Stanford AI Lab Papers at EMNLP/CoNLL 2021
A blogpost showcasing the list of accepted papers from Stanford AI Lab at the 2021 Conference on Empirical Methods in Natural Language Processing (EMNLP 2021) and CoNLL 2021, including links to papers, videos, and blogs.
Real-world challenges for AGI
Real-world challenges for AGI: tackling climate change and advancing the science of AGI
Real-world challenges for AGI
The blogpost discusses the real-world challenges that artificial general intelligence (AGI) can help solve, including climate change and other complex problems.
Solving math word problems
Exploring techniques to solve complex math word problems efficiently
A Preliminary Exploration into Factored Cognition with Language Models
Exploring the viability of factored cognition in language models through experiments using GPT-3 with decomposition to solve complex toy tasks and provide preliminary evidence.
Hiring a Developer Educator
The importance of education and hiring a developer educator at Jane Street.
Opening up a physics simulator for robotics
Opening up a physics simulator for robotics: Advancing research everywhere with the acquisition of MuJoCo
Opening up a physics simulator for robotics
Exploring the complexities of simulating physical contact for robotics research.
Selective Classification Can Magnify Disparities Across Groups
Selective classification can improve average accuracy but fail to improve or even hurt accuracy in certain subgroups of the data, highlighting potential failure modes of using selective classification in practice.
Tiny Letter from Kafka
Discussing the powerful design choice of Apache Kafka and providing a sneak peek into its functionality.
Stacking our way to more general robots
Introducing RGB-Stacking as a benchmark for vision-based robotic manipulation and exploring how to enable robots to interact with a diverse range of objects.
Multiple Choice Normalization in LM Evaluation
Exploring the prevalent normalization methods for evaluating multiple choice tasks on autoregressive language models like GPT-3/Neo/J.