benchmark dataset 1enterprise agents 1heterogeneous knowledge sources 1knowledge routing 1multi-surface retrieval 1tool use 1
From the 1 of 2 linked papers with an AI index.
2 papers
cs.CL2026
WorkSurface-Bench: Benchmarking Enterprise Agents on Multi-Surface Knowledge Routing
Hao Liang, Meiyi Qiang, Sizhe Qiu +2
The paper introduces WorkSurface-Bench, a benchmark that tests enterprise agents' ability to select the correct knowledge source (documents, tables, or graphs) before answering que…
cs.LG2026
DataPrep-Bench: Benchmarking LLMs as Training Data Preparators
Hao Liang, Qifeng Cai, Yibo Lin +11
The quality of training data fundamentally determines the capabilities of large language models (LLMs), yet no unified benchmark exists to measure how well LLMs, agents, and data-c…