Guy Rotman
Guy Rotman has 2 papers in our library, in 2022–2026, most of them on Language models & pretraining; often with Roi Reichart.
OpenAlex · h-index 5 · 18 works · 93 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 11 times in our library · ⭐ Paper Stars ranking: #8472
Affiliations
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
- Multi-task Active Learning for Pre-trained Transformer-based Models (2022 · 30 citations)
Multi-task learning lets a single model draw on several annotation layers over the same text. Labeling one corpus under multiple schemes, however, is slow and expensive. Active learning (AL) lowers labeling cost by repeatedly picking the unlabeled examples most useful to the model. Its multi-task form (MT-AL) had not… - Distilling Examples into Task Instructions: Enhanced In-Context Learning for Real-World B2B Conversations (2026)
Few-shot in-context learning (ICL) struggles with long, multi-party B2B sales conversations. Each concatenated example adds hundreds of tokens, and performance drops as the prompt grows. The authors from Gong.io build the Call Playbook dataset from 50 real English sales calls lasting 30–90 minutes. They annotate it…
Co-authors here
Venues
- Findings of the Association for Computational Linguistics: Findings of the Association for Computational Linguistics 2026
- Transactions of the Association for Computational Linguistics (TACL): Transactions of the Association for Computational Linguistics (TACL) 2022
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