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12 values
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2 classes
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unknown
codeforces-06236
laion__codeforces-v3
competitive-programming
9a29baf583bf
codeforces
stdio
43963417e109
python
[ "code", "competitive-programming", "stdio", "codeforces" ]
false
[ 31, 139, 8, 0, 0, 0, 0, 0, 2, 3, 237, 93, 235, 114, 227, 182, 21, 222, 223, 156, 241, 59, 32, 74, 38, 241, 214, 150, 4, 222, 165, 77, 157, 73, 155, 75, 155, 105, 187, 206, 108, 110, 179, 147, 102, 20, 74, 130, 36, 212,...
null
codeforces-03954
laion__codeforces-v3
competitive-programming
9a29baf583bf
codeforces
stdio
43963417e109
python
[ "code", "competitive-programming", "stdio", "codeforces" ]
false
[ 31, 139, 8, 0, 0, 0, 0, 0, 2, 3, 237, 92, 255, 110, 219, 70, 18, 246, 223, 4, 252, 14, 115, 74, 208, 202, 103, 81, 34, 41, 138, 178, 157, 115, 81, 180, 69, 129, 224, 174, 113, 16, 164, 87, 4, 113, 78, 93, 81, 43, 105...
null
codeforces-08460
laion__codeforces-v3
competitive-programming
9a29baf583bf
codeforces
stdio
43963417e109
python
[ "code", "competitive-programming", "stdio", "codeforces" ]
false
[ 31, 139, 8, 0, 0, 0, 0, 0, 2, 3, 237, 93, 107, 147, 227, 182, 149, 245, 103, 85, 249, 63, 96, 219, 174, 100, 102, 167, 37, 17, 32, 8, 146, 227, 237, 84, 94, 155, 45, 215, 122, 61, 41, 151, 179, 169, 172, 227, 234, 80, ...
null
codeforces-09290
laion__codeforces-v3
competitive-programming
9a29baf583bf
codeforces
stdio
43963417e109
python
[ "code", "competitive-programming", "stdio", "codeforces" ]
false
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null
codeforces-08711
laion__codeforces-v3
competitive-programming
9a29baf583bf
codeforces
stdio
43963417e109
python
[ "code", "competitive-programming", "stdio", "codeforces" ]
false
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null
codeforces-07722
laion__codeforces-v3
competitive-programming
9a29baf583bf
codeforces
stdio
43963417e109
python
[ "code", "competitive-programming", "stdio", "codeforces" ]
false
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null
codeforces-09656
laion__codeforces-v3
competitive-programming
9a29baf583bf
codeforces
stdio
43963417e109
python
[ "code", "competitive-programming", "stdio", "codeforces" ]
false
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null
codeforces-02776
laion__codeforces-v3
competitive-programming
9a29baf583bf
codeforces
stdio
43963417e109
python
[ "code", "competitive-programming", "stdio", "codeforces" ]
false
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null
codeforces-02161
laion__codeforces-v3
competitive-programming
9a29baf583bf
codeforces
stdio
43963417e109
python
[ "code", "competitive-programming", "stdio", "codeforces" ]
false
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null
codeforces-05120
laion__codeforces-v3
competitive-programming
9a29baf583bf
codeforces
stdio
43963417e109
python
[ "code", "competitive-programming", "stdio", "codeforces" ]
false
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null
codeforces-08316
laion__codeforces-v3
competitive-programming
9a29baf583bf
codeforces
stdio
43963417e109
python
[ "code", "competitive-programming", "stdio", "codeforces", "special-judge" ]
false
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null
codeforces-09803
laion__codeforces-v3
competitive-programming
9a29baf583bf
codeforces
stdio
43963417e109
python
[ "code", "competitive-programming", "stdio", "codeforces" ]
false
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null
codeforces-09810
laion__codeforces-v3
competitive-programming
9a29baf583bf
codeforces
stdio
43963417e109
python
[ "code", "competitive-programming", "stdio", "codeforces", "special-judge" ]
false
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null
codeforces-02859
laion__codeforces-v3
competitive-programming
9a29baf583bf
codeforces
stdio
43963417e109
python
[ "code", "competitive-programming", "stdio", "codeforces" ]
false
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null
codeforces-06660
laion__codeforces-v3
competitive-programming
9a29baf583bf
codeforces
stdio
43963417e109
python
[ "code", "competitive-programming", "stdio", "codeforces" ]
false
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null
codeforces-01505
laion__codeforces-v3
competitive-programming
9a29baf583bf
codeforces
stdio
43963417e109
python
[ "code", "competitive-programming", "stdio", "codeforces" ]
false
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null
codeforces-07598
laion__codeforces-v3
competitive-programming
9a29baf583bf
codeforces
stdio
43963417e109
python
[ "code", "competitive-programming", "stdio", "codeforces", "special-judge" ]
false
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null
codeforces-01185
laion__codeforces-v3
competitive-programming
9a29baf583bf
codeforces
stdio
43963417e109
python
[ "code", "competitive-programming", "stdio", "codeforces" ]
false
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null
codeforces-08807
laion__codeforces-v3
competitive-programming
9a29baf583bf
codeforces
stdio
43963417e109
python
[ "code", "competitive-programming", "stdio", "codeforces" ]
false
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null
codeforces-02832
laion__codeforces-v3
competitive-programming
9a29baf583bf
codeforces
stdio
43963417e109
python
[ "code", "competitive-programming", "stdio", "codeforces" ]
false
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null
codeforces-00135
laion__codeforces-v3
competitive-programming
9a29baf583bf
codeforces
stdio
43963417e109
python
[ "code", "competitive-programming", "stdio", "codeforces" ]
false
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null
codeforces-00248
laion__codeforces-v3
competitive-programming
9a29baf583bf
codeforces
stdio
43963417e109
python
[ "code", "competitive-programming", "stdio", "codeforces" ]
false
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null
codeforces-08144
laion__codeforces-v3
competitive-programming
9a29baf583bf
codeforces
stdio
43963417e109
python
[ "code", "competitive-programming", "stdio", "codeforces", "special-judge" ]
false
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null
codeforces-09521
laion__codeforces-v3
competitive-programming
9a29baf583bf
codeforces
stdio
43963417e109
python
[ "code", "competitive-programming", "stdio", "codeforces" ]
false
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null
codeforces-04537
laion__codeforces-v3
competitive-programming
9a29baf583bf
codeforces
stdio
43963417e109
python
[ "code", "competitive-programming", "stdio", "codeforces", "special-judge" ]
false
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null
codeforces-05691
laion__codeforces-v3
competitive-programming
9a29baf583bf
codeforces
stdio
43963417e109
python
[ "code", "competitive-programming", "stdio", "codeforces" ]
false
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null
codeforces-08604
laion__codeforces-v3
competitive-programming
9a29baf583bf
codeforces
stdio
43963417e109
python
[ "code", "competitive-programming", "stdio", "codeforces" ]
false
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null
codeforces-03431
laion__codeforces-v3
competitive-programming
9a29baf583bf
codeforces
stdio
43963417e109
python
[ "code", "competitive-programming", "stdio", "codeforces", "special-judge" ]
false
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null
codeforces-02171
laion__codeforces-v3
competitive-programming
9a29baf583bf
codeforces
stdio
43963417e109
python
[ "code", "competitive-programming", "stdio", "codeforces" ]
false
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null
codeforces-00805
laion__codeforces-v3
competitive-programming
9a29baf583bf
codeforces
stdio
43963417e109
python
[ "code", "competitive-programming", "stdio", "codeforces" ]
false
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null
codeforces-06663
laion__codeforces-v3
competitive-programming
9a29baf583bf
codeforces
stdio
43963417e109
python
[ "code", "competitive-programming", "stdio", "codeforces" ]
false
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null
codeforces-09062
laion__codeforces-v3
competitive-programming
9a29baf583bf
codeforces
stdio
43963417e109
python
[ "code", "competitive-programming", "stdio", "codeforces", "special-judge" ]
false
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null
codeforces-06769
laion__codeforces-v3
competitive-programming
9a29baf583bf
codeforces
stdio
43963417e109
python
[ "code", "competitive-programming", "stdio", "codeforces", "special-judge" ]
false
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null
codeforces-03980
laion__codeforces-v3
competitive-programming
9a29baf583bf
codeforces
stdio
43963417e109
python
[ "code", "competitive-programming", "stdio", "codeforces" ]
false
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null
codeforces-07684
laion__codeforces-v3
competitive-programming
9a29baf583bf
codeforces
stdio
43963417e109
python
[ "code", "competitive-programming", "stdio", "codeforces" ]
false
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null
codeforces-03710
laion__codeforces-v3
competitive-programming
9a29baf583bf
codeforces
stdio
43963417e109
python
[ "code", "competitive-programming", "stdio", "codeforces" ]
false
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null
codeforces-06410
laion__codeforces-v3
competitive-programming
9a29baf583bf
codeforces
stdio
43963417e109
python
[ "code", "competitive-programming", "stdio", "codeforces" ]
false
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null
codeforces-07127
laion__codeforces-v3
competitive-programming
9a29baf583bf
codeforces
stdio
43963417e109
python
[ "code", "competitive-programming", "stdio", "codeforces" ]
false
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null
codeforces-03093
laion__codeforces-v3
competitive-programming
9a29baf583bf
codeforces
stdio
43963417e109
python
[ "code", "competitive-programming", "stdio", "codeforces", "special-judge" ]
false
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null
codeforces-00934
laion__codeforces-v3
competitive-programming
9a29baf583bf
codeforces
stdio
43963417e109
python
[ "code", "competitive-programming", "stdio", "codeforces", "special-judge" ]
false
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null
codeforces-08928
laion__codeforces-v3
competitive-programming
9a29baf583bf
codeforces
stdio
43963417e109
python
[ "code", "competitive-programming", "stdio", "codeforces", "special-judge" ]
false
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null
codeforces-08055
laion__codeforces-v3
competitive-programming
9a29baf583bf
codeforces
stdio
43963417e109
python
[ "code", "competitive-programming", "stdio", "codeforces" ]
false
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null
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TaskTrove Clean

TaskTrove Clean is a normalized release of open-thoughts/TaskTrove at revision 0292300. It contains 1,449,686 retained Harbor tasks from 1,739,326 input rows. The graders were built from Marin commit b76d03131c.

How it was made

The conversion pipeline applies these stages:

  1. Pin the upstream Hugging Face revision and inventory each source's task templates.
  2. Keep sources with recoverable task contracts and record every source decision.
  3. Convert each retained row to the common Harbor layout and replace its source grader with a typed tests/verifier.toml contract executed by tasktrove-verify.
  4. Deduplicate exact instructions within each source.
  5. Reject tasks with a malformed contract, missing verifier files, legacy grader dependencies, exposed solutions or long gold answers, or an invalid mode-specific shape.
  6. For grader modes with safe probes, reject a nonzero score for an empty answer, a non-unit score for the oracle answer, or a positive score for a negative perturbation.
  7. Write retained tasks to the train split and every rejected row to ledger.parquet.

Conversion and cleanup are deterministic. Some published tasks declare an LLM judge for evaluation time. The release report below records the exact converters, grader modes, source decisions, rejection checks, and Docker environments in this build.

Row schema

Each row represents one retained task:

  • path is the stable identifier from the upstream dataset.
  • source, family, template_id, converter, mode, dockerfile_id, language, tags, and has_solution are selection and provenance fields.
  • task_binary is a gzip-compressed Harbor task archive.
  • solution_binary is an optional, separate gzip-compressed oracle-solution archive.

The task archive contains instruction.md, task.toml, environment/Dockerfile, tests/test.sh, tests/verifier.toml, and the hidden files needed by its declared grader. The oracle solution is never included inside task_binary.

Loading the tasks

from datasets import load_dataset

tasks = load_dataset("open-athena/task-trove", split="train")
task = tasks[0]
print(task["path"], task["source"], task["mode"])

Filter on the ordinary metadata columns before opening task_binary when selecting a source, grader, language, or tag cohort.

Audit metadata

  • ledger.parquet contains source, path, status, and error for every rejected input row.
  • manifest.json contains the pinned upstream revision, verifier commit, aggregate counts, source policy, and Dockerfile inventory.
  • This card is regenerated from manifest.json and the release report for every publication.

License

The pinned upstream TaskTrove dataset declares the Apache 2.0 license. The source column and release manifest retain source-level provenance for reviewing the terms that apply to a selected cohort.

Release report

1449686 of 1739326 tasks from open-thoughts/TaskTrove @ 0292300, graded by tasktrove-verify @ b76d03131c: 43 of 93 sources, 19 converters, 12 modes, 39 distinct Dockerfiles.

By status

status tasks
converted 1449686
dropped_source 212418
duplicate 54306
unsupported_variant 11929
gold_in_instruction 4850
null_grader 2703
verified:empty 2433
verified:gold_leak 990
reviewed_defect 11

Kept sources

source family tasks clean main reason for the rest
DCAgent2__nl2bash-tasks-cleaned-oracle-v2 shell-cmd 1498 1497 reviewed_defect (1)
DCAgent__code-contests-noblock competitive-programming 8728 8222 gold_in_instruction (504)
DCAgent__exp_rpt_curriculum-easy unit-test-gen 509 505 null_grader (4)
DCAgent__exp_rpt_curriculum-medium-v2 unit-test-gen 492 489 null_grader (3)
DCAgent__exp_rpt_e2egit-large unit-test-gen 4998 4993 unsupported_variant (5)
DCAgent__exp_rpt_e2egit-v2 unit-test-gen 487 487
DCAgent__exp_rpt_multifile-v3 unit-test-gen 4843 4842 null_grader (1)
DCAgent__exp_rpt_pymethods2test-large-v2 unit-test-gen 4991 4990 reviewed_defect (1)
DCAgent__exp_rpt_pymethods2test-v3 unit-test-gen 500 500
DCAgent__exp_rpt_stack-pytest-v2 unit-test-gen 500 495 unsupported_variant (4)
DCAgent__exp_rpt_unitsyn-python-large-v2 unit-test-gen 4991 4991
DCAgent__exp_rpt_unitsyn-python-v4 unit-test-gen 491 491
DCAgent__swe_rebench_v2_patched_oracle-v2 swe-repo 18319 13559 unsupported_variant (4756)
SankalpKJ__nemotron-math-oracle-filtered-v2 math-answer 57777 57383 verified:empty (364)
laion__all-puzzles-v2 math-answer 6926 6719 verified:gold_leak (202)
laion__codeforces-v3 competitive-programming 10000 9697 null_grader (240)
laion__exp_rpt_taco-v2 stdin-stdout 10000 5116 gold_in_instruction (2592)
laion__glaive-code-assistant-sandboxes-verified-v2 llm-judge-freeform 10000 9994 duplicate (6)
laion__nemo-prism-math-v3 math-answer 2404 2219 duplicate (182)
laion__nemotron-gym-agent-calendar-v2 tool-use 2699 2699
laion__nemotron-gym-arc-agi-python-inductive-v2 other 10000 10000
laion__nemotron-gym-arc-agi-transductive-v3 other 10000 9994 verified:gold_leak (6)
laion__nemotron-gym-competitive-coding-v2 competitive-programming 15713 13973 gold_in_instruction (1739)
laion__nemotron-gym-instruction-following-calendar-v3 instruction-following 5673 5673
laion__nemotron-gym-instruction-following-structured-v3 instruction-following 9437 9167 unsupported_variant (254)
laion__nemotron-gym-instruction-following-v3 instruction-following 46391 46391
laion__nemotron-gym-knowledge-mcqa-v2 qa-short-answer 616888 611698 unsupported_variant (3607)
laion__nemotron-gym-knowledge-openqa-v4 qa-short-answer 122357 121961 verified:gold_leak (350)
laion__nemotron-gym-math-openmathreasoning-v2 math-answer 42636 42506 verified:empty (102)
laion__nemotron-gym-math-stack-overflow-v3 math-answer 110730 110266 verified:gold_leak (232)
laion__nemotron-gym-math-v5 math-answer 4096 3891 verified:empty (157)
laion__nemotron-gym-multichallenge-advanced-v4 llm-judge-freeform 1068 1052 duplicate (16)
laion__nemotron-gym-reasoning-gym-v2 other 14259 13712 unsupported_variant (282)
laion__nemotron-gym-safety-v3 llm-judge-freeform 89066 44884 duplicate (44182)
laion__nemotron-gym-science-so-openq-v3 llm-judge-freeform 150644 150468 verified:gold_leak (176)
laion__nemotron-gym-structured-outputs-v4 other 53870 50446 null_grader (2438)
laion__stackexchange-codereview-sandboxes-verified-v2 llm-judge-freeform 10000 10000
laion__stackexchange-overflow-sandboxes-verified-v2 llm-judge-freeform 10000 10000
laion__stackexchange-superuser-sandboxes-verified-v2 llm-judge-freeform 10000 10000
laion__stackexchange-tezos-sandboxes-verified-v2 llm-judge-freeform 10000 997 duplicate (9003)
laion__stackexchange-unix-sandboxes-verified-v2 llm-judge-freeform 10000 10000
laion__swesmith-oracle-filtered-v2 swe-repo 12927 12720 unsupported_variant (207)
laion__wizardlm-orca-v4 llm-judge-freeform 10000 9999 reviewed_defect (1)

Dropped sources

source family tasks reason
DCAgent__exp_rle_adversarial-v6 unit-test-gen 2726 The legacy pytest grader performs source-specific Django discovery and loads extra plugins. Ten sampled empty and trivial submissions failed, but the source has no oracle and needs a custom environment adapter.
DCAgent__exp_rpt_nemotron-cpp unit-test-gen 4196 GoogleTest tasks without shipped oracles. Sampled empty and trivial submissions failed, but some tests contain the reference implementation and others require an uninstalled doctest dependency.
DCAgent__inferredbugs-sandboxes-verifier swe-repo 9659 Never compiles or runs; regex on the rewritten method body with guards that accept either polarity.
DCAgent__mix_h4_binary_easy unit-test-gen 1996 Mixed verifier shapes: eight of 10 sampled empty and trivial checks timed out, and the crosscodeeval slice only checks that an import succeeds.
DCAgent__selfinstruct-naive-sandboxes-2-verified-v3 shell-cmd 6665 Per-task LLM-written test_state.py with loose file discovery and dead code. Task ideas are usable; regenerate verifiers with an oracle/no-op gate.
SankalpKJ__nemotron-code-oracle-filtered competitive-programming 15165 Only test is the example shown in the prompt. Oracle solutions exist, so generate hidden cases by fuzzing inputs through the oracle.
laion__codeelo-v2 competitive-programming 500 Byte-identical generator to codeforces-v3 at 500 rows; merge, do not keep separately.
laion__exp_rpt_bugsinpy-v4 swe-repo 479 LLM-synthesized tests against a single-file stub, with assert True placeholders. Rewrite against the real BugsInPy project suites.
laion__exp_rpt_codenet-python-v4 competitive-programming 6975 Only 3 hidden cases and whitespace-collapsing compare. Oracle present; regenerate 20+ cases per task.
laion__exp_rpt_crosscodeeval-csharp-v4 qa-short-answer 1768 0.25 reward for any identifier-shaped output; instruction coaches the hack.
laion__exp_rpt_crosscodeeval-java-v3 qa-short-answer 2139 Exact string match on a single line completion. Not agentic, no execution.
laion__exp_rpt_crosscodeeval-python-v2 other 500 0.25 for any non-empty output; instruction discloses the tiers.
laion__exp_rpt_crosscodeeval-typescript-v2 other 3356 Re-skin of the Python variant with the same free 0.25 tier; metadata still says python.
laion__exp_rpt_ghactions-v3 other 9930 Instruction lists every job and step verbatim; workflow is never executed. Transcription.
laion__exp_rpt_methods2test-large-v4 unit-test-gen 1194 All 10 sampled shipped Java oracles failed because Maven could not resolve its plugins offline. Recovering the source requires rebuilding the Java grading environment.
laion__exp_rpt_nemotron-junit-v6 unit-test-gen 447 20% of sampled tasks contain unconditional fail() stubs the verifier restores.
laion__exp_rpt_scaffold-v3 other 3121 LLM-synthesized stub-filling toys (TypeScript formatter shim, Flask hello page). Kata-grade.
laion__exp_rpt_stack-cpp-v4 unit-test-gen 7878 Tests are lifted from real repositories with the repository stripped: sampled tasks include headers and data files that do not exist in the image, and one pastes the reference Solution class inside the test.
laion__exp_rpt_stack-dockerfile-gpt5mini-v7 tool-use 587 587 rows of gpt-5-mini-written per-task test scripts whose instructions describe containers that do not exist.
laion__exp_rpt_stack-go-v5 unit-test-gen 2275 Tests import packages from the original repository (bridgr/internal/..., gosnowflake internals) that are not in the task, so most tasks are unsolvable as specified.
laion__exp_rpt_stack-jest-v5 unit-test-gen 424 Spy-call contracts against a 90-package global npm image; 424 rows.
laion__exp_rpt_stack-junit-v6 unit-test-gen 843 JUnit grading is real but every instruction cites a test path that does not exist and scan-class-path counts any test class.
laion__exp_rpt_stack-php-large-v9 unit-test-gen 462 Fail-open exit paths, regex class discovery, 462 rows.
laion__exp_rpt_stack-pytest-large-v3 unit-test-gen 1782 Stripped-repository pytest tasks without shipped oracles. Two of 10 sampled empty and trivial checks timed out, and sampled tests include truthiness-only assertions that weak stubs can satisfy.
laion__exp_rpt_stack-rspec-v4 unit-test-gen 8860 Real Ruby test files but gems are never installed and some tasks are unsolvable offline. Bake gems and drop tasks that fail the oracle gate.
laion__magicoder-v4 llm-judge-freeform 4096 Judge-only over a bundle of every file under /app collected by tests/collect_submission.py; the judge mode grades one answer file, so the bundle shape needs its own converter. Vague refactor prompts, nothing executed.
laion__mix_h10_reward_proportional-v2 unit-test-gen 2858 Four of 10 sampled trivial submissions received full credit because the codereval slice tests a local mock rather than the solution.
laion__mix_h11_single_skill_only-v2 unit-test-gen 2859 Mixed verifier shapes: eight of 10 sampled empty and trivial checks timed out; the source also contains content-free crosscodeeval slices and syntactically invalid tests.
laion__mix_h8_original_tests-v2 unit-test-gen 2848 All 10 sampled empty and trivial checks timed out, and prior inspection found import-only test files in three of 10 tasks.
laion__nemotron-gym-agentic-function-calling-pivot-v3 tool-use 9579 Predict-the-next-call from a frozen transcript with exact key-set match. The only tool-call data here; rewrite into executable mock-tool envs built from the transcripts.
laion__nemotron-gym-agentic-indirect-prompt-injection-v3 prompt-injection 1272 Five of five reviewed rows use the same negative-only checker, which rewards a generic reply or unrelated action without validating the required safe continuation.
laion__nemotron-gym-agentic-swe-pivot-v4 tool-use 1541 No repo in the container; a 9B judge rates one predicted next action.
laion__nemotron-gym-cfbench-v4 instruction-following 468 Deterministic gate before the judge uses 31 constraint ids outside the IFEval registry (tables, heading depth, numbered lists, unique words, ...); only 328 of 1,478 tasks are gate-able today. Port the gate checks before converting.
laion__nemotron-gym-identity-following-v4 instruction-following 21660 Persona is NVIDIA's; judge-only. Rewrite with our identity and deterministic name/language checks, or skip.
laion__nemotron-gym-instruction-following-adversarial-v5 instruction-following 1000 Asks an LLM judge to count exactly five spelling errors.
laion__nemotron-gym-instruction-following-citation-v2 instruction-following 9033 Grades presence of literal marker substrings; never checks the cited content.
laion__nemotron-gym-instruction-following-freeform-v2 instruction-following 8869 Counts markdown tables and bullets; no content check.
laion__nemotron-gym-instruction-following-multiturnchat-v4 instruction-following 1982 Required literal format contradicts the demonstrated turns; judge-only.
laion__nemotron-gym-inverse-ifeval-v4 instruction-following 1000 Gate matches against a deliberately broken synthetic reference; then judge.
laion__nemotron-gym-knowledge-web-search-mcqa-v2 qa-short-answer 2915 Promises web search but ships no tool. Worth rewriting as a real search-tool env; otherwise it is a 3k duplicate of mcqa.
laion__nemotron-gym-litmus-bench-v2 math-answer 5232 Instruction asks for ((answer)), verifier greps boxed or last number; SMILES tasks with no RDKit. Fix format contract and install cheminformatics.
laion__nemotron-gym-math-advanced-calculations-v4 math-answer 5291 Instruction refers to tools that do not exist and only the last number is graded. Ground-truth expression tree is present, so rewrite with a calculator tool and grade every subexpression.
laion__nemotron-gym-multichallenge-vanilla-v3 llm-judge-freeform 1050 Single subjective criterion with 'Expected answer: YES' embedded in the judge prompt.
laion__nemotron-gym-qa-abstention-v4 qa-short-answer 3150 Abstention is never rewarded so the framing is dead, reference leaks into judge text, and it duplicates openqa.
laion__nemotron-gym-sysbench-v4 instruction-following 1010 Deterministic gate before the judge uses 31 constraint ids outside the IFEval registry (tables, heading depth, numbered lists, unique words, ...); only 328 of 1,478 tasks are gate-able today. Port the gate checks before converting.
laion__openswe-tasks-patched-v7-oracle-success swe-repo 11730 No FAIL_TO_PASS ids: the v7 verifier scores whichever tests its custom pytest guard plugin saw execute, and the repository is cloned by a root-level setup script at agent time. Needs its own converter.
laion__r2egym-patched-full-oracle-v3 swe-repo 2574 Grades by overlap between test_info.json and expected_output_json rather than by pytest node id; not the trusted-paths shape the swe converters handle.
laion__swegym-tasks-patched-validated-v5 swe-repo 2428 Image ships no repository: the instruction clones it and runs make init at agent time, and the old grader pip-installed requirements again at grading time. Sampled oracles fail on missing dependencies and the empty check cannot start.
laion__toolscale-v4 tool-use 4048 Good design (offline tool service) but the CLI script embeds the gold calls and answer, and the prompt states the conclusion. Move the fixture behind a server and strip the success criteria.
laion__tulu3-sft-personas-math-sandboxes-verified-v3 math-answer 9998 Easy SFT persona math, gold in plaintext, carries the terminal-bench canary.

By converter

converter clean rejected dockerfiles
agent_calendar 2699 0 1
all_puzzles 6719 207 2
code_contests 8222 0 1
codeforces 9697 48 1
judge_rubric 105874 53191 4
nemotron_competitive 13973 0 1
nemotron_if_structured 14840 0 2
nemotron_ifeval 46391 0 1
nemotron_math 216265 1377 2
nemotron_mcqa 611698 1582 1
nemotron_multichallenge 1052 16 1
nemotron_openqa 272429 572 1
nemotron_reasoning 33706 271 3
nemotron_structured_outputs 50446 462 2
nl2bash 1497 0 1
python_unit_tests 22783 0 5
swe_patched 13559 3 14
swe_trusted_paths 12720 0 2
taco 5116 0 1

Dockerfiles

id base image tasks converters sources
7aee1955b736 python:3.11-slim-bookworm 690428 nemotron_mcqa (611698), nemotron_ifeval (46391), nemotron_competitive (13973), nemotron_reasoning (9994), nemotron_if_structured (5673), agent_calendar (2699) 6
e9270f2c1573 python:3.12-slim-bookworm 318365 nemotron_openqa (272429), judge_rubric (44884), nemotron_multichallenge (1052) 4
7ebf98ecd2fd python:3.11-slim-bookworm 212374 nemotron_math (212374) 4
049de4a4051e ubuntu:24.04 40997 judge_rubric (40997) 5
49879a65e274 python:3.11-slim-bookworm 33631 nemotron_structured_outputs (33631) 1
5f4521cd7ffa python:3.11-slim-bookworm 16815 nemotron_structured_outputs (16815) 1
6d77b5c24d4c python:3.11-slim-bookworm 13712 nemotron_reasoning (13712) 1
6bbc92a19d6e python:3.10-bookworm 12191 swe_trusted_paths (12191) 1
6c4268eaf683 python:3.10-slim 11467 python_unit_tests (11467) 5
511528c45654 python:3.11-slim-bookworm 10000 nemotron_reasoning (10000) 1
161f75c9e8c0 ubuntu:24.04 9999 judge_rubric (9999) 1
a586757c3643 ubuntu:24.04 9994 judge_rubric (9994) 1
43963417e109 python:3.10-slim 9697 codeforces (9697) 1
58af8699e4d0 python:3.11-slim-bookworm 9167 nemotron_if_structured (9167) 1
fceb5c7f23dc ubuntu:24.04 8222 code_contests (8222) 1
ae9228630cae python:3.10-slim 5480 python_unit_tests (5480) 2
5458c53ac683 python:3.11-slim-bookworm 5331 python_unit_tests (5331) 2
3f4ad4c6f411 python:3.10-slim 5116 taco (5116) 1
72298b522224 python:3.10-bookworm 4834 swe_patched (4834) 1
629cc1983f1c golang:1.23-bookworm 4086 swe_patched (4086) 1
30aacebaf171 python:3.11-slim-bookworm 3891 nemotron_math (3891) 1
59f4a4193b71 python:3.10-slim 3669 all_puzzles (3669) 1
816f4d2c91cd python:3.10-slim 3050 all_puzzles (3050) 1
b86179e3733c rust:1.84-bookworm 1837 swe_patched (1837) 1
fd46f9c11b2f ubuntu:24.04 1497 nl2bash (1497) 1
a1daae1734cb eclipse-temurin:21-jdk-jammy 1133 swe_patched (1133) 1
b17e642d82f8 python:3.9-bookworm 638 swe_patched (638) 1
63cea345c259 julia:1.10-bookworm 599 swe_patched (599) 1
46d84a733986 python:3.11-bookworm 529 swe_trusted_paths (529) 1
35cb29377a88 ubuntu:24.04 495 python_unit_tests (495) 1
848ec1dbfa78 swift:5.10 266 swe_patched (266) 1
09816786530c gcc:13-bookworm 50 swe_patched (50) 1
68fff6718dd6 dart:stable 46 swe_patched (46) 1
a6513b93c96e php:8.3-bookworm 18 swe_patched (18) 1
28f059c03ac4 mcr.microsoft.com/dotnet/sdk:8.0 17 swe_patched (17) 1
19a18711b6cd elixir:1.16 17 swe_patched (17) 1
5cf4a9f1db56 nickblah/lua:5.4-luarocks-debian 14 swe_patched (14) 1
7d01a21eadb6 python:3.10-slim 10 python_unit_tests (10) 1
aac29b020926 ocaml/opam:debian-12-ocaml-5.1 4 swe_patched (4) 1

By mode

mode tasks
mcq 611698
judge 379355
math 219315
ifeval 46391
json-schema 42798
pytest 40975
stdio 37008
script 27956
xml-elements 14013
reasoning-gym 13712
exact 13663
csv-columns 2802

By tag

tag tasks
nemotron 1263499
qa 884127
mcq 611698
judge 379355
openqa 272429
reference 272429
math 216265
science 150468
code 126064
knowledge 121961
rubric 105874
no-reference 105874
instruction-following 56610
structured-outputs 50446
ifeval 46391
safety 44884
json-schema 42798
stackexchange 40997
competitive-programming 37008
stdio 37008
reasoning 33706
python 28255
swe 26279
swe-repo 26279
unit-test 22783
kata 22783
arc-agi 19994
json 15652
yaml 14509
xml-elements 14013
xml 14013
reasoning-gym 13712
patched 13559
trusted-test-paths 12720
shell 11497
grid-transform 10000
unix 10000
stackoverflow 10000
superuser 10000
codereview 10000
general-assistant 9999
grid-match 9994
code-assistant 9994
codeforces 9697
structured-output 9167
tool-use 8372
calendar 8372
scheduling 8372
state-tracking 8372
code-contests 8222
script-fallback 8087
puzzle 6719
laion 6719
taco 5116
go 4086
toml 3470
alphabetical-sorting 3110
csv-columns 2802
csv 2802
rust 1837
special-judge 1744
bash 1497
nl2bash 1497
terminal 1497
dcagent2 1497
multi-turn 1052
checklist 1052
tezos 997
binary-alternation 941
basic-arithmetic 920
advanced-geometry 889
count-primes 884
acre 703
java 660
julia 599
kotlin 446
swift 266
zebra-puzzles 178
aiw 177
tsumego 175
leg-counting 164
number-format 161
string-manipulation 161
knight-swap 161
course-schedule 160
ab 160
syllogism 158
spiral-matrix 156
word-sequence-reversal 156
number-filtering 155
figlet-font 155
codeio 153
letter-jumble 152
decimal-chain-sum 152
modulo-grid 152
calendar-arithmetic 152
polynomial-multiplication 152
manipulate-matrix 151
prime-factorization 151
ransom-note 151
count-bits 150
simple-geometry 150
rotten-oranges 149
gcd 149
family-relationships 148
mini-sudoku 148
word-sorting 148
survo 148
letter-counting 148
game-of-life-halting 147
simple-integration 147
mahjong-puzzle 147
needle-haystack 147
simple-equations 147
string-insertion 147
time-intervals 146
number-sorting 146
bf 146
dice 145
gsm-symbolic 145
pool-matrix 145
cryptarithm 145
game-of-life 144
bitwise-arithmetic 143
palindrome-generation 142
spell-backward 142
lcm 141
circuit-logic 141
fraction-simplification 141
emoji-mystery 140
word-ladder 140
kakurasu 140
sokoban 139
group-anagrams 139
palindrome-partitioning 138
maze 137
isomorphic-strings 137
arc-1d 137
rectangle-count 136
sentence-reordering 136
shortest-path 136
caesar-cipher 135
number-sequence 135
rotate-matrix 134
polynomial-equations 132
color-cube-rotation 132
base-conversion 132
list-functions 131
knights-knaves 131
power-function 130
largest-island 130
n-queens 130
sudoku 129
complex-arithmetic 129
binary-matrix 128
countdown 127
puzzle24 127
products 127
decimal-arithmetic 126
futoshiki 125
chain-sum 124
self-reference 124
jugs 123
intermediate-integration 122
quantum-lock 121
coin-flip 104
string-synthesis 103
string-splitting 102
tower-of-hanoi 61
dart 46
c 40
scala 27
php 18
csharp 17
elixir 17
lua 14
cpp 10
ocaml 4

Verifier rejections by check

check tasks
empty 2433
gold_leak 990
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