Zero and Few-shot Extreme Classification
Extreme classification (XC) involves predicting over large numbers of cl...
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11/29/2022
SPARTAN: Sparse Hierarchical Memory for Parameter-Efficient Transformers
Fine-tuning pre-trained language models (PLMs) achieves impressive perfo...
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11/15/2022
ALIGN-MLM: Word Embedding Alignment is Crucial for Multilingual Pre-training
Multilingual pre-trained models exhibit zero-shot cross-lingual transfer...
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02/26/2022
Semantic Supervision: Enabling Generalization over Output Spaces
In this paper, we propose Semantic Supervision (SemSup) - a unified para...
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10/27/2021
When is BERT Multilingual? Isolating Crucial Ingredients for Cross-lingual Transfer
While recent work on multilingual language models has demonstrated their...
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10/06/2020
Guiding Attention for Self-Supervised Learning with Transformers
In this paper, we propose a simple and effective technique to allow for ...
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10/05/2020
Sentiment Analysis for Reinforcement Learning
While reinforcement learning (RL) has been successful in natural languag...
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10/01/2020
Evaluating a Generative Adversarial Framework for Information Retrieval
Recent advances in Generative Adversarial Networks (GANs) have resulted ...
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09/19/2020
CLEVR Parser: A Graph Parser Library for Geometric Learning on Language Grounded Image Scenes
The CLEVR dataset has been used extensively in language grounded visual ...
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12/01/2018
Discovering hierarchies using Imitation Learning from hierarchy aware policies
Learning options that allow agents to exhibit temporally higher order be...
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09/16/2018
Improvements on Hindsight Learning
Sparse reward problems are one of the biggest challenges in Reinforcemen...
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06/12/2018
A Question-Answering framework for plots using Deep learning
Deep Learning has managed to push boundaries in a wide variety of tasks....
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05/12/2018