---
title: "Shauli Ravfogel — papers of 2021 — Elamur Research"
description: "Shauli Ravfogel — papers of 2021: 2 papers on Elamur Research, the most cited first — what each work is about in our own words."
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# Shauli Ravfogel — papers of 2021 — Elamur Research

2 papers · [all years of Shauli Ravfogel](https://md.research.elamur.ai/free/en/authors/shauli-ravfogel/#years)

- [BitFit: Simple Parameter-efficient Fine-tuning for Transformer-based Masked Language-models arXiv:2106.10199](https://md.research.elamur.ai/free/en/papers/ben-zaken-2021-bitfit-simple-parameter-efficient-fine/) — Elad Ben-Zaken, Shauli Ravfogel, Yoav Goldberg · 2021 · 406 citations

**[Amnesic Probing: Behavioral Explanation with Amnesic Counterfactuals](https://md.research.elamur.ai/free/en/papers/elazar-2021-amnesic-probing-behavioral-explanation-amnesic/) [Transactions of the Association for Computational Linguistics (TACL)](https://md.research.elamur.ai/free/en/venues/tacl/)**Yanai Elazar, Shauli Ravfogel, Alon Jacovi, et al.*2021 · 247 citations*