Jintian Zhang
Jintian Zhang has 3 papers in our library, in 2024–2026, most of them on Efficient models & compression; often with Ningyu Zhang, Huajun Chen, Lun Du.
OpenAlex · h-index 3 · 16 works · 77 citations OpenAlex, 2026-10-14
📄 3 works in our library · 🔗 Cited 124 times in our library · ⭐ Paper Stars ranking: #5810
Affiliations
Fields, topics and concepts
📚 Shelves 8The field of science this work belongs to (OpenAlex fields).Computer Science · 3 worksArtificial Intelligence · 3 worksPsychology · 1 workArts and Humanities · 2 worksDevelopmental and Educational Psychology · 1 workSocial Psychology · 1 workLanguage and Linguistics · 2 worksComputer Vision and Pattern Recognition · 1 work
🧭 Topics 1Research subjects and languages the work is about.Efficient models & compression · 1 work
Works by year
2020s
Papers
- Exploring Collaboration Mechanisms for LLM Agents: A Social Psychology View (2024 · 134 citations)
Systems built from several large language model agents are increasingly used for hard tasks, but it is unclear how their collaboration works or whether it resembles human group behaviour. - LightThinker: Thinking Step-by-Step Compression (2025 · 50 citations)
Slow, o1-style reasoning makes LLMs produce very long token sequences. Because attention cost grows quadratically and the KV Cache grows linearly with context, these outputs are expensive in memory and time. LightThinker addresses this by teaching a model to condense each intermediate reasoning step as it goes. After… - Can We Predict Before Executing Machine Learning Agents? (2026 · 2 citations)
ML agents usually improve their code through repeated generate-execute-feedback cycles. Every candidate has to be trained and run, so a single MLE-Bench run can take many hours. The authors ask whether an LLM can act as an implicit world model and judge which solution will perform better before any code runs. They…
Co-authors here
- Ningyu Zhang ×3
- Huajun Chen ×2
- Lun Du ×2
- Yujie Luo ×2
- Bryan Hooi
- Da Zheng
- Mengshu Sun
- Ruibo Liu
- Shumin Deng
- Shuofei Qiao
- Xin Xu
- Yuqi Zhu
Venues
- Annual Meeting of the Association for Computational Linguistics (ACL) ×2: ACL 2026, ACL 2024
- Conference on Empirical Methods in Natural Language Processing (EMNLP): EMNLP 2025
Cited by
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