Academic Writing
academic-abstract-refiner
91100Total Score
Core Capability
83 / 100
Functional Suitability
11 / 12
Reliability
10 / 12
Performance & Context
8 / 8
Agent Usability
13 / 16
Human Usability
7 / 8
Security
9 / 12
Maintainability
9 / 12
Agent-Specific
16 / 20
Medical Task
20 / 20 Passed
100Converting a long medical review draft into a concise, SCI-style unstructured abstract (single paragraph)
4/4
97Summarizing experimental or clinical study reports into bilingual (Chinese/English) abstracts for submission or internal review
4/4
95Generates unstructured (single-paragraph) abstracts in Chinese and English
4/4
94Enforces an academic, formal tone aligned with SCI journal abstract conventions
4/4
94End-to-end case for Generates unstructured (single-paragraph) abstracts in Chinese and English
4/4
Veto GatesRequired pass for any deployment consideration
Skill Veto✓ All 4 gates passed
✓
Operational Stability
System remains stable across varied inputs and edge cases
PASS✓
Structural Consistency
Output structure conforms to expected skill contract format
PASS✓
Result Determinism
Equivalent inputs produce semantically equivalent outputs
PASS✓
System Security
No prompt injection, data leakage, or unsafe tool use detected
PASSResearch Veto✅ PASS — Applicable
| Dimension | Result | Detail |
|---|---|---|
| Scientific Integrity | PASS | The archived evaluation preserved source-faithful writing behavior without adding unsupported results or conclusions. |
| Practice Boundaries | PASS | The archived review kept this package within Refines long medical academic texts into SCI-style unstructured Chinese and English abstracts, not result fabrication or expert advice. |
| Methodological Ground | PASS | The legacy audit preserved a method-grounded interpretation of the Refines long medical academic texts into SCI-style unstructured Chinese and English abstracts workflow. |
| Code Usability | N/A | This package is judged mainly on writing behavior, so code usability is not a central evaluation target here. |
Core Capability83 / 100 — 8 Categories
Functional Suitability
The archived review left a small gap in how directly Refines long medical academic texts into SCI-style unstructured Chinese and English abstracts resolves into a polished dissemination deliverable.
11 / 12
92%
Reliability
The package stayed usable overall, although more consistent behavior across edge dissemination cases would help.
10 / 12
83%
Performance & Context
Performance context reached full score in the archived evaluation.
8 / 8
100%
Agent Usability
The package guides agents reasonably well, while still leaving a little room for crisper trigger wording.
13 / 16
81%
Human Usability
Human usability was softened by the legacy issue 'Minor polish before wide rollout'. No major defects found
7 / 8
88%
Security
A modest security gap remained because the package could make its safe-use limits even clearer.
9 / 12
75%
Maintainability
The workflow is low-risk to maintain, though a little more structural cleanup would likely close the remaining gap.
9 / 12
75%
Agent-Specific
The package is strongly agent-oriented, with only modest headroom in routing precision and edge-case handling.
16 / 20
80%
Core Capability Total83 / 100
Medical TaskExecution Average: 96 / 100 — Assertions: 20/20 Passed
100
Canonical
Converting a long medical review draft into a concise, SCI-style unstructured abstract (single paragraph)
4/4 ✓
97
Variant A
Summarizing experimental or clinical study reports into bilingual (Chinese/English) abstracts for submission or internal review
4/4 ✓
95
Edge
Generates unstructured (single-paragraph) abstracts in Chinese and English
4/4 ✓
94
Variant B
Enforces an academic, formal tone aligned with SCI journal abstract conventions
4/4 ✓
94
Stress
End-to-end case for Generates unstructured (single-paragraph) abstracts in Chinese and English
4/4 ✓
100
Canonical✅ Pass
Converting a long medical review draft into a concise, SCI-style unstructured abstract (single paragraph)
For Converting a long medical review draft into a concise, SCI-style..., the preserved evidence is lightweight but positive: the packaged validation command behaved as expected.
Basic 38/40|Specialized 60/60|Total 100/100
✅A1The academic-abstract-refiner output structure matches the documented deliverable
✅A2The script execution path completed successfully for the documented case
✅A3The output stays fully within the documented skill boundary
✅A4The response quality is acceptable for the documented path
Pass rate: 4 / 4
97
Variant A✅ Pass
Summarizing experimental or clinical study reports into bilingual (Chinese/English) abstracts for submission or internal review
For Summarizing experimental or clinical study reports into bilingual..., the preserved evidence is lightweight but positive: the packaged validation command behaved as expected.
Basic 36/40|Specialized 60/60|Total 97/100
✅A1The academic-abstract-refiner output structure matches the documented deliverable
✅A2The script execution path completed successfully for the documented case
✅A3The output stays fully within the documented skill boundary
✅A4The response quality is acceptable for the documented path
Pass rate: 4 / 4
95
Edge✅ Pass
Generates unstructured (single-paragraph) abstracts in Chinese and English
The Generates unstructured (single-paragraph) abstracts in Chinese and... path verified the packaged helper command without exposing a deeper execution issue.
Basic 35/40|Specialized 60/60|Total 95/100
✅A1The academic-abstract-refiner output structure matches the documented deliverable
✅A2The script execution path completed successfully for the documented case
✅A3The output stays fully within the documented skill boundary
✅A4The response quality is acceptable for the documented path
Pass rate: 4 / 4
94
Variant B✅ Pass
Enforces an academic, formal tone aligned with SCI journal abstract conventions
For Enforces an academic, formal tone aligned with SCI journal abstract..., the preserved evidence is lightweight but positive: the packaged validation command behaved as expected.
Basic 34/40|Specialized 60/60|Total 94/100
✅A1The academic-abstract-refiner output structure matches the documented deliverable
✅A2The script execution path completed successfully for the documented case
✅A3The output stays fully within the documented skill boundary
✅A4The response quality is acceptable for the documented path
Pass rate: 4 / 4
94
Stress✅ Pass
End-to-end case for Generates unstructured (single-paragraph) abstracts in Chinese and English
For End-to-end case for Generates unstructured (single-paragraph)..., the preserved evidence is lightweight but positive: the packaged validation command behaved as expected.
Basic 31/40|Specialized 60/60|Total 94/100
✅A1The academic-abstract-refiner output structure matches the documented deliverable
✅A2The script execution path completed successfully for the documented case
✅A3The output stays fully within the documented skill boundary
✅A4The response quality is acceptable for the documented path
Pass rate: 4 / 4
Medical Task Total96 / 100
Key Strengths
- Primary routing is Academic Writing with execution mode B
- Static quality score is 83/100 and dynamic average is 83.6/100
- Assertions and command execution outcomes are recorded per input for human review
- Execution verification summary: Script verification 2/2; adjustment=5. refine_abstract.py: OK; validate_skill.py: OK