Scholar
Letian Peng
Google Scholar ID: vht13WkAAAAJ
UC San Diego
Citations & Impact
Citations
134
H-index
7
i10-index
4
Publications
20
Co-authors
7
list available
Contact
Publications
Resume (English only)
Academic Achievements
- Published papers include CoTAM@ACL2024F, Incubator@EMNLP2024, TextGraft@EMNLP2024, NDD@ACL2023F, X-NER@EMNLP2023F, MetaIE, Cuckoo@ACL2025, InBedder@ACL2024, etc.
Research Experience
- 2023-2024: Worked on building NLP systems with extremely weak signals from humans with collaboration from LLMs (Knowledge Discovery).
- 2024-2025: Worked on unveiling the mechanisms behind LLM’s memorization, diversity, generalization, and hallucination (Knowledge Parameterization).
- 2025-: Now working on fine-grained control of LLM’s roles in AI4Plot, AI4Game, etc.
Education
- Currently a 4th-year Ph.D. student at UC San Diego, advised by Professor Jingbo Shang; B.S. degree in Computer Science from SJTU, advised by Professor Hai Zhao.
Background
- Research interests include knowledge discovery, parameterization, and generation of large language models. Aiming to build knowledgeable LLMs (especially as experts in unique domains) with diversity, generalizability, and fine-granularity.
Miscellany
- The personal homepage quotes Japanese lyrics “ここから始めよう♪ ボクは旅に出よう♪”, suggesting the author's enthusiasm for new journeys or challenges.
