SynthWorlds: Controlled Parallel Worlds for Disentangling Reasoning and Knowledge in Language Models
Ken Gu · Advait Bhat · Mike Merrill · Robert West · Xin Liu · Daniel McDuff · Tim Althoff
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Ken Gu · Advait Bhat · Mike Merrill · Robert West · Xin Liu · Daniel McDuff · Tim Althoff
Mingtian Tan · Mike A Merrill · Zachary Gottesman · Tim Althoff · David Evans · Thomas Hartvigsen
A common goal in analyzing time series data is to understand how events cause observed variations. We study whether Large Language Models (LLMs) can infer natural language events associated with time series data.We introduce an automated method for generating tasks that test a model’s ability to...
Hiba Arnaout · Anmol Goel · H. Andrew Schwartz · Steffen T. Eberhardt · Dana Atzil-Slonim · Gavin Doherty · Brian Schwartz · Wolfgang Lutz · Tim Althoff · Munmun De Choudhury · Hamidreza Jamalabadi · Raj Sanjay Shah · Flor Miriam Plaza-del-Arco · Dirk Hovy · Maria Liakata · Iryna Gurevych
Although artificial intelligence (AI) shows growing promise for mental health care, current approaches to evaluating AI tools in this domain remain fragmented and poorly aligned with clinical practice, social context, and first-hand user experience. This paper argues for a rethinking of responsib...