Author

Xiaolu Zhang

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#natural language process... Preprint Sep 2026

FinFIRST: Benchmarking Search Agents for Financial Information Retrieval, Sourcing and Traceability

Financial search is a highly demanding task for LLM agents, requiring not only a correct final answer but also temporally valid information retrieval, authoritative source selection, entity and period alignment, unit and definition consistency, and verifiable evidence for all conclusions. Existing benchmarks predominan...

Wen-Qing Wang, Hai-Tao Xiang, Xin-Yi Zhao et al. · 0 citations

Review Aug 2026

LiveEvalBench: Toward Open-World Evaluation for Web Generation

Experiments across diverse real-world web-generation scenarios show that LiveEvalBench aligns closely with human expert judgment and provides fine-grained insights into frontier models' web generation capabilities.

Yiyao Wang, Zhen Wen, Ying Tang et al. · 0 citations

Preprint Aug 2026

Towards Understanding On-Policy Distillation through the Lens of Test-Time Scaling

It is observed that OPD-trained models maintain superior avg@K performance across sampling budgets, while the advantage in pass@K gradually shifts to the pre-OPD base models as K increases, suggesting that OPD primarily improves sampling efficiency rather than consistently expanding the student's reasoning capability b...

Xinmu Ge, Zizhuo Zhang, Yu Huang et al. · 1 citation