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02/09/2023
Knowledge is a Region in Weight Space for Fine-tuned Language Models
Research on neural networks has largely focused on understanding a singl...
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12/20/2022
SimpleStyle: An Adaptable Style Transfer Approach
Attribute-controlled text rewriting, also known as text style-transfer, ...
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12/02/2022
ColD Fusion: Collaborative Descent for Distributed Multitask Finetuning
Pretraining has been shown to scale well with compute, data size and dat...
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10/31/2022
Where to start? Analyzing the potential value of intermediate models
Previous studies observed that finetuned models may be better base model...
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08/02/2022
Label Sleuth: From Unlabeled Text to a Classifier in a Few Hours
Text classification can be useful in many real-world scenarios, saving a...
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05/24/2022
VIRATrustData: A Trust-Annotated Corpus of Human-Chatbot Conversations About COVID-19 Vaccines
Public trust in medical information is crucial for successful applicatio...
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05/24/2022
Benchmark Data and Evaluation Framework for Intent Discovery Around COVID-19 Vaccine Hesitancy
The COVID-19 pandemic has made a huge global impact and cost millions of...
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05/08/2022
Multi-Domain Targeted Sentiment Analysis
Targeted Sentiment Analysis (TSA) is a central task for generating insig...
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04/06/2022
Fusing finetuned models for better pretraining
Pretrained models are the standard starting point for training. This app...
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10/20/2021
Overview of the 2021 Key Point Analysis Shared Task
We describe the 2021 Key Point Analysis (KPA-2021) shared task on key po...
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10/03/2021
Project Debater APIs: Decomposing the AI Grand Challenge
Project Debater was revealed in 2019 as the first AI system that can deb...
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12/29/2020
YASO: A New Benchmark for Targeted Sentiment Analysis
Sentiment analysis research has shifted over the years from the analysis...
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08/19/2019
Fast End-to-End Wikification
Wikification of large corpora is beneficial for various NLP applications...
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06/10/2019