Academia Roadmap

in BLOGs & DAILY THINKING Last modified at:

An interactive publications timeline showcasing my academia roadmap, including published papers, under-review work, and ongoing projects across NLP, time-series modeling, and remote sensing.

Publications timeline

Reinforcing Low-Resource Machine Translation via Grammar-Oriented Reasoning Models
In preparation
Work in progress on grammar-knowledge-guided RL for reasoning-oriented LLMs.
From Static Corpora to Living Tests: Measuring General Intelligence via Original-to-Variant Score Dynamics
In preparation
Diversification pipeline and score dynamics to evaluate robustness and generalization.
Small Language Models in the Real World: Insights from Industrial Text Classification
Long paper · ACL 2025 (Industry Track) · Published
Li, L., Sleem, L., Gentile, N., Nichil, G., & State, R.
Exploring the Impact of Temperature on Large Language Models: Hot or Cold?
Long paper · Procedia Computer Science 264, 242–251, 2025 · Published
Li, L., Sleem, L., Gentile, N., Nichil, G., & State, R.
Uncovering Zero-Shot Generalization Gaps in Time-Series Foundation Models Using Real-World Videos
Short paper · AAAI 2026 AI4TS & NeurIPS 2025 BERT2S · Accepted
Li, L., Sleem, L., Wang, Y, Xu, Y., Gentile, N., & State, R.
NegBLEURT Forest: Leveraging Inconsistencies for Detecting Jailbreak Attacks
Long paper · IEEE CCNC 2026 · Accepted (arXiv:2511.11784)
Sleem, L., François, J., Li, L., Foucher, N., Gentile, N., & State, R.
Vision Transformer-Based Time-Series Image Reconstruction for Cloud-Filling Applications
Short paper · IEEE IGARSS 2025 · Published
Li, L., Wang, Y., & State, R.
Is LLM the Silver Bullet to Low-Resource Languages Machine Translation?
Long paper · Under review at LoResMT 2026 @ EACL
Song, Y., Li, L., et al.
Temporal-Spatial Tubelet Embedding for Cloud-Robust MSI Reconstruction using MSI-SAR Fusion
Long paper · Under review at ISPRS 2026 (XXV ISPRS Congress)
Wang, Y., Li, L., Yue, M., & State, R.
Do Large Language Models Grasp The Grammar? Evidence from Grammar-Book-Guided Probing in Luxembourgish
Long paper · Under review at LREC 2026
Li, L., Song, Y., et al.