SiyuLiu commited on
Commit
4c558b1
·
verified ·
1 Parent(s): 9184e6c

Add provider-neutral Agent evaluation guide

Browse files
Files changed (2) hide show
  1. EVALUATION_GUIDE.md +219 -0
  2. README.md +4 -0
EVALUATION_GUIDE.md ADDED
@@ -0,0 +1,219 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Running an Agent on MATTER-604
2
+
3
+ This guide defines the provider-neutral solve protocol for MATTER-604. It
4
+ explains what an evaluated Agent receives, how task files are prepared, and how
5
+ to retain an answer, artifacts, and a native execution trace for later scoring.
6
+
7
+ The evaluated Agent must have access only to this public task repository and
8
+ the software or compute services declared for the run. Do not expose the
9
+ private evaluator, reference answers, rubrics, Gold files, evaluator access
10
+ tokens, or previous answers to the Agent.
11
+
12
+ ## 1. Record the run configuration
13
+
14
+ Before solving any task, record:
15
+
16
+ - Agent name and version;
17
+ - model name and exact model version when available;
18
+ - system prompt, enabled skills, tools, and permission policy;
19
+ - container image or operating-system environment;
20
+ - scientific-software and command-line tool versions;
21
+ - start time and any task-level timeout;
22
+ - whether the Agent or model may previously have seen MATTER questions or
23
+ answers.
24
+
25
+ Keep the Agent's native system prompt, reasoning loop, and tool interface. To
26
+ compare Agents, use the same task preparation and the same public task content;
27
+ do not rewrite a question for one Agent but not the others.
28
+
29
+ ## 2. Select one task
30
+
31
+ Each line of `data/test.jsonl` is one independent task:
32
+
33
+ ```json
34
+ {
35
+ "task_id": "...",
36
+ "capability": "...",
37
+ "domain": "...",
38
+ "prompt": "...",
39
+ "tags": [],
40
+ "data_files": []
41
+ }
42
+ ```
43
+
44
+ Use `task_id` as the stable identity. `prompt` is the task statement delivered
45
+ to the Agent. `data_files` declares every task input; do not add undeclared
46
+ benchmark files to the workspace.
47
+
48
+ ## 3. Create an isolated workspace
49
+
50
+ Create a fresh directory for each task. A recommended layout is:
51
+
52
+ ```text
53
+ runs/<agent>/<task_id>/
54
+ ├── workspace/ # the Agent's working directory
55
+ ├── prompt.txt # exact effective user prompt
56
+ ├── final_answer.txt # final response returned by the Agent
57
+ ├── trace/ # native conversation and tool events
58
+ ├── submission.json # one schema-valid submission record
59
+ └── run_metadata.json # full reproducibility metadata
60
+ ```
61
+
62
+ Do not reuse a workspace between tasks. Do not let parallel tasks share mutable
63
+ files, conversation state, shell history, or result directories.
64
+
65
+ ## 4. Stage the declared input files
66
+
67
+ For each entry in `data_files`:
68
+
69
+ 1. Verify its `size_bytes` and `sha256` before the Agent starts.
70
+ 2. For `distribution=bundled`, copy the file from its repository-relative
71
+ `path` into the task workspace root using the source basename.
72
+ 3. Replace occurrences of the repository path in the task prompt with that
73
+ basename.
74
+ 4. Append one neutral line listing the staged filenames:
75
+
76
+ `[The following data files are already in your working directory: \`file1\`, \`file2\`]`
77
+
78
+ For `distribution=restricted`, obtain the file through the stated lawful
79
+ `acquisition` route, place it at the declared path outside version control,
80
+ verify the declared size and SHA-256, and then stage it in the same way. Do not
81
+ substitute a different pseudopotential, paper, or file merely because it has a
82
+ similar name.
83
+
84
+ The file staging above matches the canonical MATTER runner. If an adapter uses
85
+ a different workspace layout, it must preserve the filenames visible to the
86
+ Agent and the effective prompt text.
87
+
88
+ ## 5. Construct the effective prompt
89
+
90
+ Start from the record's `prompt`, apply only the path rewriting and staged-file
91
+ listing described above, and then add any run-wide safety or compute guidance
92
+ identically for every applicable Agent. Save the exact UTF-8 text as
93
+ `prompt.txt`.
94
+
95
+ Compute `metadata.prompt_sha256` from the exact bytes delivered as the user
96
+ prompt, after all additions and path rewriting:
97
+
98
+ ```bash
99
+ shasum -a 256 prompt.txt
100
+ ```
101
+
102
+ Do not add answer hints, scoring criteria, expected values, tolerances, or
103
+ information obtained from the evaluator.
104
+
105
+ ## 6. Run the Agent
106
+
107
+ Launch the Agent with `workspace/` as its working directory and provide the
108
+ contents of `prompt.txt` as the task input. Allow the Agent to use only the
109
+ tools, software, network access, and remote-compute routes declared in the run
110
+ configuration.
111
+
112
+ Capture the Agent's native conversation and tool events from start to finish.
113
+ The trace should retain commands, software calls, job identifiers, failures,
114
+ retries, and result extraction. Redact credentials, authorization headers, and
115
+ authentication caches; do not remove ordinary scientific failures or failed
116
+ attempts.
117
+
118
+ Save the Agent's final response verbatim in `final_answer.txt`. Preserve files
119
+ created by the Agent before running the evaluator. Evaluation must not modify
120
+ the recorded solve trace or make post-hoc checks appear to be part of the
121
+ Agent's original work.
122
+
123
+ ## 7. Bohr CLI tasks
124
+
125
+ Fifty-three tasks carry the `bohr-cli` tag. A complete comparable run must make
126
+ a real, authenticated `bohr` executable available while those tasks are being
127
+ solved. The evaluation adapter must audit the CLI process and retain
128
+ `bohr_cli_receipts.jsonl` as execution evidence; the gated evaluator package
129
+ contains the canonical audit implementation.
130
+ The published three-Agent environment used Node.js 22 and Bohr CLI 2.5.17:
131
+
132
+ ```bash
133
+ npm install -g @dptech-corp/bohr-cli@2.5.17
134
+ bohr version -o json
135
+ ```
136
+
137
+ Keep Bohrium credentials and authentication caches outside the workspace and
138
+ outside all submitted artifacts. Record the CLI version and the project used
139
+ for the run in protected operator metadata; never place access keys in the
140
+ prompt, trace, or submission. Installing Bohr CLI after solving cannot recreate
141
+ missing execution receipts.
142
+
143
+ The remaining 551 tasks do not have a benchmark-wide mandatory Bohr CLI
144
+ dependency. They may still use remote compute when the individual task and the
145
+ declared run environment permit it.
146
+
147
+ ## 8. Build one submission record
148
+
149
+ Create one JSON object conforming to `submission.schema.json`:
150
+
151
+ ```json
152
+ {
153
+ "task_id": "TASK_ID",
154
+ "final_answer": "verbatim final response",
155
+ "artifacts": [
156
+ {
157
+ "path": "workspace/result.ext",
158
+ "sha256": "64-lowercase-hex-digits"
159
+ }
160
+ ],
161
+ "trace_path": "trace/trace.jsonl",
162
+ "metadata": {
163
+ "agent": "agent name and version",
164
+ "model": "model name and version",
165
+ "prompt_sha256": "64-lowercase-hex-digits",
166
+ "runtime": "container or host environment",
167
+ "started_at": "ISO-8601 timestamp",
168
+ "finished_at": "ISO-8601 timestamp"
169
+ }
170
+ }
171
+ ```
172
+
173
+ Artifact paths must be relative to the task result directory. Hash the exact
174
+ submitted bytes. List only files produced or deliberately retained as evidence
175
+ for this task; exclude credentials, caches, unrelated downloads, and evaluator
176
+ files.
177
+
178
+ Validate the record locally before submission:
179
+
180
+ ```bash
181
+ python -m pip install jsonschema
182
+ python - submission.schema.json runs/AGENT/TASK_ID/submission.json <<'PY'
183
+ import json
184
+ import sys
185
+ from pathlib import Path
186
+ from jsonschema import Draft202012Validator
187
+
188
+ schema = json.loads(Path(sys.argv[1]).read_text(encoding="utf-8"))
189
+ record = json.loads(Path(sys.argv[2]).read_text(encoding="utf-8"))
190
+ Draft202012Validator(schema).validate(record)
191
+ print("submission schema: PASS")
192
+ PY
193
+ ```
194
+
195
+ ## 9. Score only after the solve is frozen
196
+
197
+ Freeze the answer, artifacts, trace, and metadata before scoring. Send the
198
+ submission bundle to the evaluator operator or service designated for the run.
199
+ The evaluated Agent must not receive evaluator output and then revise its
200
+ answer within the same attempt.
201
+
202
+ Scores produced by the canonical MatMaster-DP private evaluator may be reported
203
+ as official MATTER scores. Scores produced with the separately gated evaluator
204
+ must be labeled `self-hosted MATTER-604`, together with the public dataset
205
+ revision, evaluator commitment, Agent/model configuration, and runtime.
206
+
207
+ ## 10. Batch-run checklist
208
+
209
+ For every one of the 604 task IDs, verify that:
210
+
211
+ - a fresh workspace was used;
212
+ - the effective prompt and its SHA-256 were retained;
213
+ - all declared inputs were staged and hash-checked;
214
+ - the final answer was saved verbatim;
215
+ - artifact hashes match the submitted files;
216
+ - a native trace and reproducibility metadata were retained;
217
+ - no private evaluator content or credentials entered the Agent environment;
218
+ - Bohr receipts exist for applicable `bohr-cli` executions;
219
+ - the submission record passes `submission.schema.json`.
README.md CHANGED
@@ -31,6 +31,7 @@ artifacts through the benchmark evaluation service.
31
  ```text
32
  MATTER-604/
33
  ├── README.md
 
34
  ├── LICENSE
35
  ├── data/
36
  │ └── test.jsonl
@@ -44,6 +45,7 @@ MATTER-604/
44
  | Path | Description |
45
  |---|---|
46
  | `README.md` | Dataset Card: scientific scope, task distribution, runtime requirements, scoring summary, and release boundaries. |
 
47
  | `LICENSE` | Apache-2.0 license for MATTER-owned content. It does not license excluded VASP POTCAR files or third-party PDFs. |
48
  | `data/test.jsonl` | The 604 evaluation tasks, one JSON object per line. Each record contains only `task_id`, `capability`, `domain`, `prompt`, `tags`, and `data_files`. |
49
  | `fixtures/` | 238 redistributable task inputs declared by 147 tasks, including crystal structures, simulation inputs, spectra, electrochemical data, tabular data, and small model/test files. |
@@ -57,6 +59,8 @@ logical paths. Of these, 238 files are bundled under `fixtures/`; six restricted
57
  inputs are represented only by their identity, SHA-256, size, restriction reason,
58
  source, and lawful acquisition instructions.
59
 
 
 
60
  ## Capability distribution
61
 
62
  The capability label describes the main research action being evaluated. A task
 
31
  ```text
32
  MATTER-604/
33
  ├── README.md
34
+ ├── EVALUATION_GUIDE.md
35
  ├── LICENSE
36
  ├── data/
37
  │ └── test.jsonl
 
45
  | Path | Description |
46
  |---|---|
47
  | `README.md` | Dataset Card: scientific scope, task distribution, runtime requirements, scoring summary, and release boundaries. |
48
+ | `EVALUATION_GUIDE.md` | Provider-neutral instructions for preparing one-task workspaces, invoking an Agent, recording traces and artifacts, and producing schema-valid submissions. |
49
  | `LICENSE` | Apache-2.0 license for MATTER-owned content. It does not license excluded VASP POTCAR files or third-party PDFs. |
50
  | `data/test.jsonl` | The 604 evaluation tasks, one JSON object per line. Each record contains only `task_id`, `capability`, `domain`, `prompt`, `tags`, and `data_files`. |
51
  | `fixtures/` | 238 redistributable task inputs declared by 147 tasks, including crystal structures, simulation inputs, spectra, electrochemical data, tabular data, and small model/test files. |
 
59
  inputs are represented only by their identity, SHA-256, size, restriction reason,
60
  source, and lawful acquisition instructions.
61
 
62
+ To run an Agent on the benchmark, follow [`EVALUATION_GUIDE.md`](EVALUATION_GUIDE.md).
63
+
64
  ## Capability distribution
65
 
66
  The capability label describes the main research action being evaluated. A task