Roee Aharoni's picture

1 3

Roee Aharoni

roeeaharoni

·

http://www.roeeaharoni.com

AI & ML interests

Natural Language Processing

Recent Activity

upvoted a paper about 7 hours ago

Inside-Out: Hidden Factual Knowledge in LLMs

liked a dataset 8 months ago

google/granola-entity-questions

reacted to gsarti's post with 🤗 about 1 year ago

🔍 Today's pick in Interpretability & Analysis of LMs: A Chain-of-Thought Is as Strong as Its Weakest Link: A Benchmark for Verifiers of Reasoning Chains by @alonjacovi @yonatanbitton B. Bohnet J. Herzig @orhonovic M. Tseng M. Collins @roeeaharoni @mega This work introduces a new methodology for human verification of reasoning chains and adopts it to annotate a dataset of chain-of-thought reasoning chains produced by 3 LMs. The annotated dataset, REVEAL, can be used to benchmark automatic verifiers of reasoning in LMs. In their analysis, the authors find that LM-produced CoTs generally contain faulty steps, often leading to incorrect automatic verification. In particular, CoT-generating LMs are found to produce non-attributable reasoning steps often, and reasoning verifiers generally struggle to verify logical correctness. 📄 Paper: https://huggingface.co/papers/2402.00559 🔡 Dataset: https://huggingface.co/datasets/google/reveal

View all activity

Organizations

Papers 2

arxiv:2401.04695

arxiv:2305.10400

models

None public yet

datasets

None public yet