Dataset

AISE-Bench

Contains academic information-seeking queries over an academic KG with gold API plans, tool inputs, execution outputs, and grounded answers.

Hugging Face ↗Aug 6, 2026Paper ↗Code ↗

  • nlp
  • llm
  • tool-use
  • knowledge-graph
  • academic-search
Pipeline diagram showing dataset construction workflow from queries to benchmark
Pipeline diagram showing dataset construction workflow from queries to benchmark

What it is

Human-verified benchmark for academic KG information seeking with executable API traces and grounded answers for evaluating tool-using LLM agents. 500 test examples from authentic AMiner queries, plus 868 more current annotations, each with question, gold multi-step API plan, standardized inputs, API outputs, and human-edited grounded answers.

Key results

  • 500 examples in the default test split
  • 1,368 current examples across 3 JSON files
  • Bilingual data: English and Chinese; MIT license

Useful for benchmarking LLM agents on academic search, multi-step tool use, and grounded QA.

One useful ML email a week.

Worth your time, not all of your time.

We track new ML work across papers, code, and data, then keep only the pieces worth a closer look. Selected, not collected.

Papers.Data.Code

The Weekly ML Signal

Selected, not collected.

One useful ML email a week: the papers, repos and datasets worth your attention.

Worth your time, not all of your time.