Datasets:
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## Dataset stats
- **Original tasks:** 7,763
- **Kept:** 6,710
- **Changed:** 6,710
- **Archived:** 1,053
- **Images:** 3 original definitions; 3 now, as [cached Apptainer bundles](https://huggingface.co/datasets/FWeindel/validated-tasks/tree/main/crosscodeeval_v1/cached_images).
## Dataset characteristics
Complete the next statement in a real C#, Java, Python or TypeScript repository using excerpts from related files.
<details><summary>Domains</summary>
**Software Engineering:** cross-file code completion, repository APIs and library usage.
</details>
<details><summary>Capabilities</summary>
**Exploration:** find required names and calling conventions in supplied context. **Specification Adherence:** write the requested continuation in the required output file.
</details>
**Intended benchmark transfer:** Python subset: HumanEval+, MBPP+ and DS-1000 mini-200. Java/Python/TypeScript: repository exploration for SWE-bench Verified random-100. Labels follow [CLI-Universe](https://arxiv.org/abs/2606.22883v1).
## Per-stage breakdown
Patcher rules archived 1,053 tasks before validation: 1,043 with required identifiers absent from the available context and 10 whose scored answer contained no identifiers.
- **Build and setup: 6,710 changed, 0 archived.** Pinned verifier dependencies; Docker definitions converted to Apptainer for the Marin Harbor bridge and repository runtime patches.
- **No-op baseline (reward 0): 6,710 changed, 0 archived.** Scoring repaired to reject incomplete prefix matches and normalize comments/whitespace.
- **Reference solution (reward 1): 6,710 changed, 0 archived.** Reference solutions added.
- **Rule-based checks: 6,710 changed, 0 archived.** Context guidance added and cross-file excerpts restored with answer leakage removed. No kept task has advisory warnings for relative paths. Every instruction also ends with "You have N seconds to complete this task. Do not cheat by using online solutions or hints specific to this task." (N is the agent timeout); this sentence is not counted as a change.
Results are from the [historical validation](https://huggingface.co/datasets/FWeindel/validated-tasks/blob/b8a56dc21aa9f78340048a367e70852c59d01ff8/runs/2026-10-03-c536bae24db8.json); kept task payloads are unchanged.
Not yet checked with the repository-leak checks added on 2026-10-17 (leftover git history and file timestamps that could reveal the solution).
## Runtime and validation time
- **Versions:** Apptainer **1.5.4**, Python **3.12.14**, Harbor **0.8.1**.
- **Implementation:** [Marin Harbor `7faf878c14b6`](https://github.com/marin-community/harbor/tree/7faf878c14b6d72737579ec936ebf5f74ba3194d) + [our runtime patches](https://github.com/MLI-lab/OT-next-data/tree/main/harbor_patches).
- **Resources:** Helma; **48 CPU cores, 128 GiB RAM per job**, 16 concurrent tasks, no GPUs.
| Check | Mean per task | Median per task | Tasks measured |
| --- | ---: | ---: | ---: |
| Rule-based checks | **3.36 s** | **0.54 s** | 6,710 |
| Build and setup | **16.50 s** | **13.36 s** | 6,710 |
| Reference solution | **14.39 s** | **11.20 s** | 6,710 |
| No-op baseline | **15.35 s** | **11.50 s** | 6,710 |
Means and medians cover check execution, environment start/inspection/stop, and reference/no-op trials respectively. Image builds are excluded.
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