Somanshu Singla
Somanshu Singla has 2 papers in our library, in 2025–2026, most of them on Language models & pretraining; often with Andrew Hojel, Ashish Vaswani, Eric P. Xing.
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📄 2 works in our library · 🔗 Cited 16 times in our library · ⭐ Paper Stars ranking: #9395
Fields, topics and concepts
📚 Shelves 6The 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 workInformation Systems · 1 work
🧭 Topics 1Research subjects and languages the work is about.Language models & pretraining · 2 works
Works by year
2020s
Papers
- Rethinking Reflection in Pre-Training (2025 · 15 citations)
Reasoning models are often said to acquire reflection, meaning the ability to notice and repair flaws in a line of reasoning, through reinforcement learning. - Decentralized Arena: Towards Democratic and Scalable Automatic Evaluation of Language Models (2026 · 1 citation)
Ranking the fast-growing population of LLMs is hard. Fixed-answer benchmarks such as MMLU saturate. Human-voted leaderboards like Chatbot Arena are slow and expensive. Using one strong model (e.g., GPT-4) as judge introduces that model's own biases. The authors propose Decentralized Arena (De-Arena), where every…
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