Alex Havrilla
Alex Havrilla has 2 papers in our library, in 2024, most of them on Language models & pretraining, Reasoning; often with Eric Hambro, Jane Dwivedi-Yu, Maksym Zhuravinskyi.
OpenAlex · h-index 4 · 15 works · 46 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 112 times in our library · 1 more in our library without a page yet · ⭐ Paper Stars ranking: #7806
Affiliations
Fields, topics and concepts
📚 Shelves 5The field of science this work belongs to (OpenAlex fields).Arts and Humanities · 2 worksComputer Science · 2 worksArtificial Intelligence · 2 worksLanguage and Linguistics · 2 worksComputer Vision and Pattern Recognition · 1 work
🧭 Topics 2Research subjects and languages the work is about.Language models & pretraining · 2 worksReasoning · 2 works
Works by year
2020s
Papers
- Teaching Large Language Models to Reason with Reinforcement Learning (2024 · 61 citations)
This study asks whether reinforcement learning techniques, popularised by RLHF, can strengthen the reasoning of large language models on math word problems. - GLoRe: When, Where, and How to Improve LLM Reasoning via Global and Local Refinements (2024 · 45 citations)
LLMs often fail to self-correct their reasoning without outside help. They cannot reliably tell whether a solution needs fixing or which step went wrong. This work splits refinement into three decisions: when, where, and how. It addresses them without human labels or stronger models, using only the ground-truth…
All works
- Teaching Large Language Models to Reason with Reinforcement LearningarXiv:2403.04642Alex Havrilla, Yuqing Du, Sharath Chandra Raparthy, et al.2024 · 61 citations
- GLoRe: When, Where, and How to Improve LLM Reasoning via Global and Local RefinementsarXiv:2402.10963Alex Havrilla, Sharath Raparthy, Christoforus Nalmpantis, et al.2024 · 45 citations
- Surveying the Effects of Quality, Diversity, and Complexity in Synthetic Data From Large Language Models ↗arXiv:2412.02980 · no summary yetAlex Havrilla et al.2024 · 17 citations
Co-authors here
- Eric Hambro ×2
- Jane Dwivedi-Yu ×2
- Maksym Zhuravinskyi ×2
- Roberta Raileanu ×2
- Sharath Chandra Raparthy ×2
- Christoforos Nalmpantis
- Sainbayar Sukhbaatar
Cited by
Updated
This page in Markdown → https://md.research.elamur.ai/free/en/authors/alex-havrilla/