ArXiv TLDR

Kang Liu

4 papers · Latest:

Natural Language Processing

SC-Taxo: Hierarchical Taxonomy Generation under Semantic Consistency Constraints using Large Language Models

SC-Taxo uses LLMs with hierarchy-aware refinement to generate semantically consistent scientific taxonomies, improving organization and access.

2605.00620
Natural Language Processing

DV-World: Benchmarking Data Visualization Agents in Real-World Scenarios

DV-World is a new benchmark for evaluating data visualization agents in real-world scenarios, addressing limitations of existing code-sandbox approaches.

2604.25914
Machine Learning

SOC-ICNN: From Polyhedral to Conic Geometry for Learning Convex Surrogate Functions

SOC-ICNN generalizes Input Convex Neural Networks from LP to SOCP, enhancing representational capacity with smooth curvature while maintaining efficiency.

2604.22355
Machine Learning

From $P(y|x)$ to $P(y)$: Investigating Reinforcement Learning in Pre-train Space

PreRL and DSRL enhance LLM reasoning by applying reward-driven updates in the pre-train space, effectively pruning incorrect reasoning paths.

2604.14142

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