Datasets:
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## Dataset stats
- **Original tasks:** 7,763
- **Kept:** 6,710
- **Changed:** 6,710
- **Archived:** 1,053
- **Images:** 3 images before, 3 images now.
## 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
Before validation, 1,043 tasks were archived for missing context identifiers and 10 for answers with no scored identifiers. Results are from the historical validation.
- **1. Build and setup: 6,710 changed, 0 archived.** Changed 6,710 tasks to pin verifier dependencies and support the Apptainer runtime.
- **2. Reference solution (reward 1): 6,710 changed, 0 archived.** Added reference solutions to 6,710 tasks.
- **3. No-op baseline (reward 0): 6,710 changed, 0 archived.** Changed scoring in 6,710 tasks to reject incomplete prefix matches and normalize comments and whitespace.
- **4. Rule-based checks: 6,710 changed, 0 archived.** Changed 6,710 tasks to clarify context guidance and restore cross-file excerpts with answer leakage removed. No kept tasks have relative-path warnings. Initial flagged and automatically repaired task counts are missing.
Git-history and timestamp leak checks were not run.
## Per-task resource requirements
| Kept tasks | CPUs per task | Memory per task |
| ---: | ---: | ---: |
| 6,710 | Missing | Missing |
Missing values are not declared in the published task configurations.
## 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.
| Stage | Measured kept tasks | Total stage time | Mean per task | Median per task |
| --- | ---: | ---: | ---: | ---: |
| 1. Build and setup | 6,710 | Missing | 16.50 s | 13.36 s |
| 2. Reference solution | 6,710 | Missing | 14.39 s | 11.20 s |
| 3. No-op baseline | 6,710 | Missing | 15.35 s | 11.50 s |
| 4. Rule-based checks | 6,710 | Missing | 3.36 s | 0.54 s |
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