Author

Jian Yang

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#natural language process... Review Sep 2026

Overview of the NLPCC 2026 Shared Task 11: Agent-Based Experiment Reproduction from Scientific Papers

This work introduces AgentActionBench, a process-oriented benchmark for evaluating agent-based experiment reproduction across ML and AI4Science domains, and uses an MCP-based Action Recorder to capture agents' behaviour throughout the reproduction process and evaluates the resulting traces with paper-specific rubrics.

Han-Hua Hong, Yi-Zhi Li, H. Luu et al. · 1 citation

Jul 2026

FinanceComplexQA: Benchmarking Agentic Reasoning on Industrial-grade Financial Documents

This work designs Finance-LaTeX SKILL, a skill for synthesizing financial documents with complex layouts based on expert knowledge, and introduces FinanceComplexQA, a comprehensive open-ended generation benchmark for financial documents that closely resembles real-world scenarios.

Xianfu Cheng, Shiwei Zhang, Jiyu Zhao et al. · arXiv.org · 2 citations