3 papers
cs.CV2026
MARINER: A 3E-Driven Benchmark for Fine-Grained Perception and Complex Reasoning in Open-Water Environments
Xingming Liao, Ning Chen, Muying Shu +5
Fine-grained visual understanding and high-level reasoning in real-world open-water environments remain under-explored due to the lack of dedicated benchmarks. We introduce MARINER…
cs.CL2025
Unlocking LLM Safeguards for Low-Resource Languages via Reasoning and Alignment with Minimal Training Data
Zhuowei Chen, Bowei Zhang, Nankai Lin +2
Recent advances in LLMs have enhanced AI capabilities, but also increased the risk posed by malicious requests, highlighting the need for effective LLM safeguards to detect such qu…
cs.CL2024
Composited-Nested-Learning with Data Augmentation for Nested Named Entity Recognition
Xingming Liao, Nankai Lin, Haowen Li +3
Nested Named Entity Recognition (NNER) focuses on addressing overlapped entity recognition. Compared to Flat Named Entity Recognition (FNER), annotated resources are scarce in the…