Shauli Ravfogel
- BitFit: Simple Parameter-efficient Fine-tuning for Transformer-based Masked Language-models
2021/06/18 by Elad Ben Zaken, Zaken, Elad Ben, Shauli Ravfogel +3 · 112 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Speech and dialogue systems #Topic Modeling
- LEACE: Perfect linear concept erasure in closed form
2023/06/06 by Nora Belrose, Belrose, Nora, David Schneider-Joseph +9 · 1 voice · 25 citations
Computer Science · Social Sciences · #Machine Learning in Healthcare #Misinformation and Its Impacts #Topic Modeling #cs.CL #cs.CY #cs.LG
- Null It Out: Guarding Protected Attributes by Iterative Nullspace\n Projection
2020/04/16 by Shauli Ravfogel, Yanai Elazar, Ravfogel, Shauli +7 · 33 citations
Computer Science · #Adversarial Robustness in Machine Learning #Computation and Language (cs.CL) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Measuring and Improving Consistency in Pretrained Language Models
2021/02/01 by Yanai Elazar, Nora Kassner, Elazar, Yanai +11 · 29 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
- Linguistic Binding in Diffusion Models: Enhancing Attribute Correspondence through Attention Map Alignment
2023/06/15 by Royi Rassin, Rassin, Royi, Eran Hirsch +9 · 26 citations
Computer Science · #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Topic Modeling
- Few-shot Fine-tuning vs. In-context Learning: A Fair Comparison and Evaluation
2023/05/26 by Marius Mosbach, Tiago Pimentel, Mosbach, Marius +7 · 14 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
- Linear Adversarial Concept Erasure
2022/01/28 by Shauli Ravfogel, Michael Twiton, Ravfogel, Shauli +5 · 9 citations
Computer Science · #Adversarial Robustness in Machine Learning #Domain Adaptation and Few-Shot Learning #Machine Learning in Healthcare
- Representation Surgery: Theory and Practice of Affine Steering
2024/02/15 by Shashwat Singh, Shauli Ravfogel, Singh, Shashwat +9 · 10 citations
Engineering · Computer Science · #Advancements in Semiconductor Devices and Circuit Design #Cellular Automata and Applications
- Counterfactual Interventions Reveal the Causal Effect of Relative Clause\n Representations on Agreement Prediction
2021/05/14 by Shauli Ravfogel, Ravfogel, Shauli, Grusha Prasad +5 · 4 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Software Engineering Research #Text Readability and Simplification #Topic Modeling
- DALLE-2 is Seeing Double: Flaws in Word-to-Concept Mapping in Text2Image Models
2022/10/19 by Royi Rassin, Shauli Ravfogel, Rassin, Royi +3 · 3 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
- Measuring Causal Effects of Data Statistics on Language Model's `Factual' Predictions
2022/07/28 by Yanai Elazar, Elazar, Yanai, Nora Kassner +15 · 3 citations
Computer Science · #Topic Modeling #Natural Language Processing Techniques #Explainable Artificial Intelligence (XAI)
- Analyzing Gender Representation in Multilingual Models
2022/04/20 by Hila Gonen, Shauli Ravfogel, Gonen, Hila +3 · 2 citations
Computer Science · Social Sciences · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Gender Studies in Language #Natural Language Processing Techniques #Text Readability and Simplification
- Studying the Inductive Biases of RNNs with Synthetic Variations of Natural Languages
2019/03/15 by Shauli Ravfogel, Yoav Goldberg, Ravfogel, Shauli +3 · 1 citation
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Text Readability and Simplification #Topic Modeling
- GRADE: Quantifying Sample Diversity in Text-to-Image Models
2024/10/29 by Royi Rassin, Aviv Slobodkin, Rassin, Royi +7 · 1 voice · 2 citations
Social Sciences · #Computational and Text Analysis Methods #cs.CV
- The Role of Language Imbalance in Cross-lingual Generalisation: Insights from Cloned Language Experiments
2024/04/11 by Anton Schäfer, Shauli Ravfogel, Schäfer, Anton +7 · 2 citations
Computer Science · #Topic Modeling #Natural Language Processing Techniques #Multimodal Machine Learning Applications
- Gumbel Counterfactual Generation From Language Models
2024/11/11 by Shauli Ravfogel, Anej Svete, Ravfogel, Shauli +5 · 1 voice · 2 citations
Computer Science · #Natural Language Processing Techniques
- Description-Based Text Similarity
2023/05/21 by Shauli Ravfogel, Valentina Pyatkin, Ravfogel, Shauli +7 · 1 citation
Computer Science · #Topic Modeling #Natural Language Processing Techniques #Text Readability and Simplification
- Intrinsic Test of Unlearning Using Parametric Knowledge Traces
2024/06/17 by Yihuai Hong, Lei Yu, Hong, Yihuai +7 · 1 citation
Computer Science · Engineering · #Intelligent Tutoring Systems and Adaptive Learning #Advanced Data Processing Techniques