Simplifying graph convolutional networks
Graph Convolutional Networks (GCNs) and their variants have experienced significant
attention and have become the de facto methods for learning graph representations. GCNs …
attention and have become the de facto methods for learning graph representations. GCNs …
The impacts of climate change on water resources and agriculture in China
…, Y Ding, P Friedlingstein, C Liu, K Tan, Y Yu, T Zhang… - Nature, 2010 - nature.com
China is the world’s most populous country and a major emitter of greenhouse gases.
Consequently, much research has focused on China’s influence on climate change but somewhat …
Consequently, much research has focused on China’s influence on climate change but somewhat …
Revisiting few-sample BERT fine-tuning
This paper is a study of fine-tuning of BERT contextual representations, with focus on
commonly observed instabilities in few-sample scenarios. We identify several factors that cause …
commonly observed instabilities in few-sample scenarios. We identify several factors that cause …
Bertscore: Evaluating text generation with bert
We propose BERTScore, an automatic evaluation metric for text generation. Analogously to
common metrics, BERTScore computes a similarity score for each token in the candidate …
common metrics, BERTScore computes a similarity score for each token in the candidate …
On the opportunities and risks of foundation models
AI is undergoing a paradigm shift with the rise of models (eg, BERT, DALL-E, GPT-3) that are
trained on broad data at scale and are adaptable to a wide range of downstream tasks. We …
trained on broad data at scale and are adaptable to a wide range of downstream tasks. We …
The interplay of histone modifications–writers that read
T Zhang, S Cooper, N Brockdorff - EMBO reports, 2015 - embopress.org
Histones are subject to a vast array of posttranslational modifications including acetylation,
methylation, phosphorylation, and ubiquitylation. The writers of these modifications play …
methylation, phosphorylation, and ubiquitylation. The writers of these modifications play …
Climate warming over the past three decades has shortened rice growth duration in China and cultivar shifts have further accelerated the process for late rice
An extensive dataset on rice phenology in China, including 202 series broadly covering the
past three decades (1980s–2000s), was compiled. From these data, we estimated the …
past three decades (1980s–2000s), was compiled. From these data, we estimated the …
Expectation vs. experience: Evaluating the usability of code generation tools powered by large language models
Recent advances in Large Language Models (LLM) have made automatic code generation
possible for real-world programming tasks in general-purpose programming languages such …
possible for real-world programming tasks in general-purpose programming languages such …
Holistic evaluation of language models
Language models (LMs) are becoming the foundation for almost all major language
technologies, but their capabilities, limitations, and risks are not well understood. We present …
technologies, but their capabilities, limitations, and risks are not well understood. We present …
Designing asynchronous online discussion environments: Recent progress and possible future directions
Asynchronous online discussion environments are important platforms to support learning.
Research suggests, however, threaded forums, one of the most popular asynchronous …
Research suggests, however, threaded forums, one of the most popular asynchronous …