Datasets:
Include SWE LEGO rerun: 1245 kept tasks, 96 new traces and refreshed statistics
Browse files- swelego_v2/README.md +37 -31
- swelego_v2/metadata/partial-refresh-20261020.json +19 -0
- swelego_v2/metadata/rerun-reports-20261020.tar.gz +3 -0
- swelego_v2/metadata/rerun-selection-20261020.json +41 -0
- swelego_v2/metadata/selection.json +0 -0
- swelego_v2/metadata/verification-20261020.json +10 -0
- swelego_v2/tasks.parquet +2 -2
- swelego_v2/trace_stats/README.md +5 -5
- swelego_v2/trace_stats/data/per_attempt.parquet +2 -2
- swelego_v2/trace_stats/data/per_task.parquet +2 -2
- swelego_v2/trace_stats/data/provenance.json +6 -0
- swelego_v2/trace_stats/data/summary.json +0 -0
- swelego_v2/trace_stats/plots/all-models-trace-commands.png +2 -2
- swelego_v2/trace_stats/plots/all-models-trace-distributions.png +2 -2
- swelego_v2/trace_stats/plots/all-models-trace-outcomes.png +2 -2
- swelego_v2/trace_stats/plots/instruct-trace-commands.png +2 -2
- swelego_v2/trace_stats/plots/instruct-trace-distributions.png +2 -2
- swelego_v2/trace_stats/plots/instruct-trace-outcomes.png +2 -2
- swelego_v2/traces/manifest.json +5 -5
- swelego_v2/traces/part-0267.parquet +3 -0
swelego_v2/README.md
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# SWE-Lego v2
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## Published dataset stats
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- **v1 tasks:** 4,277
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- **Kept:** 1,
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- **
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- **Missing conversations:** 15,538
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- **Unknown attempt outcomes:** 1,331 across 450 tasks
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- **Tasks with all eight classified outcomes:** 3,
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## Pass@8 collection
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| Model | Tasks attempted | Recorded attempts | Tasks with all 8 outcomes | Tasks solved |
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| --- | ---: | ---: | ---: | ---: |
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| Qwen3-30B Instruct | 4,
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The
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### Successful attempts among kept tasks
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| Successful attempts | Instruct |
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| --- | ---: |
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| 1/8 |
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| 2/8 | 221 |
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| 3/8 | 144 |
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| 4/8 | 133 |
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| 7/8 | 58 |
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| 8/8 | 72 |
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import pyarrow.parquet as pq
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subset = pq.read_table("tasks.parquet", filters=[("instruct_successes", "=", 1)])
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```
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- **1,579 attempts lack a raw verifier grade.** Of these, **248** already have recorded terminal-error evidence and count as reward zero. The other **1,331** have unknown outcomes and no original result JSON in the published trace rows. They remain unknown, rather than being assigned zero without evidence.
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- **12 tasks have no attempt rows in this published snapshot.** Their completed rerun results are described above and await incorporation.
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## Runtime
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- **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).
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Not yet checked with the repository-leak checks added on 2026-10-17 (leftover git history and file timestamps that could reveal the solution).
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# SWE-Lego v2
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## Dataset stats
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- **v1 tasks:** 4,277
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- **Kept:** 1,245 (solved at least once)
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- **Not selected:** 3,032 (no recorded success)
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- **Newly kept in this update:** 5
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- **Tasks with recorded attempts:** 4,277 / 4,277
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- **Recorded attempts:** 34,216
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- **Available conversations:** 18,678
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- **Missing conversations:** 15,538
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- **Unknown attempt outcomes:** 1,331 across 450 tasks
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- **Tasks with all eight classified outcomes:** 3,827 / 4,277
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- **Task payload changes:** 0
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- **v1 base revision:** `819fe8c3809d9a393502017055c21057b21f02fd`
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Results snapshot: **2026-10-20T19:39:53.280360+00:00**. This release selects tasks with at least one observed teacher success and preserves the pinned v1 task payloads.
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## Pass@8 collection
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| Model | Tasks attempted | Recorded attempts | Tasks with all 8 classified outcomes | Tasks solved |
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| --- | ---: | ---: | ---: | ---: |
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| Qwen3-30B Instruct | 4,277 / 4,277 | 34,216 | 3,827 / 4,277 | 1,245 |
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The teacher is `Qwen/Qwen3-30B-A3B-Instruct-2507`, using Terminus-2 and eight attempts per task. The completed 12-task Helma rerun is now included: **96 attempts with saved trajectories and five newly solved tasks**. One rerun attempt ended with `TmuxSessionEndedError`; its raw verifier grade remains missing and its outcome reward is zero under the terminal-error policy. [Rerun selection](metadata/rerun-selection-20261020.json) and [stage-6/7 reports and contract](metadata/rerun-reports-20261020.tar.gz) preserve the evidence.
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The rerun preserves temperature 0.7, top-p 0.8, top-k 20, a 32,768-token context and an 8,192-token maximum response. Stage-6 and stage-7 reports are complete for all 12 rerun tasks. These teacher stages do not establish a new full datasource-validation result.
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Dataset-wide pass@k estimates remain unavailable because 1,331 historical outcomes are unknown. They are not counted as failures.
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### Successful attempts among kept tasks
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| Successful attempts | Instruct |
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| --- | ---: |
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| 1/8 | 468 |
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| 2/8 | 221 |
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| 3/8 | 144 |
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| 4/8 | 133 |
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| 7/8 | 58 |
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| 8/8 | 72 |
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Counts reflect recorded successes; unknown historical outcomes remain unknown.
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## Evidence and trajectories
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The combined `traces/` files contain **34,216 unique attempt records**, including kept and unselected tasks. **18,678** have saved conversations. Original result JSON is preserved where available, together with raw verifier rewards, outcome rewards, task-version hashes and the current selection flag.
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### Missing historical evidence in the HF files
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- **15,538 attempt rows lack a saved conversation.** Their attempt records are present. A missing conversation does not by itself mean that the verifier outcome is unknown.
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- **1,580 attempts lack a raw verifier grade.** Of these, **249** have classified terminal-error outcomes and count as reward zero. The other **1,331** have unknown outcomes and no original result JSON in the trace rows; they remain unknown.
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- **450 tasks lack eight classified outcomes** because of these historical unknowns. All 4,277 tasks now have eight attempt records; the 12-task rerun is no longer pending.
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These gaps overlap and should not be added together. Recovery from original run archives remains pending; empty fields do not establish that the original traces were lost.
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[Trace statistics](trace_stats/README.md) and plots have been regenerated from this published snapshot, including the 96 rerun attempts. Missing measurements are kept separate from measured outcomes.
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## Reproduce and select tasks
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`patch.py` rebuilds `tasks.parquet` from v1 at revision `819fe8c3809d9a393502017055c21057b21f02fd` and `metadata/selection.json`, verifying the pinned source SHA-256. Task payloads are unchanged. Traces identify the version evaluated; **31 kept tasks** have traces from earlier task versions.
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```python
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import pyarrow.parquet as pq
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subset = pq.read_table("tasks.parquet", filters=[("instruct_successes", "=", 1)])
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```
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The `instruct_graded_attempts` column counts classified outcomes, including recorded terminal errors scored zero. `instruct_verifier_graded_attempts` counts actual verifier grades, and `instruct_missing_attempts` counts unknown outcomes out of eight.
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## Runtime
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The Helma rerun used Apptainer **1.5.4**, Python **3.12.14** and Harbor **0.8.1**, with [Marin Harbor `7faf878c14b6`](https://github.com/marin-community/harbor/tree/7faf878c14b6d72737579ec936ebf5f74ba3194d) and [our runtime patches](https://github.com/MLI-lab/OT-next-data/tree/main/harbor_patches). Measured token usage, commands and runtime distributions are in the trace statistics.
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Not yet checked with the repository-leak checks added on 2026-10-17 (leftover git history and file timestamps that could reveal the solution).
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swelego_v2/metadata/partial-refresh-20261020.json
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{
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"baseline_revision": "31605242e5cfb104b8c28c7b28521297db65e291",
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"snapshot_utc": "2026-10-20T19:39:53.280360+00:00",
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"summary": {
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"instruct": {
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"attempts": 34216,
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"graded": 32885,
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"raw_graded": 32636,
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"complete": 3827,
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"evaluated": 4277,
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"solved": 1245
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},
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"tasks": 4277,
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"kept": 1245,
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"previous_kept": 1240
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},
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"policy": "Recorded terminal errors score zero; raw verifier rewards are preserved. Historical unknown outcomes remain unknown.",
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"trace_policy": "All previous selected attempt IDs plus the 96 attempts from the completed 12-task rerun. No failed submissions or duplicate race copies are added."
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}
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swelego_v2/metadata/rerun-reports-20261020.tar.gz
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version https://git-lfs.github.com/spec/v1
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oid sha256:18de9568b31fc4d58e3214e0dd22a4cd915231d4b8e0d6a30fbad1ae050a8231
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size 114927
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swelego_v2/metadata/rerun-selection-20261020.json
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[
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{
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"shard": 18,
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"stage6": "/hnvme/workspace/y500bb12-optiagent/runs/swelego-helma-20261016/full/array/shards/0018/report/stage-6-36e9fdf426ba.json",
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"stage7": "/hnvme/workspace/y500bb12-optiagent/runs/swelego-helma-20261016/full/array/shards/0018/report/stage-7-c94ab0464002.json",
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"contract_sha256": "927e4ea958217477f482306d6d69e1de24712fa3670ea5b685fbf22a22628937",
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"tasks": [
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"DigitalSlideArchive__tifftools-69",
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"deshima-dev__deshima-sensitivity-76",
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"matplotlib__matplotlib-18446",
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"scrapy__scrapy-5384"
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],
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"attempts": 32
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},
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{
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"shard": 19,
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"stage6": "/hnvme/workspace/y500bb12-optiagent/runs/swelego-helma-20261016/full/array/shards/0019/report/stage-6-cfc5fe5620d2.json",
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"stage7": "/hnvme/workspace/y500bb12-optiagent/runs/swelego-helma-20261016/full/array/shards/0019/report/stage-7-3c5dadc2ae00.json",
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"contract_sha256": "927e4ea958217477f482306d6d69e1de24712fa3670ea5b685fbf22a22628937",
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"tasks": [
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"Dorthu__openapi3-30",
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"deshima-dev__deshima-sensitivity-81",
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"matplotlib__matplotlib-18540",
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"scrapy__scrapy-5482"
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],
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"attempts": 32
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},
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{
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"shard": 96,
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"stage6": "/hnvme/workspace/y500bb12-optiagent/runs/swelego-helma-20261016/full/array/shards/0096/report/stage-6-0b92535552c2.json",
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"stage7": "/hnvme/workspace/y500bb12-optiagent/runs/swelego-helma-20261016/full/array/shards/0096/report/stage-7-52d7d70f5ecb.json",
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"contract_sha256": "927e4ea958217477f482306d6d69e1de24712fa3670ea5b685fbf22a22628937",
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"tasks": [
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"audeering__auglib-24",
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"iterative__dvc-4075",
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"pymor__pymor-1296",
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"tornadoweb__tornado-2075"
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],
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"attempts": 32
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}
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]
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swelego_v2/metadata/selection.json
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The diff for this file is too large to render.
See raw diff
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swelego_v2/metadata/verification-20261020.json
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{
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"unique_attempts": 34216,
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"kept": 1245,
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"source_payloads_unchanged": true,
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"prior_outcomes_unchanged": true,
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"reproduction_identical": true,
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"missing_trajectories": 15538,
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"raw_missing": 1580,
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"unknown": 1331
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}
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swelego_v2/tasks.parquet
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swelego_v2/trace_stats/README.md
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# Trajectory statistics
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34,
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| Metric | instruct |
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| --- | ---: |
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| Recorded attempts | 34,
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| Median agent turns | 15 |
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| Median input tokens per attempt | 96,
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| Median output tokens per attempt | 4,
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| Median agent runtime (seconds) | 101 |
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| Median verifier runtime (seconds) | 9 |
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- [Per-task metrics](data/per_task.parquet) and [per-attempt metrics](data/per_attempt.parquet), with nested metrics stored as JSON.
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- [Provenance](data/provenance.json): source files and deduplication.
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Attempts without a saved conversation: 15,538; without a verifier reward: 1,
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# Trajectory statistics
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34,216 attempts across 4,277 tasks of SWE LEGO v2, kept and excluded, each counted once. Task success counts are in the [dataset overview](../README.md).
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| Metric | instruct |
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| --- | ---: |
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| Recorded attempts | 34,216 |
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| Median agent turns | 15 |
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| Median input tokens per attempt | 96,423 |
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| Median output tokens per attempt | 4,814 |
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| Median agent runtime (seconds) | 101 |
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| Median verifier runtime (seconds) | 9 |
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- [Per-task metrics](data/per_task.parquet) and [per-attempt metrics](data/per_attempt.parquet), with nested metrics stored as JSON.
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- [Provenance](data/provenance.json): source files and deduplication.
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Attempts without a saved conversation: 15,538; without a verifier reward: 1,580. Their missing measurements stay empty.
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swelego_v2/trace_stats/data/per_attempt.parquet
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size 3982459
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swelego_v2/trace_stats/data/per_task.parquet
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oid sha256:
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size
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swelego_v2/trace_stats/data/provenance.json
CHANGED
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@@ -1607,6 +1607,12 @@
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| 1607 |
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| 1608 |
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| 1609 |
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| 1610 |
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| 1611 |
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| 1612 |
"figures": {
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| 1610 |
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| 1611 |
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{
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| 1612 |
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"file": "traces/part-0267.parquet",
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| 1613 |
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"rows": 96,
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| 1618 |
"figures": {
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swelego_v2/trace_stats/data/summary.json
CHANGED
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swelego_v2/trace_stats/plots/all-models-trace-commands.png
CHANGED
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Git LFS Details
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Git LFS Details
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swelego_v2/trace_stats/plots/all-models-trace-distributions.png
CHANGED
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Git LFS Details
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swelego_v2/trace_stats/plots/all-models-trace-outcomes.png
CHANGED
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Git LFS Details
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swelego_v2/trace_stats/plots/instruct-trace-commands.png
CHANGED
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Git LFS Details
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Git LFS Details
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swelego_v2/trace_stats/plots/instruct-trace-distributions.png
CHANGED
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Git LFS Details
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Git LFS Details
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swelego_v2/trace_stats/plots/instruct-trace-outcomes.png
CHANGED
|
Git LFS Details
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Git LFS Details
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swelego_v2/traces/manifest.json
CHANGED
|
@@ -1,12 +1,12 @@
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|
| 1 |
{
|
| 2 |
-
"snapshot_utc": "2026-10-
|
| 3 |
"counts": {
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| 4 |
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"attempts":
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| 5 |
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"raw_missing":
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"terminal_errors_zero":
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| 9 |
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| 10 |
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| 11 |
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"selection": "
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| 12 |
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| 1 |
{
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| 2 |
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"snapshot_utc": "2026-10-20T19:39:53.280360+00:00",
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| 3 |
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| 4 |
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|
| 9 |
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| 10 |
"reward_policy": "terminal-errors-zero-v2",
|
| 11 |
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"selection": "All previous selected attempt IDs plus the 96 attempts from the completed 12-task rerun. No failed submissions or duplicate race copies are added."
|
| 12 |
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|
swelego_v2/traces/part-0267.parquet
ADDED
|
@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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