4 papers
STATe-of-Thoughts: Structured Action Templates for Tree-of-Thoughts
Zachary Bamberger, Till R. Saenger, Gilad Morad +3
Inference-Time-Compute (ITC) methods like Best-of- and Tree-of-Thoughts are meant to produce output candidates that are both high-quality and diverse, but their use of high-temp…
Causal Effect Estimation with Latent Textual Treatments
Omri Feldman, Amar Venugopal, Jann Spiess +1
Understanding the causal effects of text on downstream outcomes is a central task in many applications. Estimating such effects requires researchers to run controlled experiments t…
CoverBench: A Challenging Benchmark for Complex Claim Verification
Alon Jacovi, Moran Ambar, Eyal Ben-David +5
There is a growing line of research on verifying the correctness of language models' outputs. At the same time, LMs are being used to tackle complex queries that require reasoning.…
Exploring the Learning Capabilities of Language Models using LEVERWORLDS
Eitan Wagner, Amir Feder, Omri Abend
Learning a model of a stochastic setting often involves learning both general structure rules and specific properties of the instance. This paper investigates the interplay between…