Datasets:
language:
- zh
- en
pretty_name: MATTER-604 Public Questions
license: apache-2.0
size_categories:
- n<1K
task_categories:
- question-answering
tags:
- materials-science
- agent
- benchmark
- hidden-test
MATTER-604 Public Questions
MATTER-604 evaluates materials-science Agents on structure construction and retrieval, scientific analysis, workflow orchestration, input generation, data diagnosis, execution contracts, batch processing, and safety refusal.
This repository contains the 604 public task prompts and declared input fixtures. It intentionally does not contain per-task reference answers, checklists, Gold thresholds, or the private evaluator. Submit answers and task artifacts through the benchmark evaluation service.
Splits
data/test.jsonl contains the 604 evaluation questions. The test labels are
private. fixtures/ contains only local files explicitly declared by a task's
data_files field.
Six declared inputs are not copied into this repository: two VASP POTCAR files
and four third-party publisher PDFs. Their records use
distribution=restricted and provide the exact SHA-256 plus lawful acquisition
instructions. A runner must provision those files outside the dataset repo and
verify their hashes before starting the affected task.
Scoring method
Each private checklist item receives a binary pass/fail verdict and an optional weight. Within each active axis:
axis_score = sum(pass_i * item_weight_i) / sum(item_weight_i)
The overall score is the weighted mean of active correctness, grounding, and efficiency axes. Exact per-task criteria, expected values, tolerances, and Gold files remain private to prevent direct answer lookup.
Intended use and contamination policy
Use this dataset for evaluation, not training or answer distillation. Public
availability cannot technically prevent training; benchmark users should
disclose any exposure to MATTER questions or model answers. The official score
is produced only by the versioned private evaluator identified in
private_eval_commitment.json.
Runtime
The closed-source MatMaster image is not distributed. Third-party Agents may use their own runtime as long as they receive only the public task package and return the documented answer/artifact bundle.
License
MATTER-owned benchmark content in this repository is released under Apache-2.0. Restricted VASP POTCAR files and third-party publisher PDFs are not included and are not covered by this repository's Apache-2.0 license.