Alessandro Stolfo

According to our database, Alessandro Stolfo authored at least 18 papers between 2022 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

Fluid Representations in Reasoning Models.

Dmitrii Kharlapenko, Alessandro Stolfo, Arthur Conmy, Mrinmaya Sachan, Zhijing Jin

CoRR, February, 2026

2025

On the Emergence of Induction Heads for In-Context Learning.

Tiberiu Musat, Tiago Pimentel, Lorenzo Noci, Alessandro Stolfo, Mrinmaya Sachan, Thomas Hofmann

CoRR, November, 2025

Transferring Features Across Language Models With Model Stitching.

Alan Chen, Jack Merullo, Alessandro Stolfo, Ellie Pavlick

CoRR, June, 2025

Dense SAE Latents Are Features, Not Bugs.

Xiaoqing Sun, Alessandro Stolfo, Joshua Engels, Ben Wu, Senthooran Rajamanoharan, Mrinmaya Sachan, Max Tegmark

Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2025, 2025

MIB: A Mechanistic Interpretability Benchmark.

Aaron Mueller, Atticus Geiger, Sarah Wiegreffe, Dana Arad, Iván Arcuschin, Adam Belfki, Yik Siu Chan, Jaden Fried Fiotto-Kaufman, Tal Haklay, Michael Hanna, Jing Huang, Rohan Gupta, Yaniv Nikankin, Hadas Orgad, Nikhil Prakash, Anja Reusch, Aruna Sankaranarayanan, Shun Shao, Alessandro Stolfo, Martin Tutek, Amir Zur, David Bau, Yonatan Belinkov

Proceedings of the Forty-second International Conference on Machine Learning, 2025

Improving Instruction-Following in Language Models through Activation Steering.

Alessandro Stolfo, Vidhisha Balachandran, Safoora Yousefi, Eric Horvitz, Besmira Nushi

Proceedings of the Thirteenth International Conference on Learning Representations, 2025

Probing for Arithmetic Errors in Language Models.

Yucheng Sun, Alessandro Stolfo, Mrinmaya Sachan

Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing, 2025

2024

Confidence Regulation Neurons in Language Models.

Alessandro Stolfo, Ben Wu, Wes Gurnee, Yonatan Belinkov, Xingyi Song, Mrinmaya Sachan, Neel Nanda

Proceedings of the Advances in Neural Information Processing Systems 37: Annual Conference on Neural Information Processing Systems 2024, 2024

Groundedness in Retrieval-augmented Long-form Generation: An Empirical Study.

Alessandro Stolfo

Proceedings of the Findings of the Association for Computational Linguistics: NAACL 2024, 2024

Do Language Models Exhibit the Same Cognitive Biases in Problem Solving as Human Learners?

Andreas Opedal, Alessandro Stolfo, Haruki Shirakami, Ying Jiao, Ryan Cotterell, Bernhard Schölkopf, Abulhair Saparov, Mrinmaya Sachan

Proceedings of the Forty-first International Conference on Machine Learning, 2024

2023

Understanding Arithmetic Reasoning in Language Models using Causal Mediation Analysis.

Alessandro Stolfo, Yonatan Belinkov, Mrinmaya Sachan

CoRR, 2023

A Mechanistic Interpretation of Arithmetic Reasoning in Language Models using Causal Mediation Analysis.

Alessandro Stolfo, Yonatan Belinkov, Mrinmaya Sachan

Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing, 2023

Towards a Mechanistic Interpretation of Multi-Step Reasoning Capabilities of Language Models.

Yifan Hou, Jiaoda Li, Yu Fei, Alessandro Stolfo, Wangchunshu Zhou, Guangtao Zeng, Antoine Bosselut, Mrinmaya Sachan

Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing, 2023

Longtonotes: OntoNotes with Longer Coreference Chains.

Kumar Shridhar, Nicholas Monath, Raghuveer Thirukovalluru, Alessandro Stolfo, Manzil Zaheer, Andrew McCallum, Mrinmaya Sachan

Proceedings of the Findings of the Association for Computational Linguistics: EACL 2023, 2023

A Causal Framework to Quantify the Robustness of Mathematical Reasoning with Language Models.

Alessandro Stolfo, Zhijing Jin, Kumar Shridhar, Bernhard Schölkopf, Mrinmaya Sachan

Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2023

Distilling Reasoning Capabilities into Smaller Language Models.

Kumar Shridhar, Alessandro Stolfo, Mrinmaya Sachan

Proceedings of the Findings of the Association for Computational Linguistics: ACL 2023, 2023

2022

Distilling Multi-Step Reasoning Capabilities of Large Language Models into Smaller Models via Semantic Decompositions.

Kumar Shridhar, Alessandro Stolfo, Mrinmaya Sachan

CoRR, 2022

A Simple Unsupervised Approach for Coreference Resolution using Rule-based Weak Supervision.

Alessandro Stolfo, Chris Tanner, Vikram Gupta, Mrinmaya Sachan

Proceedings of the 11th Joint Conference on Lexical and Computational Semantics, 2022