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End of preview. Expand in Data Studio
laion/exp_rle_expert-v3
v3 = v2 + extended rubber-stamp / broken-test filter applied by
patch_exp_rle_expert_v3_tasks.py.
Background
laion/exp_rle_expert-v2 (730 tasks) was the v1-filtered output of the
upstream 5000-task pool. QC re-triage of 203 RL traces against v2 showed:
- 100% infra-ok
- 8.4% solve rate (17 / 203)
- All 17 v2-solves are rubber stamps — tests that pass regardless of what the agent does
v3 filter
Drops a task if its tests/test_solution.py matches any of:
| Rule | Reason | Drops |
|---|---|---|
| R1 | top-level import not in stdlib / whitelist / instruction tokens (v1 base) | (from v2) |
| R2 | deprecated dotted submodule import (pandas.util.testing, tensorflow.python, sklearn.utils.testing, ...) |
132 |
| R3 | deprecated symbol from still-valid module | 2 |
| R4 | pytest.warns(None) (pytest 8 TypeError) |
8 |
| R5 | django.contrib.* without settings.configure() |
5 |
| R6 | subprocess.run(["ray"|"docker"|...]) for absent system binary |
3 |
| R7 | test arg requests an undefined pytest fixture | 334 |
| R8 | no_test_functions — file has zero test_* functions |
23 |
| R9 | trivial_assertions — every active test body is assert True / tautological / xfail-strict + assert False |
9 |
| R10 | no_impl_referenced — test imports only stdlib/whitelist AND every Name resolves locally → agent's solution.py is never imported |
175 |
Total: 730 → 39 tasks (5.3% retention).
Result on the 203-trace QC sample
- 17 / 17 known v2-solves dropped EXCEPT
5k-expert-0008(legitimate solve: agent correctly implementedtools/ci/tc/decision.py, all 18 tests pass). - 175 / 186 v2-failures dropped as statically-detectable junk.
- Kept slice: 12 of 203 sampled tasks → 1 solve = 8.3% solve rate among the kept tasks (the v2 8.4% was 100% rubber-stamp pollution).
Filter source
OpenThoughts-Agent/data/patchers/patch_exp_rle_expert_v3_tasks.py
See v3_filter_verdicts.json for the per-task drop reason.
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