Punit Singh Koura
Punit Singh Koura has 2 papers in our library, in 2022–2023, most of them on Language models & pretraining; often with Andrew Poulton, Daniel Simig, Diana Liskovich.
OpenAlex · h-index 7 · 12 works · 3,819 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 7,794 times in our library · 1 more in our library without a page yet · ⭐ Paper Stars ranking: #6119
Fields, topics and concepts
📚 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 1Research subjects and languages the work is about.Language models & pretraining · 1 work
Works by year
2020s
Papers
- OPT-IML: Scaling Language Model Instruction Meta Learning through the Lens of Generalization (2022 · 244 citations)
Instruction-tuning means fine-tuning a large language model on many tasks phrased as instructions. It is known to help zero- and few-shot transfer, but it was unclear how individual design choices affect results. The authors examine these choices at scale. They merged 8 existing task collections into OPT-IML Bench… - A Theory on Adam Instability in Large-Scale Machine Learning (2023 · 15 citations)
Very large language models sometimes show sudden loss spikes during training, and the cause has not been explained.
All works
- OPT-IML: Scaling Language Model Instruction Meta Learning through the Lens of GeneralizationarXiv:2212.12017Srinivasan Iyer, Xi Victoria Lin, Ramakanth Pasunuru, et al.2022 · 244 citations
- Few-shot Learning with Multilingual Generative Language Models ↗Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing · no summary yetXi Victoria Lin et al.2022 · 133 citations
- A Theory on Adam Instability in Large-Scale Machine LearningarXiv:2304.09871Igor Molybog, Peter Albert, Moya Chen, et al.2023 · 15 citations
Co-authors here
- Andrew Poulton
- Daniel Simig
- Diana Liskovich
- Igor Molybog
- Kurt Shuster
- Moya Chen
- Naman Goyal
- Peter Albert
- Ping Yu
- Qing Liu
- Ramakanth Pasunuru
- Sharan Narang
Venues
- Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing
Cited by
Updated
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