LZ
Leqi Zheng
cs.CLcs.AIcs.CVcs.IRcs.LGcs.DB
On Valency
published · living versionsW_3s9v4h9m·v1 · currentpublished
SciLENS: RL-Driven Autonomous Agents for Scientific Localized Evidence Navigation and Synthesis
with Jinbo Su, Yuying Li, Chaokun Wang, Weiping Wang +8
1 version
Preprints & journals
15 papers in the corpus · 2025–2026ProcArena: A Multi-Scenario Benchmark for LLMs on Direct and Interactive PL/SQL Development from Natural Language2609.06527v1 · Hang Zhang, Chaokun Wang, Yuzhi Pan et al.2026 · 0 citationsarXiv
SLATE: Are AI-Generated Slides Educationally Effective? A Benchmark for Language Teaching Quality and Learner Knowledge Acquisition2609.06212v1 · Jingzhuo Wu, Jiajun Zhang, Liu Yi et al.2026 · 0 citationsarXiv
SciLENS: RL-Driven Autonomous Agents for Scientific Localized Evidence Navigation and Synthesis2609.03338v1 · Leqi Zheng, Jinbo Su, Yuying Li et al.2026 · 0 citationsarXivon Valency
Gradients Know What Outcomes Don't: Unlocking Reinforcement Learning for LLM Reasoning with Gradient-Aligned Rewards2609.03342v1 · Leqi Zheng, Jinbo Su, Fang Niu et al.2026 · 0 citationsarXiv
JPO: Juris Policy Optimization for Structured Legal Reasoning in Criminal Judgment Prediction2608.29616v3 · Zhaolu Kang, Yantao Liu, Tailong Luo et al.2026 · 0 citationsarXiv
Filter, Then Reweight: Rethinking Optimization Granularity in On-Policy Distillation2606.02684v2 · Yuying Li, Leqi Zheng, Yongzi Yu et al.2026 · 0 citationsarXiv
Deep knowledge-driven multi-modal fusion for diagnosis and prognosis of SI-ARDS.42209672 · Chen, Hongyi, Gu, Yang, Zhang, Guangwei et al.2026 · 0 citationsCommunications medicine. 2026;6(1)
APSevLM: Acute Pancreatitis Severity Language Model.42013267 · Zheng, Leqi, Fang, Jiajun, Chen, Hongyi et al.2026 · 0 citationsIEEE journal of biomedical and health informatics. 2026;PP
RealChart2Code: Advancing Chart-to-Code Generation with Real Data and Multi-Task Evaluation2603.25804v1 · Jiajun Zhang, Yuying Li, Zhixun Li et al.2026 · 0 citationsarXiv
AdaMem: Adaptive User-Centric Memory for Long-Horizon Dialogue Agents2603.16496v2 · Shannan Yan, Jingchen Ni, Leqi Zheng et al.2026 · 0 citationsarXiv
Learning Cross-View Object Correspondence via Cycle-Consistent Mask Prediction2602.18996v2 · Shannan Yan, Leqi Zheng, Keyu Lv et al.2026 · 0 citationsarXiv
Towards Distillation-Resistant Large Language Models: An Information-Theoretic Perspective2602.03396v3 · Hao Fang, Tianyi Zhang, Tianqu Zhuang et al.2026 · 0 citationsarXiv
What Should I Cite? A RAG Benchmark for Academic Citation Prediction2601.14949v2 · Leqi Zheng, Jiajun Zhang, Canzhi Chen et al.2026 · 1 citationWWW 2026
CapGeo-Bench: Decoupling Visual Perception from Reasoning and Evaluating Geometric Understanding2510.09302v2 · Yuying Li, Siyi Qian, Hao Liang et al.2025 · 0 citationsarXiv
A foundational triage system for improving accuracy in moderate acuity level emergency classifications.40745473 · Liu, Tuo, Gu, Yang, Chen, Hongyi et al.2025 · 8 citationsCommunications medicine. 2025;5(1):322
Career total: 28 works. 15 are in this corpus.
Profile built from the corpus for this byline.
Author records are still filling in while the Hub is in alpha. If this is your page, you'll be able to claim it soon. Spot a mistake? Tell us.