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Datasets:
ComerX
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forgebench-v2

Tasks:
Text Generation
Modalities:
Text
Formats:
json
Languages:
English
Size:
< 1K
Tags:
code
minecraft
forge
neoforge
benchmark
loader-migration
Libraries:
Datasets
pandas
Polars
License:
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forgebench-v2 / README.md
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metadata 
license: cc0-1.0
task_categories:
  - text-generation
language:
  - en
tags:
  - code
  - minecraft
  - forge
  - neoforge
  - benchmark
  - loader-migration
size_categories:
  - n<1K
pretty_name: ForgeBench v2 (dual-target Forge 1.20.1 / NeoForge 1.21.1)
configs:
  - config_name: forgebench_v2_full
    data_files:
      - split: train
        path: data/forgebench_v2_full.jsonl

ForgeBench v2 — dual-target Forge 1.20.1 / NeoForge 1.21.1 evaluation benchmark

Dataset: ComerX/forgebench-v2 · Predecessor: ComerX/forgebench-v1 Task: code generation benchmark for Minecraft loader migration, 130 tasks.

What changed vs v1 (and why)

v1 defect v2 fix
net.minecraftforge.* hard-coded as hallucination for ALL targets (Forge 1.20.1 code scored 0) target-aware profiles in ast_eval.py: forge-1.20.1 allows net.minecraftforge.* natively; neoforge-1.21.1 penalizes it
Single MDK template (NeoForge 21.1.77) dual templates: template-forge-1.20.1 (ForgeGradle 6, JDK 17, Gradle 8.1.1) + template-neoforge-1.21.1 (NeoForge 21.1.77, JDK 21, Gradle 8.9); --target switch
api module punished Forge 1.20.1 via forbidden_apis new native forge tasks FORGE_API_001..020 (registry, events, capabilities, config, menus, networking, datagen, ...)
Porting limited to single-file micro-refactors new porting module: PORT_001..010 multi-file slices (context = Forge 1.20.1 slice, golden = NeoForge 1.21.1 file set); architecture chain example PORT_006 (block → BlockEntity → Menu → Screen → registries → client event)
ast_eval was globally static per-target profiles, --self-test mode, tokenizer fallback for modern grammar (records/switch), comment-aware resource gate

Contents 

data/forgebench_v2_full.jsonl   130 tasks (merged)
data/schema_example_v2.jsonl    schema examples
parts/forge_api_{a..d}.jsonl    FORGE_API_001..020  (forge 1.20.1, single_file)
parts/porting_{a..c}.jsonl      PORT_001..010        (neoforge 1.21.1, multi_file)
harness/Dockerfile              dual-target sandbox image
harness/sandbox_runner.py       --target forge-1.20.1 | neoforge-1.21.1; single-file & multi-file staging
harness/ast_eval.py             target-aware static gate (+ --self-test)
harness/run_benchmark.py        batch driver
harness/gametest_runner.py      GameTest stage (optional, gametest_required tasks)
harness/judge_prompt.txt        LLM-as-a-Judge prompt
template-forge-1.20.1/          ForgeGradle 6 MDK template (Java 17)
template-neoforge-1.21.1/       NeoForge 21.1.77 MDK template (Java 21)
VERIFICATION.md                 self-verification results

Task schema (v2) 

{
  "task_id": "FORGE_API_014 | PORT_003 | ...",
  "module": "api | mixin | migration | debug | build | porting",
  "target_loader": "forge | neoforge",
  "target_version": "1.20.1 | 1.21.1",
  "task_scope": "single_file | multi_file",
  "instruction": "...",
  "context": "string | {relative_path: code}",
  "golden_reference": "string | {relative_path: code}",
  "eval_criteria": {
    "must_compile": true,
    "required_annotations": ["@Mod", "@SubscribeEvent"],
    "forbidden_apis": ["net.neoforged (forge tasks) | net.minecraftforge (neoforge tasks)"],
    "allowed_legacy_apis": [],
    "gametest_required": false
  }
}

Composition: api 40 (20 v1-neoforge + 20 forge-native) · mixin 20 · migration 20 · debug 20 · build 20 · porting 10. Targets: neoforge-1.21.1 × 110 · forge-1.20.1 × 20. Scopes: single_file × 120 · multi_file × 10.

Runner usage 

docker build -t forgebench-sandbox:v2 harness/
# single file, forge target:
python3 harness/sandbox_runner.py --task task.json --code-file answer.java --target forge-1.20.1
# multi-file porting:
python3 harness/sandbox_runner.py --task task.json --candidate-dir answer/ --target neoforge-1.21.1
# static gate + golden self-test:
python3 harness/ast_eval.py --task task.json --code answer.java
python3 harness/ast_eval.py --task task.json --self-test

Honest limitations

  1. Gradle compile gates are NOT executed at publication time. Publication host has a ~4 GB memory ceiling and no guaranteed Docker; NeoForm decompilation needs ≥8 GB. The harness, templates and both targets are shipped untested-by-execution; the golden self-verification performed is static only (ast_eval --self-test, 130/130 pass) plus schema and contamination checks. Do not cite compile-validated numbers for v2 until a ≥8 GB runner executes the sandbox end-to-end.
  2. Gradle wrapper JARs are binaries: copy them from the official MDK archives into both template trees before docker build (see harness/Dockerfile header).
  3. ast_eval.py uses javalang (Java 8 grammar): modern-syntax answers (records, switch expressions) fall back to regex checks with a PARSE_LIMITATION info finding — no score penalty; the authoritative gate is the sandbox Gradle build.
  4. Porting slices are focused (1–6 files, avg 2.4); PORT_006 is the full 6-file architecture chain. Broader slices (5–10 files) are reserved for v2.1.
  5. The sandbox resource gate forbids raw javac and Mockito; gradle build is the only compile authority.

License

Tasks are original synthetic artifacts (CC0-1.0 for the benchmark data). Harness: Apache-2.0. ForgeBench tasks are contamination-checked against the ComerX SFT corpus (see VERIFICATION.md).