Alessandro Stolfo
12 papers · 2022–2025 · 7 venues · across top CS/AI venues
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arithmetic reasoning
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large language model
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coreference resolution
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mechanistic interpretability
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attention mechanism
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mathematical reasoning
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causal inference
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chain-of-thought reasoning
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instruction tuning
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retrieval-augmented generation
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Papers
Improving Instruction-Following in Language Models through Activation Steering
ICLR 2025
MIB: A Mechanistic Interpretability Benchmark
ICML 2025
Probing for Arithmetic Errors in Language Models
EMNLP 2025
Confidence Regulation Neurons in Language Models
NeurIPS 2024
Do Language Models Exhibit the Same Cognitive Biases in Problem Solving as Human Learners?
ICML 2024
Groundedness in Retrieval-augmented Long-form Generation: An Empirical Study
NAACL 2024
A Causal Framework to Quantify the Robustness of Mathematical Reasoning with Language Models
ACL 2023
A Mechanistic Interpretation of Arithmetic Reasoning in Language Models using Causal Mediation Analysis
EMNLP 2023
Distilling Reasoning Capabilities into Smaller Language Models
ACL 2023
Longtonotes: OntoNotes with Longer Coreference Chains
EACL 2023
Towards a Mechanistic Interpretation of Multi-Step Reasoning Capabilities of Language Models
EMNLP 2023
A Simple Unsupervised Approach for Coreference Resolution using Rule-based Weak Supervision
NAACL 2022