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
mohammad hossein amani · Aryo Lotfi · Nicolas Baldwin · Samy Bengio · Mehrdad Farajtabar · Emmanuel Abbe · Robert West
Julian Minder · Clément Dumas · Stewart Slocum · Helena Casademunt · Cameron Holmes · Robert West · Neel Nanda
Stefan Krsteski · Giuseppe Russo · Serina Chang · Robert West · Kristina Gligorić
Surveys provide valuable insights into public opinion and behavior, but their execution is costly and slow. Large language models (LLMs) have been proposed as a scalable, low-cost substitute for human respondents, but their outputs are often biased and yield invalid estimates. We study the interp...
Veniamin Veselovsky · Berke Argın · Benedikt Stroebl · Chris Wendler · Robert West · James Evans · Thomas L. Griffiths · Arvind Narayanan
Large language models (LLMs), like human language learners, show patterns influenced by their dominant training language. Just as humans display language patterns influenced by their native tongue (semantic accents) when learning new languages, LLMs often default to English-centric responses even...