Foundational challenges in assuring alignment and safety of large language models

U Anwar, A Saparov, J Rando, D Paleka… - ar** the challenges of HCI: An application and evaluation of ChatGPT and GPT-4 for cost-efficient question answering
J Oppenlaender, J Hämäläinen - ar**_the_Challenges_of_HCI_An_Application_and_Evaluation_of_ChatGPT_and_GPT-4_for_Cost-Efficient_Question_Answering/links/675b39e9eea8d248be6470b9/Map**-the-Challenges-of-HCI-An-Application-and-Evaluation-of-ChatGPT-and-GPT-4-for-Cost-Efficient-Question-Answering.pdf" data-clk="hl=en&sa=T&oi=gga&ct=gga&cd=5&d=3945853756727773058&ei=zOarZ-eEM7zH6rQPz53buQk" data-clk-atid="gkdm8RV9wjYJ" target="_blank">[PDF] researchgate.net

[PDF][PDF] Map** the challenges of HCI: An application and evaluation of ChatGPT and GPT-4 for mining insights at scale

J Oppenlaender, J Hämäläinen - arxiv preprint arxiv:2306.05036, 2023 - researchgate.net
Large language models (LLMs), such as ChatGPT and GPT-4, are gaining wide-spread real
world use. Yet, these LLMs are closed source, and little is known about their performance in …

GBVSSL: Contrastive Semi-Supervised Learning Based on Generalized Bias-Variance Decomposition

S Li, L Han, Y Wang, J Zhu - Symmetry, 2024 - mdpi.com
Mainstream semi-supervised learning (SSL) techniques, such as pseudo-labeling and
contrastive learning, exhibit strong generalization abilities but lack theoretical …

Beyond Maximum Likelihood: Distribution-Aware Machine Learning

CJ Cundy - 2024 - search.proquest.com
Traditional machine learning approaches typically rely on maximum likelihood estimation
(MLE), due to its ease of implementation and equivalence to KL-divergence minimization …

Position Paper: Dual-System Language Models via Next-Action Prediction

Z Du, WJ Su - ICML 2024 Workshop on LLMs and Cognition - openreview.net
In current Large Language Model (LLM) practices, each token is appended sequentially to
the output. In contrast, humans are capable of revising and correcting what we write …

[PDF][PDF] Thoughtful, Confused, or Untrustworthy: How Text is Displayed Influences Perceptions of Generative AI Tools

D ZHOU, J GALLAGHER, S STERMAN - david23.web.illinois.edu
Generative AI writing tools are rapidly being adopted in professional and creative writing,
offering writers the ability to generate and rewrite text in-and ex-situ. However, unexpected …