Arora, Aryaman
- ReFT: Representation Finetuning for Language Models
2024/04/04 by Zhengxuan Wu, Wu, Zhengxuan, Aryaman Arora +11 · 1 voice · 24 citations
Computer Science · #Natural Language Processing Techniques #Topic Modeling #cs.AI #cs.CL #cs.LG
- Causal Abstraction: A Theoretical Foundation for Mechanistic Interpretability
2023/01/11 by Atticus Geiger, Geiger, Atticus, Ibeling, Duligur +9 · 34 citations
Computer Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #Bayesian Modeling and Causal Inference #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences
- AxBench: Steering LLMs? Even Simple Baselines Outperform Sparse Autoencoders
2025/01/28 by Zhengxuan Wu, Wu, Zhengxuan, Aryaman Arora +13 · 1 voice · 40 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #I.2.7 #Machine Learning (cs.LG)
- Localizing Model Behavior with Path Patching
2023/04/12 by Nicholas Goldowsky-Dill, Goldowsky-Dill, Nicholas, C. J. MacLeod +5 · 18 citations
Computer Science · #Adversarial Robustness in Machine Learning #Explainable Artificial Intelligence (XAI) #Machine Learning in Healthcare
- Towards Vision-Language Mechanistic Interpretability: A Causal Tracing Tool for BLIP
2023/08/27 by Vedant Palit, Rohan Pandey, Palit, Vedant +5 · 14 citations
Computer Science · #Multimodal Machine Learning Applications #Topic Modeling #Natural Language Processing Techniques
- The SIGMORPHON 2022 Shared Task on Morpheme Segmentation
2022/06/15 by Batsuren, Khuyagbaatar, Bella, Gábor, Arora, Aryaman +10 · 7 citations
#Computation and Language (cs.CL) #FOS: Computer and information sciences
- pyvene: A Library for Understanding and Improving PyTorch Models via Interventions
2024/03/12 by Zhengxuan Wu, Wu, Zhengxuan, Atticus Geiger +13 · 8 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Software System Performance and Reliability
- Estimating the Entropy of Linguistic Distributions
2022/04/04 by Arora, Aryaman, Meister, Clara, Cotterell, Ryan · 2 citations
#94A17 (Primary) 62B10 (Secondary) #Computation and Language (cs.CL) #E.4 #FOS: Computer and information sciences #I.2.7
- CausalGym: Benchmarking causal interpretability methods on linguistic tasks
2024/02/19 by Arora, Aryaman, Jurafsky, Dan, Potts, Christopher · 3 citations
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #I.2.7
- Bayesian scaling laws for in-context learning
2024/10/21 by Aryaman Arora, Arora, Aryaman, Dan Jurafsky +5 · 4 citations
Computer Science · #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Formal Languages and Automata Theory (cs.FL) #I.2.7 #Machine Learning (cs.LG)
- A Reply to Makelov et al. (2023)'s "Interpretability Illusion" Arguments
2024/01/23 by Zhengxuan Wu, Wu, Zhengxuan, Atticus Geiger +11 · 1 voice · 2 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #cs.AI #cs.CL #cs.LG
- Predicting positive transfer for improved low-resource speech recognition using acoustic pseudo-tokens
2024/02/03 by Nay San, Georgios Paraskevopoulos, San, Nay +11 · 2 citations
Computer Science · #Audio and Speech Processing (eess.AS) #Computation and Language (cs.CL) #FOS: Computer and information sciences #FOS: Electrical engineering #Speech Recognition and Synthesis #Speech and Audio Processing #electronic engineering #information engineering
- Computational historical linguistics and language diversity in South Asia
2022/03/23 by Arora, Aryaman, Farris, Adam, Basu, Samopriya +1 · 1 citation
#Computation and Language (cs.CL) #FOS: Computer and information sciences #I.2.7
- UniMorph 4.0: Universal Morphology
2022/05/07 by Batsuren, Khuyagbaatar, Goldman, Omer, Khalifa, Salam +93 · 1 citation
#Computation and Language (cs.CL) #FOS: Computer and information sciences
- IruMozhi: Automatically classifying diglossia in Tamil
2023/11/13 by Kabilan Prasanna, Aryaman Arora, Prasanna, Kabilan +1 · 1 citation
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #I.2.7 #Natural Language Processing Techniques #Text Readability and Simplification #Topic Modeling