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---
language:
- zh
- en
pretty_name: MATTER-604 Evaluator Access
license: apache-2.0
size_categories:
- n<1K
task_categories:
- question-answering
tags:
- materials-science
- agent
- benchmark
- private-evaluation
gated: manual
extra_gated_heading: Request access to the MATTER-604 self-hosted evaluator
extra_gated_description: Access is intended for trusted benchmark maintainers who will isolate hidden answers and rubrics from evaluated Agents.
extra_gated_prompt: Approved users receive a downloadable evaluator snapshot. Results must be reported as self-hosted rather than official MATTER scores.
extra_gated_fields:
Full name: text
Affiliation: text
Intended evaluation use: text
Agent or model to be evaluated: text
Answer isolation and anti-cheating plan: text
Planned publication of results or traces: text
I understand that the evaluated Agent must not access hidden answers, rubrics, or evaluator internals: checkbox
I understand that results produced with this package are self-hosted and not official MATTER scores: checkbox
---
# MATTER-604 Evaluator Access
This manual-gated repository provides a versioned copy of the MATTER-604
reference answers, per-task rubrics, Gold fixtures, and evaluator code to
trusted third-party benchmark maintainers.
Scores produced from this package are **self-hosted MATTER evaluations**, not
official scores issued by the canonical private evaluator maintained by
MatMaster-DP. See `ACCESS_POLICY.md` for the evidence and reporting contract.
## Repository contents
```text
MATTER-604-evaluator-access/
├── README.md
├── ACCESS_POLICY.md
├── LICENSE
├── manifest.json
├── requirements.txt
├── restricted_assets.json
├── score-config.yaml
├── tasks.tsv
├── evaluation/
│ ├── __init__.py
│ ├── config.yaml
│ ├── core/
│ ├── question_bank/
│ ├── scripts/
│ └── validators/
└── .gitattributes
```
| Path | Description |
|---|---|
| `README.md` | Dataset Card describing the evaluator package, repository layout, scoring components, and access workflow. |
| `ACCESS_POLICY.md` | Operating and reporting contract for answer isolation, evidence retention, self-hosted evaluation, and Bohr CLI traces. |
| `LICENSE` | Apache-2.0 license for MATTER-owned content. |
| `manifest.json` | Machine-readable package identity: 604 tasks, manual-gated release type, evaluator commitment, scoring authority, and resource metadata. |
| `requirements.txt` | Pinned Python dependencies required by the evaluator and scientific validators. |
| `restricted_assets.json` | Identity, size, SHA-256, provenance, and acquisition records for six license-controlled scientific inputs. |
| `score-config.yaml` | Scoring configuration with equal correctness, grounding, and efficiency weights plus the evaluator-LLM runtime settings. |
| `tasks.tsv` | Ordered index of 604 unique task IDs used to select and align question-bank records. |
| `evaluation/` | Hidden question bank, reference answers, rubrics, evidence model, scoring engine, validators, and scoring scripts. |
| `.gitattributes` | Hugging Face repository transport metadata managed by the Hub. |
## Evaluation package
The `evaluation/` tree contains 406 repository files organized as follows:
| Component | Files | Description |
|---|---:|---|
| `evaluation/core/` | 15 | Evaluator construction, schemas, evidence records, scoring orchestration, LLM utilities, task loading, and score aggregation. |
| `evaluation/question_bank/` | 363 | Sixty question-bank YAML files containing 604 unique tasks, their reference-answer fields, 5,288 checklist criteria, and the scientific inputs used by the evaluator. |
| `evaluation/scripts/` | 3 | Entry points for devshell scoring, external-baseline scoring, and audited Bohr CLI receipt collection. |
| `evaluation/validators/` | 23 | Deterministic checks for structures, compositions, densities, distances, planarity, VASP, ABACUS, GPUMD, GROMACS, DP-GEN, JSON/text artifacts, Bohr CLI operations, and run budgets. |
| `evaluation/config.yaml` | 1 | Evaluator defaults and runtime configuration consumed by the scoring engine. |
| `evaluation/__init__.py` | 1 | Python package entry point for the evaluation modules. |
All 604 tasks contain a scoring checklist. The question bank contains 5,288
criteria across correctness, grounding, and efficiency. Reference-answer fields
are populated for 598 tasks; the six safety-refusal tasks encode their expected
behaviour through their checklists.
## Scoring scripts
```text
evaluation/scripts/baseline/score_baseline_tasks.py
evaluation/scripts/devshell/score_devshell_tasks.py
evaluation/scripts/devshell/bohr_cli_audit.py
```
- `score_baseline_tasks.py` builds evidence from an external Agent workspace and
retained event stream, then evaluates the task criterion by criterion.
- `score_devshell_tasks.py` reads devshell workspaces, summaries, events, and
process receipts before producing axis scores and per-criterion reasons.
- `bohr_cli_audit.py` wraps the real `bohr` executable during solving and writes
structured `bohr_cli_receipts.jsonl` evidence for platform-operation checks.
## Scientific validators
The validator collection covers CIF/POSCAR/STRU parsing, composition, density,
atomic distances, ordering, molecular crystals, planarity, VASP INCAR, ABACUS
inputs, GPUMD `run.in`, GROMACS topologies, DP-GEN arguments, KPT files, JSON and
text outputs, Bohr CLI receipts, artifact budgets, token budgets, and turn budgets.
## Runtime dependencies
The evaluator pins ASE, pymatgen, NumPy, Pydantic, PyYAML, JSON Schema, DP-GEN,
Molcrys-kit, OpenAI, and Requests in `requirements.txt`. `score-config.yaml`
uses equal weights for correctness, grounding, and efficiency and configures the
evaluator LLM as `deepseek-v4-pro` with deterministic temperature `0.0`.
## Bohr CLI tasks
Fifty-three of the 604 tasks are tagged `bohr-cli`. Their solve environment
must contain an authenticated real Bohr CLI and the evaluation audit launcher
must preserve `bohr_cli_receipts.jsonl`. The published three-Agent runs used
Node.js 22 and `@dptech-corp/bohr-cli@2.5.17`. The devshell scorer reads the
retained receipts as part of the self-hosted evidence package.
## License
MATTER-owned content in this repository is provided under Apache-2.0.