Alessandro Stolfo

Publication Activity (10 Years)

Years Active: 2022-2024
Publications (10 Years): 14

Top Topics

Coreference Resolution

Document Retrieval

Causal Inferences

Top Venues

Publications

Alessandro Stolfo
Groundedness in Retrieval-augmented Long-form Generation: An Empirical Study. CoRR (2024)
Andreas Opedal, Alessandro Stolfo, Haruki Shirakami, Ying Jiao, Ryan Cotterell, Bernhard Schölkopf, Abulhair Saparov, Mrinmaya Sachan
Do Language Models Exhibit the Same Cognitive Biases in Problem Solving as Human Learners? CoRR (2024)
Alessandro Stolfo, Ben Wu, Wes Gurnee, Yonatan Belinkov, Xingyi Song, Mrinmaya Sachan, Neel Nanda
Confidence Regulation Neurons in Language Models. CoRR (2024)
Yifan Hou, Jiaoda Li, Yu Fei, Alessandro Stolfo, Wangchunshu Zhou, Guangtao Zeng, Antoine Bosselut, Mrinmaya Sachan
Towards a Mechanistic Interpretation of Multi-Step Reasoning Capabilities of Language Models. EMNLP (2023)
Yifan Hou, Jiaoda Li, Yu Fei, Alessandro Stolfo, Wangchunshu Zhou, Guangtao Zeng, Antoine Bosselut, Mrinmaya Sachan
Towards a Mechanistic Interpretation of Multi-Step Reasoning Capabilities of Language Models. CoRR (2023)
Alessandro Stolfo, Zhijing Jin, Kumar Shridhar, Bernhard Schölkopf, Mrinmaya Sachan
A Causal Framework to Quantify the Robustness of Mathematical Reasoning with Language Models. ACL (1) (2023)
Kumar Shridhar, Nicholas Monath, Raghuveer Thirukovalluru, Alessandro Stolfo, Manzil Zaheer, Andrew McCallum, Mrinmaya Sachan
Longtonotes: OntoNotes with Longer Coreference Chains. EACL (Findings) (2023)
Alessandro Stolfo, Yonatan Belinkov, Mrinmaya Sachan
A Mechanistic Interpretation of Arithmetic Reasoning in Language Models using Causal Mediation Analysis. EMNLP (2023)
Kumar Shridhar, Alessandro Stolfo, Mrinmaya Sachan
Distilling Reasoning Capabilities into Smaller Language Models. ACL (Findings) (2023)
Alessandro Stolfo, Yonatan Belinkov, Mrinmaya Sachan
Understanding Arithmetic Reasoning in Language Models using Causal Mediation Analysis. CoRR (2023)
Kumar Shridhar, Nicholas Monath, Raghuveer Thirukovalluru, Alessandro Stolfo, Manzil Zaheer, Andrew McCallum, Mrinmaya Sachan
Longtonotes: OntoNotes with Longer Coreference Chains. CoRR (2022)
Alessandro Stolfo, Zhijing Jin, Kumar Shridhar, Bernhard Schölkopf, Mrinmaya Sachan
A Causal Framework to Quantify the Robustness of Mathematical Reasoning with Language Models. CoRR (2022)
Kumar Shridhar, Alessandro Stolfo, Mrinmaya Sachan
Distilling Multi-Step Reasoning Capabilities of Large Language Models into Smaller Models via Semantic Decompositions. CoRR (2022)
Alessandro Stolfo, Chris Tanner, Vikram Gupta, Mrinmaya Sachan
A Simple Unsupervised Approach for Coreference Resolution using Rule-based Weak Supervision. *SEM@NAACL-HLT (2022)