5 papers
CT: Counterfactual Causal Reasoning for Sentiment Shifts in Social-Media Conversation Trees
S M Rafiuddin, Atriya Sen
Sentiment in social-media threads does not only vary across posts; it shifts as users react to claims, corrections, evidence, and hostility within a branching reply tree. We study…
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…
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…
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…
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.…