Datasets:

alejandrosalastexido
/

ModuleMap-Bench

---
pretty_name: ModuleMap-Bench
license: cc-by-4.0
language:
  - en
tags:
  - code
  - java
  - spring
  - software-engineering
  - architecture-recovery
  - coding-agents
  - benchmark
task_categories:
  - text-classification
size_categories:
  - n<1K
configs:
  - config_name: roles
    data_files: data/roles/labels.jsonl
    default: true
  - config_name: history
    data_files: data/history/commits.jsonl
  - config_name: features
    data_files: data/features/features.jsonl
  - config_name: families
    data_files: data/features/families.jsonl
---
# ModuleMap-Bench

**Architectural roles of Java classes, and next-change visibility, in eight open-source Spring and Camunda projects.**

ModuleMap-Bench answers two questions a coding agent faces before it changes anything
in a large Java repository:

1. **What does each class do?** 620 top-level Java types, each labelled with its
   architectural *role* — `entry`, `client`, `service`, `domain`, `persistence`, `event`,
   `config` or `none` — with a note where the decision was not obvious, a permanent link
   to the file, and structural facts computed from the code.
2. **Does a short overview of a module show what will be changed next?** 304 real
   commits from seven of the projects, each with the classes it modified and which of
   them two 2 KB module overviews showed *before* the commit.

It was built by RSA Global Tech while developing agentkit’s module Map
and is published so others can measure role classifiers, LLM prompts and context
generators on the same ground.

## At a glance

| | |
|---|---|
| Projects | 8 (Spring Boot, Spring Cloud, MyBatis(-Plus), JPA, OpenFeign, Camunda 7 / Operaton, BPMN), 1–63 Maven modules |
| Labelled types | 620 — entry 86 · client 14 · service 99 · domain 53 · persistence 60 · event 6 · config 24 · none 278 |
| History | 304 commits, 3,713 modified types, 7 projects |
| Content | identifiers, labels, notes, computed facts — **no source code, no personal data** |
| Licence | data CC BY 4.0, scripts MIT; source projects under Apache-2.0, MIT, Mulan PSL v2 |

## Files

```
data/
  projects.csv                one row per project: repository, commit, licence, size
  roles/labels.jsonl          the 620 labels with structure   (config "roles")
  roles/labels.csv            the same, flat, without structure
  history/commits.jsonl       the 304 commits                 (config "history")
  features/features.jsonl     agentkit's features per labelled type
  features/families.jsonl     the same per family of similar types
results/                      agentkit's predictions and both baselines
annotation/round-2/           blinded sample of 150 for a second annotator
schema/                       JSON Schemas of labels and commits
scripts/                      validate, evaluate, kappa — Python 3, standard library
build/                        how every file was generated
ANNOTATION_GUIDELINES.md      the labelling rules
DATASHEET.md                  motivation, collection, limits, maintenance
```

### A label

```json
{
  "id": "mall-swarm/com.macro.mall.mapper.PmsBrandMapper",
  "project": "mall-swarm", "module": "mall-mbg", "kind": "interface",
  "qualified_name": "com.macro.mall.mapper.PmsBrandMapper",
  "path": "mall-mbg/src/main/java/com/macro/mall/mapper/PmsBrandMapper.java",
  "url": "https://github.com/macrozheng/mall-swarm/blob/04c442fe3183…/mall-mbg/src/main/java/com/macro/mall/mapper/PmsBrandMapper.java",
  "commit": "04c442fe318356bae4445a109dde7af297ce1e84",
  "role": "persistence",
  "note": "MyBatis mapper; mall-admin, mall-portal and mall-demo import it.",
  "structure": {
    "public": true, "annotations": [], "supertypes": [],
    "imported_by": [{"module": "mall-admin", "count": 1}, {"module": "mall-demo", "count": 1}, {"module": "mall-portal", "count": 1}],
    "implementations": 0, "used_within_module": 0,
    "data_class": false, "framework_implemented": true,
    "derived_marks": ["api"]
  }
}
```

`role` and `note` are the annotation (see *How it was made*). Everything under `structure` is computed:
who imports the type from other modules, how many types implement it, whether it is a
data class or an interface only the framework implements, and the usage marks derived
from those (`api`: public and imported by another module; `ext`: an interface or
abstract class with two or more implementations).

### A commit

```json
{
  "project": "kiwi",
  "commit": "c38c8cb117af7333185c706b7e9c17e9f2469c32",
  "parent": "12af08b8a47c576954cfbb0b4e08c9b6038536db",
  "committed": "2026-09-16",
  "modified": [
    {"qualified_name": "com.kiwi.project.bpm.ctl.BpmProjectCtl", "module": "backend", "agentkit_role": "entry", "path": "kiwi-admin/backend/…/BpmProjectCtl.java"},
    {"qualified_name": "com.kiwi.project.bpm.service.BpmProjectEnvService", "module": "backend", "agentkit_role": "service", "path": "kiwi-admin/backend/…/BpmProjectEnvService.java"}
  ],
  "shown_before": {"agentkit": ["com.kiwi.project.bpm.ctl.BpmProjectCtl"], "alphabetical": []}
}
```

`modified` are the top-level types of the main-Java files the commit modifies, as they
were at the parent; `shown_before` lists those a 2 KB overview of their module, drawn
from the parent, displayed.

## Tasks and baselines

**Role classification.** Predict `role` for each `id`; score with
`python3 scripts/evaluate_roles.py predictions.jsonl`. Precision: of the types given a
role, the share that is right; recall: of the types labelled with a role, the share
found. A predicted `none` is no prediction.

| Role | agentkit precision | agentkit recall |
|---|---|---|
| entry | 100.0 % | 95.3 % |
| client | 90.9 % | 71.4 % |
| service | 95.5 % | 84.8 % |
| domain | 93.9 % | 86.8 % |
| persistence | 100.0 % | 91.7 % |
| event | 100.0 % | 50.0 % |
| config | 100.0 % | 100.0 % |
| **all, accuracy** | | **92.7 %** |

agentkit reads the code as text with a vocabulary of framework signals, without a
build or a language model (`results/agentkit-roles.predictions.jsonl`). Learned models
should be evaluated leaving whole projects out.

**Next-change visibility.** For each commit, choose — from the parent alone — which
classes to show; score the share of the modified classes shown with
`python3 scripts/evaluate_history.py yours.jsonl`.

| Overview (≤ 2 KB per module) | micro | macro (per project) |
|---|---|---|
| alphabetical | 17.9 % | 28.9 % |
| agentkit Map | **22.3 %** | **32.8 %** |

Compare at the same budget: the baselines show about 25 rows per module.

## How it was made

Types were sampled per project from the source files only, stratified by the last word
of the type name, and labelled by an LLM coding assistant (Claude) reading each type’s
code at a fixed commit, following [ANNOTATION_GUIDELINES.md](ANNOTATION_GUIDELINES.md),
with a note for every non-obvious decision. A human second round is prepared; details in
[DATASHEET.md](DATASHEET.md). `build/build.js`
regenerates every file from the repositories at the listed commits.

## Limitations

- **One annotation pass so far, by an LLM assistant.** The labels were produced by an
  LLM coding assistant reading the code under the guidelines, not yet verified by an
  independent person; a human second round on 150 types is prepared (`annotation/`) and
  will be published with Cohen’s κ.
- **Rare roles.** client (14) and event (6) are too few for firm per-role figures.
- **Scope.** Java, Maven, Spring-family projects; most come from the Chinese
  open-source ecosystem, so naming conventions (`*DO`, `*Ctl`, `*VO`) lean that way.
- **History.** “Modified” is per file, formatting-only changes included; one project’s
  history was too short and is left out.

## Licence and attribution

Data and documentation: [CC BY 4.0](LICENSE-DATA.txt). Scripts: MIT ([LICENSE](LICENSE)).
The identifiers come from the projects listed in [ATTRIBUTION.md](ATTRIBUTION.md), each
under its own licence; no source code is included.

## Citation

```bibtex
@dataset{modulemap_bench_2026,
  author    = {{RSA Global Tech}},
  title     = {ModuleMap-Bench: architectural roles of Java classes and next-change visibility in Spring and Camunda projects},
  year      = {2026},
  version   = {1.0.0},
  publisher = {Hugging Face},
  url       = {https://huggingface.co/datasets/alejandrosalastexido/ModuleMap-Bench}
}
```

	---
	pretty_name: ModuleMap-Bench
	license: cc-by-4.0
	language:
	- en
	tags:
	- code
	- java
	- spring
	- software-engineering
	- architecture-recovery
	- coding-agents
	- benchmark
	task_categories:
	- text-classification
	size_categories:
	- n<1K
	configs:
	- config_name: roles
	data_files: data/roles/labels.jsonl
	default: true
	- config_name: history
	data_files: data/history/commits.jsonl
	- config_name: features
	data_files: data/features/features.jsonl
	- config_name: families
	data_files: data/features/families.jsonl
	---

	# ModuleMap-Bench

	Architectural roles of Java classes, and next-change visibility, in eight open-source Spring and Camunda projects.

	ModuleMap-Bench answers two questions a coding agent faces before it changes anything
	in a large Java repository:

	1. What does each class do? 620 top-level Java types, each labelled with its
	architectural role — `entry`, `client`, `service`, `domain`, `persistence`, `event`,
	`config` or `none` — with a note where the decision was not obvious, a permanent link
	to the file, and structural facts computed from the code.
	2. Does a short overview of a module show what will be changed next? 304 real
	commits from seven of the projects, each with the classes it modified and which of
	them two 2 KB module overviews showed before the commit.

	It was built by RSA Global Tech while developing agentkit’s module Map
	and is published so others can measure role classifiers, LLM prompts and context
	generators on the same ground.

	## At a glance

	\| \| \|
	\|---\|---\|
	\| Projects \| 8 (Spring Boot, Spring Cloud, MyBatis(-Plus), JPA, OpenFeign, Camunda 7 / Operaton, BPMN), 1–63 Maven modules \|
	\| Labelled types \| 620 — entry 86 · client 14 · service 99 · domain 53 · persistence 60 · event 6 · config 24 · none 278 \|
	\| History \| 304 commits, 3,713 modified types, 7 projects \|
	\| Content \| identifiers, labels, notes, computed facts — no source code, no personal data \|
	\| Licence \| data CC BY 4.0, scripts MIT; source projects under Apache-2.0, MIT, Mulan PSL v2 \|

	## Files

	```
	data/
	projects.csv one row per project: repository, commit, licence, size
	roles/labels.jsonl the 620 labels with structure (config "roles")
	roles/labels.csv the same, flat, without structure
	history/commits.jsonl the 304 commits (config "history")
	features/features.jsonl agentkit's features per labelled type
	features/families.jsonl the same per family of similar types
	results/ agentkit's predictions and both baselines
	annotation/round-2/ blinded sample of 150 for a second annotator
	schema/ JSON Schemas of labels and commits
	scripts/ validate, evaluate, kappa — Python 3, standard library
	build/ how every file was generated
	ANNOTATION_GUIDELINES.md the labelling rules
	DATASHEET.md motivation, collection, limits, maintenance
	```

	### A label

	```json
	{
	"id": "mall-swarm/com.macro.mall.mapper.PmsBrandMapper",
	"project": "mall-swarm", "module": "mall-mbg", "kind": "interface",
	"qualified_name": "com.macro.mall.mapper.PmsBrandMapper",
	"path": "mall-mbg/src/main/java/com/macro/mall/mapper/PmsBrandMapper.java",
	"url": "https://github.com/macrozheng/mall-swarm/blob/04c442fe3183…/mall-mbg/src/main/java/com/macro/mall/mapper/PmsBrandMapper.java",
	"commit": "04c442fe318356bae4445a109dde7af297ce1e84",
	"role": "persistence",
	"note": "MyBatis mapper; mall-admin, mall-portal and mall-demo import it.",
	"structure": {
	"public": true, "annotations": [], "supertypes": [],
	"imported_by": [{"module": "mall-admin", "count": 1}, {"module": "mall-demo", "count": 1}, {"module": "mall-portal", "count": 1}],
	"implementations": 0, "used_within_module": 0,
	"data_class": false, "framework_implemented": true,
	"derived_marks": ["api"]
	}
	}
	```

	`role` and `note` are the annotation (see How it was made). Everything under `structure` is computed:
	who imports the type from other modules, how many types implement it, whether it is a
	data class or an interface only the framework implements, and the usage marks derived
	from those (`api`: public and imported by another module; `ext`: an interface or
	abstract class with two or more implementations).

	### A commit

	```json
	{
	"project": "kiwi",
	"commit": "c38c8cb117af7333185c706b7e9c17e9f2469c32",
	"parent": "12af08b8a47c576954cfbb0b4e08c9b6038536db",
	"committed": "2026-09-16",
	"modified": [
	{"qualified_name": "com.kiwi.project.bpm.ctl.BpmProjectCtl", "module": "backend", "agentkit_role": "entry", "path": "kiwi-admin/backend/…/BpmProjectCtl.java"},
	{"qualified_name": "com.kiwi.project.bpm.service.BpmProjectEnvService", "module": "backend", "agentkit_role": "service", "path": "kiwi-admin/backend/…/BpmProjectEnvService.java"}
	],
	"shown_before": {"agentkit": ["com.kiwi.project.bpm.ctl.BpmProjectCtl"], "alphabetical": []}
	}
	```

	`modified` are the top-level types of the main-Java files the commit modifies, as they
	were at the parent; `shown_before` lists those a 2 KB overview of their module, drawn
	from the parent, displayed.

	## Tasks and baselines

	Role classification. Predict `role` for each `id`; score with
	`python3 scripts/evaluate_roles.py predictions.jsonl`. Precision: of the types given a
	role, the share that is right; recall: of the types labelled with a role, the share
	found. A predicted `none` is no prediction.

	\| Role \| agentkit precision \| agentkit recall \|
	\|---\|---\|---\|
	\| entry \| 100.0 % \| 95.3 % \|
	\| client \| 90.9 % \| 71.4 % \|
	\| service \| 95.5 % \| 84.8 % \|
	\| domain \| 93.9 % \| 86.8 % \|
	\| persistence \| 100.0 % \| 91.7 % \|
	\| event \| 100.0 % \| 50.0 % \|
	\| config \| 100.0 % \| 100.0 % \|
	\| all, accuracy \| \| 92.7 % \|

	agentkit reads the code as text with a vocabulary of framework signals, without a
	build or a language model (`results/agentkit-roles.predictions.jsonl`). Learned models
	should be evaluated leaving whole projects out.

	Next-change visibility. For each commit, choose — from the parent alone — which
	classes to show; score the share of the modified classes shown with
	`python3 scripts/evaluate_history.py yours.jsonl`.

	\| Overview (≤ 2 KB per module) \| micro \| macro (per project) \|
	\|---\|---\|---\|
	\| alphabetical \| 17.9 % \| 28.9 % \|
	\| agentkit Map \| 22.3 % \| 32.8 % \|

	Compare at the same budget: the baselines show about 25 rows per module.

	## How it was made

	Types were sampled per project from the source files only, stratified by the last word
	of the type name, and labelled by an LLM coding assistant (Claude) reading each type’s
	code at a fixed commit, following [ANNOTATION_GUIDELINES.md](ANNOTATION_GUIDELINES.md),
	with a note for every non-obvious decision. A human second round is prepared; details in
	[DATASHEET.md](DATASHEET.md). `build/build.js`
	regenerates every file from the repositories at the listed commits.

	## Limitations

	- One annotation pass so far, by an LLM assistant. The labels were produced by an
	LLM coding assistant reading the code under the guidelines, not yet verified by an
	independent person; a human second round on 150 types is prepared (`annotation/`) and
	will be published with Cohen’s κ.
	- Rare roles. client (14) and event (6) are too few for firm per-role figures.
	- Scope. Java, Maven, Spring-family projects; most come from the Chinese
	open-source ecosystem, so naming conventions (`DO`, `Ctl`, `*VO`) lean that way.
	- History. “Modified” is per file, formatting-only changes included; one project’s
	history was too short and is left out.

	## Licence and attribution

	Data and documentation: [CC BY 4.0](LICENSE-DATA.txt). Scripts: MIT ([LICENSE](LICENSE)).
	The identifiers come from the projects listed in [ATTRIBUTION.md](ATTRIBUTION.md), each
	under its own licence; no source code is included.

	## Citation

	```bibtex
	@dataset{modulemap_bench_2026,
	author = {{RSA Global Tech}},
	title = {ModuleMap-Bench: architectural roles of Java classes and next-change visibility in Spring and Camunda projects},
	year = {2026},
	version = {1.0.0},
	publisher = {Hugging Face},
	url = {https://huggingface.co/datasets/alejandrosalastexido/ModuleMap-Bench}
	}
	```