Siffi Singh
Siffi Singh has 2 papers in our library, in 2024–2026, most of them on Implicature, Language models & pretraining, English; often with Hang Su, Saab Mansour, Henry Peng Zou.
OpenAlex · h-index 4 · 22 works · 49 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 4 times in our library · ⭐ Paper Stars ranking: #10597
Affiliations
🏢AmazonSeattle ·
United States2023–2026 · 3 papers🎓Korea Advanced Institute of Science and TechnologyDaejeon ·
South Korea2024 · 2 papers🎓The University of Texas at AustinAustin ·
United States2024 · 2 papers
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 3Research subjects and languages the work is about.English · 1 workImplicature · 1 workLanguage models & pretraining · 1 work
Works by year
2020s
Papers
- Can Your Model Tell a Negation from an Implicature? Unravelling Challenges With Intent Encoders (2024 · 4 citations)
Intent embedding models (for chatbots that map «I want to order a pizza» to order_food) are tested on two things standard benchmarks miss: negation («I don't want to order pizza», a different intent with high word overlap) and implicature («I'm really hungry», the same intent with little overlap). - Active Generalized Category Discovery with Diverse LLM Feedback (2026 · 1 citation)
The paper addresses Generalized Category Discovery (GCD) for text. In GCD, a model must sort unlabeled data into both previously known and entirely new categories, using only a small labeled set drawn from the known ones. Earlier GCD approaches combine contrastive learning with K-Means++ clustering. Without extra…
Co-authors here
- Hang Su ×2
- Saab Mansour ×2
- Henry Peng Zou
- Hwanjun Song
- Igor Shalyminov
- Jason Cai
- Jianfeng He
- Sailik Sengupta
- Yuwei Zhang
Venues
- Annual Meeting of the Association for Computational Linguistics (ACL): ACL 2024
- Conference of the European Chapter of the Association for Computational Linguistics (EACL): EACL 2026
Cited by
Updated
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