Alessandro Stolfo

According to our database, Alessandro Stolfo authored at least 12 papers between 2022 and 2024.

Collaborative distances:

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

2024

Improving Instruction-Following in Language Models through Activation Steering.

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

CoRR, 2024

Confidence Regulation Neurons in Language Models.

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

CoRR, 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