Jason Cai
Jason Cai has 3 papers in our library, in 2024–2026, most of them on Language models & pretraining, Summarization; often with Hang Su, Saab Mansour, Anna Currey.
OpenAlex · ORCID · h-index 12 · 41 works · 1,032 citations OpenAlex, 2026-10-14
📄 3 works in our library · 🔗 Cited 78 times in our library · ⭐ Paper Stars ranking: #6618
Affiliations
🏥Massachusetts General HospitalBoston ·
United States2024–2026 · 5 papers🔬Mayo ClinicRochester ·
United States2019–2024 · 16 papers🏢AmazonSeattle ·
United States2024–2025 · 9 papers🏥Mayo Clinic in FloridaJacksonville ·
United States2020–2021 · 2 papers
Fields, topics and concepts
📚 Shelves 4The field of science this work belongs to (OpenAlex fields).Artificial Intelligence · 3 worksArts and Humanities · 3 worksComputer Science · 3 worksLanguage and Linguistics · 3 works
🧭 Topics 2Research subjects and languages the work is about.Summarization · 1 workLanguage models & pretraining · 1 work
Works by year
2020s
Papers
- FineSurE: Fine-grained Summarization Evaluation using LLMs (2024 · 92 citations)
Evaluating summaries automatically remains difficult. ROUGE-style overlap metrics track human judgment poorly, and recent LLM judges such as G-Eval assign a single Likert score per summary, which hides where and how a summary fails. FineSurE addresses this by having an LLM run two fine-grained tasks. In fact… - MemInsight: Autonomous Memory Augmentation for LLM Agents (2025 · 22 citations)
LLM agents rely on long-term memory to give coherent, personalized answers. As stored interactions pile up, raw and unstructured memory becomes noisy and harder to search. MemInsight addresses this by having an LLM backbone enrich each memory entry automatically with attribute–value annotations, without a… - 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
- Anna Currey
- Henry Peng Zou
- Hwanjun Song
- Igor Shalyminov
- Jianfeng He
- Michelle Yuan
- Monica Sunkara
- Rana Salama
- Siffi Singh
- Yassine Benajiba
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
- Conference on Empirical Methods in Natural Language Processing (EMNLP): EMNLP 2025
Cited by
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