A Simple Unsupervised Approach for Coreference Resolution using Rule-based Weak Supervision. - Alessandro Stolfo; Chris Tanner; Vikram Gupta; Mrinmaya Sachan (*SEM@NAACL-HLT, 2022)

Distilling Multi-Step Reasoning Capabilities of Large Language Models into Smaller Models via Semantic Decompositions. - Kumar Shridhar; Alessandro Stolfo; Mrinmaya Sachan (CoRR, 2022)

Distilling Reasoning Capabilities into Smaller Language Models. - Kumar Shridhar; Alessandro Stolfo; Mrinmaya Sachan (ACL (Findings), 2023)

A Causal Framework to Quantify the Robustness of Mathematical Reasoning with Language Models. - Alessandro Stolfo; Zhijing Jin 001; Kumar Shridhar; Bernhard Schölkopf; Mrinmaya Sachan (ACL (1), 2023)

Longtonotes: OntoNotes with Longer Coreference Chains. - Kumar Shridhar; Nicholas Monath; Raghuveer Thirukovalluru; Alessandro Stolfo; Manzil Zaheer; Andrew McCallum; Mrinmaya Sachan (EACL (Findings), 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 (EMNLP, 2023)

A Mechanistic Interpretation of Arithmetic Reasoning in Language Models using Causal Mediation Analysis. - Alessandro Stolfo; Yonatan Belinkov; Mrinmaya Sachan (EMNLP, 2023)

Understanding Arithmetic Reasoning in Language Models using Causal Mediation Analysis. - Alessandro Stolfo; Yonatan Belinkov; Mrinmaya Sachan (CoRR, 2023)

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 (ICML, 2024)

Groundedness in Retrieval-augmented Long-form Generation: An Empirical Study. - Alessandro Stolfo (NAACL-HLT (Findings), 2024)

Confidence Regulation Neurons in Language Models. - Alessandro Stolfo; Ben Wu 001; Wes Gurnee; Yonatan Belinkov; Xingyi Song; Mrinmaya Sachan; Neel Nanda (NeurIPS, 2024)

Improving Instruction-Following in Language Models through Activation Steering. - Alessandro Stolfo; Vidhisha Balachandran; Safoora Yousefi; Eric Horvitz; Besmira Nushi (ICLR, 2025)

MIB: A Mechanistic Interpretability Benchmark. - Aaron Mueller; Atticus Geiger; Sarah Wiegreffe; Dana Arad; Iván Arcuschin; Adam Belfki; Yik Siu Chan; Jaden Fiotto-Kaufman; Tal Haklay; Michael Hanna 001; Jing Huang; Rohan Gupta; et al. (CoRR, 2025)

Transferring Features Across Language Models With Model Stitching. - Alan Chen 008; Jack Merullo; Alessandro Stolfo; Ellie Pavlick (CoRR, 2025)

Dense SAE Latents Are Features, Not Bugs. - Xiaoqing Sun; Alessandro Stolfo; Joshua Engels; Ben Wu 001; Senthooran Rajamanoharan; Mrinmaya Sachan; Max Tegmark (CoRR, 2025)

Probing for Arithmetic Errors in Language Models. - Yucheng Sun; Alessandro Stolfo; Mrinmaya Sachan (CoRR, 2025)