Alessandro Stolfo
Alessandro Stolfo has 2 papers in our library, in 2023, most of them on Language models & pretraining, Reasoning; often with Kumar Shridhar, Mrinmaya Sachan, Bernhard Schölkopf.
OpenAlex · h-index 8 · 34 works · 228 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 384 times in our library · 1 more in our library without a page yet · ⭐ Paper Stars ranking: #4283
Affiliations
Concepts, shelves and topics
📚 Shelves 4The field of science this work belongs to (OpenAlex fields).Artificial Intelligence · 2 worksArts and Humanities · 2 worksComputer Science · 2 worksLanguage and Linguistics · 2 works
🧭 Topics 2Research subjects and languages the work is about.Language models & pretraining · 2 worksReasoning · 2 works
Works by year
2020s
Papers
- Distilling Reasoning Capabilities into Smaller Language Models (2023 · 217 citations)
Chain-of-thought (CoT) prompting helps language models solve multi-step problems, but it mostly works only in models with hundreds of billions of parameters. - A Causal Framework to Quantify the Robustness of Mathematical Reasoning with Language Models (2023 · 65 citations)
Large language models perform well on math benchmarks, but it is unclear whether they truly reason or exploit superficial cues in problem wording.
All works
- Distilling Reasoning Capabilities into Smaller Language ModelsKumar Shridhar, Alessandro Stolfo, Mrinmaya SachanFindings of the Association for Computational Linguistics · 217 citations
- A Causal Framework to Quantify the Robustness of Mathematical Reasoning with Language ModelsAlessandro Stolfo, Zhijing Jin, Kumar Shridhar, et al.Annual Meeting of the Association for Computational Linguistics (ACL) · 65 citations
- Longtonotes: OntoNotes with Longer Coreference Chains · original ↗ · no summary yet · Findings of the Association for Computational Linguistics: EACL 2023Kumar Shridhar et al.2023 · 7 citations
Co-authors here
Venues
- Annual Meeting of the Association for Computational Linguistics (ACL): ACL 2023
- Findings of the Association for Computational Linguistics: Findings of the Association for Computational Linguistics 2023
- Nature
- Findings of the Association for Computational Linguistics…
Cited by
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