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Refresh Scale SWE v2 results, combined traces and terminal-error scoring

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  1. scaleswe_v2/README.md +25 -33
  2. scaleswe_v2/metadata/earlier-version-count.json +1 -1
  3. scaleswe_v2/metadata/partial-refresh-20261018.json +24 -14
  4. scaleswe_v2/metadata/selection.json +2 -2
  5. scaleswe_v2/patch.py +1 -1
  6. scaleswe_v2/tasks.parquet +2 -2
  7. scaleswe_v2/trace_stats/README.md +7 -7
  8. scaleswe_v2/trace_stats/data/per_attempt.parquet +2 -2
  9. scaleswe_v2/trace_stats/data/per_task.parquet +2 -2
  10. scaleswe_v2/trace_stats/data/provenance.json +0 -0
  11. scaleswe_v2/trace_stats/data/summary.json +0 -0
  12. scaleswe_v2/trace_stats/plots/all-models-trace-commands.png +2 -2
  13. scaleswe_v2/trace_stats/plots/all-models-trace-distributions.png +2 -2
  14. scaleswe_v2/trace_stats/plots/all-models-trace-outcomes.png +2 -2
  15. scaleswe_v2/trace_stats/plots/qwen3-30b-instruct-2507-trace-commands.png +2 -2
  16. scaleswe_v2/trace_stats/plots/qwen3-30b-instruct-2507-trace-distributions.png +2 -2
  17. scaleswe_v2/trace_stats/plots/qwen3-30b-instruct-2507-trace-outcomes.png +2 -2
  18. scaleswe_v2/traces/manifest.json +32 -6
  19. scaleswe_v2/traces/part-0000.parquet +2 -2
  20. scaleswe_v2/traces/part-0001.parquet +2 -2
  21. scaleswe_v2/traces/part-0002.parquet +2 -2
  22. scaleswe_v2/traces/part-0003.parquet +2 -2
  23. scaleswe_v2/traces/part-0004.parquet +2 -2
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  25. scaleswe_v2/traces/part-0006.parquet +2 -2
  26. scaleswe_v2/traces/part-0007.parquet +2 -2
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  30. scaleswe_v2/traces/part-0011.parquet +2 -2
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  50. scaleswe_v2/traces/part-0031.parquet +2 -2
scaleswe_v2/README.md CHANGED
@@ -1,69 +1,61 @@
1
  # Scale-SWE v2
2
 
3
- Partial results snapshot: **2026-10-18T16:34:46.338304+00:00**. These runs do not yet have complete dataset-wide pass@8 coverage.
4
 
5
  ## Dataset stats
6
 
7
  - **v1 tasks:** 16,786
8
- - **Kept:** 2,266 (at least one recorded success, including retained historical recovery evidence)
9
- - **Excluded for now:** 14,520
10
- - **Newly retained in this refresh:** 1,026
11
 
12
  ## Pass@8 collection status
13
 
14
- | Model | Tasks with grades | Graded attempts | Tasks with all 8 grades | Tasks solved in this collection |
15
  | --- | ---: | ---: | ---: | ---: |
16
- | Qwen3-30B Instruct | 14,399 | 114,407 | 13,695 | 2,131 |
17
- | Qwen3-30B Thinking | 3,564 | 28,229 | 3,306 | 375 |
18
 
19
- Missing verifier scores are unknown, not failures. The table reports observed coverage and successes, not a dataset-wide pass@k estimate. Race copies are not added together.
20
 
21
- The Thinking collection remains partial and was previously stopped. Instruct is still running across Helma and ZIH.
22
 
23
  ### Successful attempts among retained tasks
24
 
25
  | Successful attempts | Instruct | Thinking |
26
  | --- | ---: | ---: |
27
- | 0/8 | 135 | 1,891 |
28
- | 1/8 | 1,056 | 202 |
29
- | 2/8 | 431 | 78 |
30
- | 3/8 | 266 | 40 |
31
- | 4/8 | 161 | 27 |
32
- | 5/8 | 95 | 13 |
33
- | 6/8 | 65 | 8 |
34
- | 7/8 | 38 | 2 |
35
- | 8/8 | 19 | 5 |
 
 
36
 
37
  ## Reproduce and select tasks
38
 
39
- `patch.py` rebuilds `tasks.parquet` from v1 at revision `2aaa0204c66770f87f803485b337a6e363edf647` and the accompanying `metadata/selection.json`. The pinned source SHA-256 is verified. Task payloads are current v1 payloads; evidence retains the version hashes on which each attempt was evaluated.
40
 
41
  ```python
42
  import pyarrow.parquet as pq
43
  subset = pq.read_table("tasks.parquet", filters=[("instruct_successes", "=", 1)])
44
  ```
45
 
 
 
46
  ## Evidence and trajectories
47
 
48
- This commit refreshes selection, task result columns, and graded-attempt evidence. Existing traces/ and trace_stats/ remain the prior published snapshot; use this selection for current retention and results. Newly recorded attempt evidence is in metadata/partial-attempts-20261018.jsonl.gz.
49
 
50
- The incremental evidence file contains unique attempt IDs, raw verifier rewards (null when absent), evaluated task hashes and source report paths. Older trace rows may have earlier `retained_v2` flags; join against the current selection for this snapshot. Existing trajectory plots describe their previous snapshot.
51
 
52
  ## Runtime
53
 
54
  - **Versions:** Apptainer **1.5.4**, Python **3.12.14**, Harbor **0.8.1**.
55
  - **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).
56
 
57
- | Model | Mean time per attempt | Median time per attempt | Attempts measured |
58
- | --- | ---: | ---: | ---: |
59
- | Instruct | 268.42 s | 95.90 s | 61,248 |
60
- | Thinking | 452.24 s | 168.32 s | 28,512 |
61
-
62
- Compute used so far (all jobs, including failed and cancelled ones):
63
-
64
- | Run | CPU hours | GPU hours | Wall-clock |
65
- | --- | ---: | ---: | ---: |
66
- | Instruct (continuing) | 50,901 | 4,242 | 141 h |
67
- | Thinking (stopped) | 61,618 | 5,117 | 140 h |
68
-
69
  Not yet checked with the repository-leak checks added on 2026-10-17 (leftover git history and file timestamps that could reveal the solution).
 
1
  # Scale-SWE v2
2
 
3
+ Results snapshot: **2026-10-18T20:30:56.248661+00:00**.
4
 
5
  ## Dataset stats
6
 
7
  - **v1 tasks:** 16,786
8
+ - **Kept:** 2,440 (solved at least once by either model, including retained historical recovery evidence)
9
+ - **Excluded for now:** 14,346
10
+ - **Newly retained in this refresh:** 174
11
 
12
  ## Pass@8 collection status
13
 
14
+ | Model | Tasks attempted | Recorded attempts | Tasks with all 8 outcomes | Tasks solved |
15
  | --- | ---: | ---: | ---: | ---: |
16
+ | Qwen3-30B Instruct | 15,336 | 122,688 | 15,336 | 2,300 |
17
+ | Qwen3-30B Thinking | 3,564 | 28,512 | 3,564 | 375 |
18
 
19
+ Recorded terminal errors receive reward **0**, following the collection policy `terminal-errors-zero-v2`. Raw verifier rewards and error details remain in the trace evidence. Unfinished or unrun attempts remain missing. Racing copies are counted once.
20
 
21
+ Instruct collection is still running; 1,450 tasks do not yet have all eight outcomes. Thinking remains a stopped, partial collection. These are observed results, not a dataset-wide pass@k estimate.
22
 
23
  ### Successful attempts among retained tasks
24
 
25
  | Successful attempts | Instruct | Thinking |
26
  | --- | ---: | ---: |
27
+ | 0/8 | 140 | 2,065 |
28
+ | 1/8 | 1,135 | 202 |
29
+ | 2/8 | 471 | 78 |
30
+ | 3/8 | 285 | 40 |
31
+ | 4/8 | 171 | 27 |
32
+ | 5/8 | 104 | 13 |
33
+ | 6/8 | 70 | 8 |
34
+ | 7/8 | 41 | 2 |
35
+ | 8/8 | 23 | 5 |
36
+
37
+ Counts of zero successful attempts can include tasks without completed attempts for that model. Coverage is shown above.
38
 
39
  ## Reproduce and select tasks
40
 
41
+ `patch.py` rebuilds `tasks.parquet` from v1 at revision `2aaa0204c66770f87f803485b337a6e363edf647` and `metadata/selection.json`, verifying the source SHA-256. Task payloads are preserved; trace hashes identify the version evaluated.
42
 
43
  ```python
44
  import pyarrow.parquet as pq
45
  subset = pq.read_table("tasks.parquet", filters=[("instruct_successes", "=", 1)])
46
  ```
47
 
48
+ The `*_graded_attempts` columns count scored outcomes under the collection policy; `*_verifier_graded_attempts` count actual verifier grades. `*_missing_attempts` counts missing scored outcomes out of eight.
49
+
50
  ## Evidence and trajectories
51
 
52
+ The combined `traces/` files contain **151,200 unique attempts**, including kept and excluded tasks. Each row stores the outcome reward, raw `verifier_reward`, `reward_origin`, original result and available trajectory. `retained_v2` matches this selection.
53
 
54
+ [Trace statistics](trace_stats/README.md) include updated per-model outcomes, token usage, tool usage, runtime and plots. All trace files and statistics describe this snapshot.
55
 
56
  ## Runtime
57
 
58
  - **Versions:** Apptainer **1.5.4**, Python **3.12.14**, Harbor **0.8.1**.
59
  - **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).
60
 
 
 
 
 
 
 
 
 
 
 
 
 
61
  Not yet checked with the repository-leak checks added on 2026-10-17 (leftover git history and file timestamps that could reveal the solution).
scaleswe_v2/metadata/earlier-version-count.json CHANGED
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scaleswe_v2/metadata/partial-refresh-20261018.json CHANGED
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10
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11
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19
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20
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21
- "policy": "Missing verifier scores remain unknown. Existing kept tasks retained; race copies are not summed.",
22
- "trace_policy": "This commit refreshes selection, task result columns, and graded-attempt evidence. Existing traces/ and trace_stats/ remain the prior published snapshot; use this selection for current retention and results. Newly recorded attempt evidence is in metadata/partial-attempts-20261018.jsonl.gz."
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- }
 
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+ "previous_kept": 2266
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31
+ "policy": "Recorded terminal errors receive reward 0 under terminal-errors-zero-v2. Raw verifier rewards and error evidence are preserved. Unfinished attempts stay missing. Race copies are not summed. Previously retained tasks remain retained.",
32
+ "trace_policy": "Combined traces and trace statistics cover exactly the selected attempt IDs."
33
+ }
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1
  """Rebuild this partial v2 release from pinned v1 tasks and metadata/selection.json.
2
- Missing grades remain unknown. Historical recovery evidence is retained separately.
3
  """
4
  import argparse,copy,hashlib,json
5
  from pathlib import Path
 
1
  """Rebuild this partial v2 release from pinned v1 tasks and metadata/selection.json.
2
+ Terminal errors score zero; raw verifier rewards are retained separately.
3
  """
4
  import argparse,copy,hashlib,json
5
  from pathlib import Path
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scaleswe_v2/trace_stats/README.md CHANGED
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1
  # Trajectory statistics
2
 
3
- 89,760 attempts across 7,656 tasks of scaleswe_v2, kept and excluded, each counted once. Task success counts are in the [dataset overview](../README.md).
4
 
5
  | Metric | qwen3-30b-instruct-2507 | qwen3-30b-thinking |
6
  | --- | ---: | ---: |
7
- | Recorded attempts | 61,248 | 28,512 |
8
  | Median agent turns | 15 | 17 |
9
- | Median input tokens per attempt | 91,966 | 128,586 |
10
- | Median output tokens per attempt | 5,101 | 14,999 |
11
- | Median agent runtime (seconds) | 68 | 139 |
12
- | Median verifier runtime (seconds) | 7 | 8 |
13
 
14
  Medians use recorded measurements only.
15
 
@@ -31,4 +31,4 @@ Per-model plots: [qwen3-30b-instruct-2507](plots/qwen3-30b-instruct-2507-trace-c
31
  - [Per-task metrics](data/per_task.parquet) and [per-attempt metrics](data/per_attempt.parquet), with nested metrics stored as JSON.
32
  - [Provenance](data/provenance.json): source files and deduplication.
33
 
34
- Attempts without a saved conversation: 0; without a verifier reward: 699. Their missing measurements stay empty.
 
1
  # Trajectory statistics
2
 
3
+ 151,200 attempts across 15,336 tasks of Scale SWE v2, kept and excluded, each counted once. Task success counts are in the [dataset overview](../README.md).
4
 
5
  | Metric | qwen3-30b-instruct-2507 | qwen3-30b-thinking |
6
  | --- | ---: | ---: |
7
+ | Recorded attempts | 122,688 | 28,512 |
8
  | Median agent turns | 15 | 17 |
9
+ | Median input tokens per attempt | 93,855 | 128,586 |
10
+ | Median output tokens per attempt | 5,177 | 14,999 |
11
+ | Median agent runtime (seconds) | 69 | 139 |
12
+ | Median verifier runtime (seconds) | 8 | 8 |
13
 
14
  Medians use recorded measurements only.
15
 
 
31
  - [Per-task metrics](data/per_task.parquet) and [per-attempt metrics](data/per_attempt.parquet), with nested metrics stored as JSON.
32
  - [Provenance](data/provenance.json): source files and deduplication.
33
 
34
+ Attempts without a saved conversation: 0; without a verifier reward: 999. Their missing measurements stay empty.
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