Jan-Philipp Fränken
Jan-Philipp Fränken has 4 papers in our library, in 2024–2025, most of them on Language models & pretraining, Reasoning; often with Rafael Rafailov, Alon Albalak, Chase Blagden.
OpenAlex · ORCID · h-index 6 · 26 works · 111 citations OpenAlex, 2026-10-14
📄 4 works in our library · 🔗 Cited 152 times in our library · ⭐ Paper Stars ranking: #7219
Affiliations
Fields, topics and concepts
📚 Shelves 4The field of science this work belongs to (OpenAlex fields).Artificial Intelligence · 4 worksComputer Science · 4 worksArts and Humanities · 3 worksLanguage and Linguistics · 3 works
🧭 Topics 2Research subjects and languages the work is about.Language models & pretraining · 2 worksReasoning · 1 work
Works by year
2020s
Papers
- Generative Reward Models (2024 · 58 citations)
Reward models trained with the Bradley-Terry objective on human preference pairs score well on familiar data but generalize poorly to unseen tasks. - Towards System 2 Reasoning in LLMs: Learning How to Think With Meta Chain-of-Thought (2025 · 47 citations)
Large language models handle routine math well but still fail on harder problems. The authors argue that ordinary Chain-of-Thought (CoT) is part of the cause. Written solutions in training data show only the polished final derivation. They omit the hidden, non-linear work of trying options, checking them and… - STaR-GATE: Teaching Language Models to Ask Clarifying Questions (2024 · 43 citations)
Users often phrase their requests to a language model incompletely, so the model responds generically and ignores their preferences. - Self-Supervised Alignment with Mutual Information: Learning to Follow Principles without Preference Labels (2024 · 16 citations)
Teaching a language model to respect a set of behavioral rules (a "constitution") usually depends on human preference labels, curated demonstrations, or reward models with reinforcement learning.
Co-authors here
- Rafael Rafailov ×3
- Alon Albalak ×2
- Chase Blagden ×2
- Dakota Mahan ×2
- Duy Phung ×2
- Kanishk Gandhi ×2
- Louis Castricato ×2
- Nathan Lile ×2
- Noah D. Goodman ×2
- Tobias Gerstenberg ×2
- Anikait Singh
- Charlie Snell
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