Datasets:
task_id stringlengths 10 33 | title stringlengths 1 80 | category stringclasses 19
values | difficulty stringclasses 4
values | has_generator bool 2
classes | ablation_scores stringclasses 129
values | tni float32 -2 2 ⌀ | classification stringclasses 4
values |
|---|---|---|---|---|---|---|---|
API1_version_compat | Version Compat | Other | hard | true | null | null | null |
CR1_review_respond | Review Respond | Code Review | medium | true | {"oracle": 0.5, "restricted": 0.5, "team": 0.0, "team_no_plan": 0.62, "team_no_verify": 0.62} | null | TEAM-HURTS |
CR2_style_enforce | Style Enforce | Code Review | easy | true | {"oracle": 0.92, "restricted": 0.69, "team": 0.77, "team_no_plan": 0.77, "team_no_verify": 0.69} | 0.3478 | HIGH-TNI |
CR3_perf_review | Perf Review | Code Review | medium | true | {"oracle": 0.9, "restricted": 0.9, "team": 1.0, "team_no_plan": 0.9, "team_no_verify": 1.0} | null | TEAM-HELPS |
CR4_api_review | Api Review | Code Review | hard | true | {"oracle": 0.56, "restricted": 0.56, "team": 0.62, "team_no_plan": 0.56, "team_no_verify": 0.25} | null | TEAM-HELPS |
CR5_test_coverage | Test Coverage | Testing | medium | true | {"oracle": 0.0, "restricted": 0.12666666666666668, "team": 0.25666666666666665, "team_no_plan": 0.12666666666666668, "team_no_verify": 0.15333333333333335} | -1.0263 | TEAM-HELPS |
CR6_review_checklist | Review Checklist | Code Review | hard | true | {"oracle": 0.06, "restricted": 0.06, "team": 0.30333333333333334, "team_no_plan": 0.2733333333333333, "team_no_verify": 0.30333333333333334} | null | TEAM-HELPS |
CROSS1_api_contract | Go server + Python client with 3 field name/format mismatches to reconcile | Cross-System Integration | hard | true | {"oracle": 1.0, "restricted": 1.0, "team": 1.0, "team_no_plan": 0.9, "team_no_verify": 0.4} | null | NEUTRAL |
CROSS2_schema_evolution | Schema Evolution | Cross-System Integration | hard | true | {"oracle": 1.0, "restricted": 1.0, "team": 1.0, "team_no_plan": 1.0, "team_no_verify": 0.8889} | null | NEUTRAL |
CROSS3_protocol_bridge | JSON->proto3 bridge with 6 type bugs: int64, bytes, oneof, enum, 2 error codes | Cross-System Integration | hard | true | {"oracle": 1.0, "restricted": 1.0, "team": 1.0, "team_no_plan": 1.0, "team_no_verify": 1.0} | null | NEUTRAL |
CROSS4_auth_federation | Auth Federation | Cross-System Integration | hard | true | {"oracle": 1.0, "restricted": 1.0, "team": 1.0, "team_no_plan": 1.0, "team_no_verify": 1.0} | null | NEUTRAL |
CROSS5_event_schema | Event Schema | Cross-System Integration | hard | true | {"oracle": 0.7, "restricted": 1.0, "team": 0.7, "team_no_plan": 0.7, "team_no_verify": 1.0} | 1 | TEAM-HURTS |
CROSS6_grpc_rest_bridge | gRPC-style service definition + REST gateway with 4 type conversion errors | Multi-language | hard | true | {"oracle": 1.0, "restricted": 1.0, "team": 0.0, "team_no_plan": 1.0, "team_no_verify": 1.0} | null | TEAM-HURTS |
CROSS7_config_drift | Config Drift | Operations | hard | true | {"oracle": 0.6, "restricted": 0.6, "team": 0.6, "team_no_plan": 0.6, "team_no_verify": 0.6} | null | NEUTRAL |
CRYPTO1_nonce_reuse | AES-GCM counter nonce, PBKDF2 1000 iters, 8-byte tag: 3 bugs, salt is correct | Security | expert | true | {"oracle": 0.5, "restricted": 1.0, "team": 1.0, "team_no_plan": 0.7, "team_no_verify": 1.0} | 0 | NEUTRAL |
CRYPTO3_cert_chain | X | Security | expert | true | {"oracle": 0.06666666666666667, "restricted": 0.06666666666666667, "team": 0.06666666666666667, "team_no_plan": 0.0, "team_no_verify": 0.13333333333333333} | null | NEUTRAL |
CRYPTO4_kdf_migration | MD5->Argon2id migration with format marker bug and hex-salt-as-base64 error | Security | expert | true | {"oracle": 0.20000000000000004, "restricted": 0.06666666666666667, "team": 0.20000000000000004, "team_no_plan": 0.20000000000000004, "team_no_verify": 0.20000000000000004} | 1 | HIGH-TNI |
CRYPTO5_tls_config | Tls Config | Security | hard | true | {"oracle": 0.3, "restricted": 0.19999999999999998, "team": 0.3, "team_no_plan": 0.3, "team_no_verify": 0.19999999999999998} | 1 | TEAM-HELPS |
CRYPTO6_token_validation | Token Validation | Security | hard | true | {"oracle": 0.9, "restricted": 0.9, "team": 0.9, "team_no_plan": 0.9, "team_no_verify": 0.9} | null | NEUTRAL |
D1_schema_drift | Schema Drift | Data Engineering | medium | true | {"oracle": 0.44, "restricted": 0.5, "team": 0.5, "team_no_plan": 0.38, "team_no_verify": 0.38} | 0 | NEUTRAL |
D2_data_quality | Data Quality | Data Engineering | medium | true | {"oracle": 0.27, "restricted": 0.82, "team": 0.36, "team_no_plan": 0.82, "team_no_verify": 0.36} | 0.8364 | TEAM-HURTS |
D3_schema_migration | Schema Migration | Data Engineering | hard | true | {"oracle": 0.73, "restricted": 0.82, "team": 0.82, "team_no_plan": 0.73, "team_no_verify": 0.82} | 0 | NEUTRAL |
D4_data_pipeline | Data Pipeline | Data Engineering | hard | true | {"oracle": 0.59, "restricted": 0.59, "team": 0.0, "team_no_plan": 0.59, "team_no_verify": 0.65} | null | TEAM-HURTS |
D5_query_optimize | Query Optimize | Data Engineering | hard | true | {"oracle": 0.8, "restricted": 0.87, "team": 0.8, "team_no_plan": 0.93, "team_no_verify": 0.87} | 1 | TEAM-HURTS |
D6_data_reconcile | Data Reconcile | Data Engineering | expert | true | {"oracle": 0.83, "restricted": 0.83, "team": 0.89, "team_no_plan": 0.83, "team_no_verify": 0.72} | null | TEAM-HELPS |
D7_etl_reconciliation | Etl Reconciliation | Data Engineering | hard | true | {"oracle": 1.0, "restricted": 1.0, "team": 1.0, "team_no_plan": 1.0, "team_no_verify": 0.9} | null | NEUTRAL |
D8_csv_cleanup | Csv Cleanup | Data Engineering | easy | true | {"oracle": 0.2966666666666667, "restricted": 0.26, "team": 1.0, "team_no_plan": 0.5933333333333334, "team_no_verify": 1.0} | null | TEAM-HELPS |
D9_schema_validation | Schema Validation | Data Engineering | medium | true | {"oracle": 0.8, "restricted": 0.8, "team": 0.9, "team_no_plan": 0.8, "team_no_verify": 0.8} | null | TEAM-HELPS |
DB1_migration_conflict | Migration Conflict | Data Engineering | hard | true | null | null | null |
DB2_query_regression | Query Regression | Data Engineering | hard | true | null | null | null |
DEVOPS1_dockerfile_fix | Dockerfile Fix | Operations | medium | true | null | null | null |
DEVOPS2_cicd_pipeline | Cicd Pipeline | Data Engineering | hard | true | null | null | null |
DIST1_queue_race | Queue Race | Distributed Systems | expert | true | {"oracle": 0.3333, "restricted": 0.3333, "team": 0.4167, "team_no_plan": 0.25, "team_no_verify": 0.4167} | null | TEAM-HELPS |
DIST2_consensus_partition | Consensus Partition | Distributed Systems | expert | true | {"oracle": 0.4167, "restricted": 0.4167, "team": 0.44446666666666673, "team_no_plan": 0.4167, "team_no_verify": 0.4167} | null | NEUTRAL |
DIST3_idempotency | Idempotency | Distributed Systems | hard | true | {"oracle": 0.5277666666666666, "restricted": 0.6667, "team": 0.4166666666666667, "team_no_plan": 0.7222, "team_no_verify": 0.8055333333333333} | 1.7997 | TEAM-HURTS |
DIST4_clock_skew | Distributed clock skew handling bugs in event ordering and lease expiry | Distributed Systems | hard | true | {"oracle": 0.9167, "restricted": 0.9444666666666667, "team": 0.9722333333333334, "team_no_plan": 0.8333666666666666, "team_no_verify": 0.7222333333333334} | null | NEUTRAL |
DIST5_leader_election | Bully leader election with 3 bugs + 2 network partition edge cases | Distributed Systems | hard | true | {"oracle": 0.2, "restricted": 0.2, "team": 0.2, "team_no_plan": 0.2, "team_no_verify": 0.2} | null | NEUTRAL |
DIST6_distributed_lock | Distributed Lock | Distributed Systems | hard | true | {"oracle": 1.0, "restricted": 0.7000000000000001, "team": 0.6333333333333333, "team_no_plan": 0.5333333333333333, "team_no_verify": 1.0} | -0.2222 | TEAM-HURTS |
EA1_security_scan | Security Scan | Security | hard | true | null | null | null |
EA2_coverage_gap | Add tests to reach 90% branch coverage using coverage analysis findings | Testing | hard | true | null | null | null |
EA4_code_quality | Code Quality | Code Review | hard | true | null | null | null |
EA5_dependency_audit | Fix 5 CVEs: 3 pin-only upgrades and 2 requiring API migration | Security | hard | true | null | null | null |
GH1000_numpy_19869 | BUG: ensure np | Other | medium | true | null | null | null |
GH1001_numpy_30855 | BUG: fix infinite recursion in np | Other | medium | true | null | null | null |
GH1002_scipy_24753 | BUG: Rotation | Other | medium | true | null | null | null |
GH1003_scipy_24496 | BUG:sparse: make `sum` apply `dtype` before accumulation | Other | medium | true | null | null | null |
GH1004_dask_11665 | Fix filtering on parquet file containing a struct column | Other | medium | true | null | null | null |
GH1005_ray_60236 | [Data] - Only return selected data columns in hive partitioned parquet files | Other | medium | true | null | null | null |
GH1006_spaCy_13068 | Fix displacy span stacking | Other | medium | true | null | null | null |
GH1007_spaCy_13040 | Revert 'Load the cli module lazily for spacy | Other | medium | true | null | null | null |
GH1008_spaCy_12749 | Add spancat_singlelabel to debug data CLI | Other | medium | true | null | null | null |
GH1009_spaCy_12486 | Fix pickle for ngram suggester | Other | medium | true | null | null | null |
GH1010_great_expectati_10406 | [BUGFIX] Fix Databricks SQL Regex and Like based Expectations | Other | medium | true | null | null | null |
GH1011_great_expectati_8062 | Great Expectati 8062 | Other | medium | true | null | null | null |
GH1012_autogluon_3480 | Tabular: Fix train_test split edge-case | Other | medium | true | null | null | null |
GH1013_autogluon_4290 | [tabular] Fix Stacker max_models logic | Other | medium | true | null | null | null |
GH1014_pymc_7809 | Only add `dim_length` shared variable when adding a new coordinate | Other | medium | true | null | null | null |
GH1015_scikit_learn_28095 | FIX divide by zero in line search of GradientBoostingClassifier | Other | medium | true | null | null | null |
GH1016_scikit_learn_17575 | FIX escape double quotes when exporting tree with Graphviz | Other | medium | true | null | null | null |
GH1017_scikit_learn_21654 | [MRG] FIX segmentation fault on memory mapped contiguous memoryview | Other | medium | true | null | null | null |
GH1018_scikit_learn_25432 | FIX Support readonly sparse datasets for `manhattan_distances` | Other | medium | true | null | null | null |
GH1019_transformers_36455 | Fix loading zero3 weights | Other | medium | true | null | null | null |
GH1020_transformers_20318 | Fix flakey no_trainer test with seed | Other | medium | true | null | null | null |
GH1021_transformers_17331 | Transformers 17331 | Other | medium | true | null | null | null |
GH1022_keras_20768 | fix(ops): Fix issue with map_coordinates for uint8 dtype | Other | medium | true | null | null | null |
GH1023_pytorch_lightni_21187 | Fix edgecase in batch size scaling tuner alg | Other | medium | true | null | null | null |
GH1024_pytorch_lightni_6942 | [fix] Add a cluster environment teardown to clean up environment state | Other | medium | true | null | null | null |
GH1025_numpy_30818 | BUG: Add test to reproduce problem described in #30816 | Other | medium | true | null | null | null |
GH1026_numpy_30521 | BUG: validate contraction axes in tensordot | Other | medium | true | null | null | null |
GH1027_scipy_24761 | BUG: `from_rotvec` read-only support | Other | medium | true | null | null | null |
GH1028_statsmodels_8633 | ENH/BUG: archimedean k_dim > 2, deriv inverse in generator transform | Other | medium | true | null | null | null |
GH1029_dask_12081 | Fix mixed HLG/Expr handling in ``_ExprSequence | Other | medium | true | null | null | null |
GH1030_mlflow_21824 | Fix tar path traversal vulnerability in `extract_archive_to_dir` | Other | medium | true | null | null | null |
GH1031_mlflow_21922 | Fix Anthropic structured outputs compatibility in gateway adapter | Other | medium | true | null | null | null |
GH1032_ray_29438 | [Tune] Catch SyncerCallback failure with dead node | Other | medium | true | null | null | null |
GH1033_ray_23187 | `map` and `map_unordered` cancel previous tasks before submitting new ones | Other | medium | true | null | null | null |
GH1034_airflow_64145 | Fix FAB DB manager discovery in migration-only contexts | Other | medium | true | null | null | null |
GH1035_autogluon_5475 | [timeseries] fixes to Toto and add to smoke tests | Other | medium | true | null | null | null |
GH1036_FLAML_1405 | fix: Fixed bug where group folds and sample weights couldn't be used together | Other | medium | true | null | null | null |
GH1037_gpytorch_1685 | Kernel batch size recurses through module lists | Other | medium | true | null | null | null |
GH1038_gpytorch_1416 | Make NGD is compatible with batch-mode variational GPs | Other | medium | true | null | null | null |
GH1039_darts_2776 | Fix/categorical validation features | Other | medium | true | null | null | null |
GH103_redis-py_3998 | Redis-Py 3998 | Other | medium | false | null | null | null |
GH1040_darts_2957 | Fix/tft explainer index error | Other | medium | true | null | null | null |
GH1041_matplotlib_31061 | BUG: Fix text appearing far outside valid axis scale range | Other | medium | true | null | null | null |
GH1042_matplotlib_31091 | BUG: Fix IndexLocator | Other | medium | true | null | null | null |
GH1043_plotly.py_5415 | Fix bug where numpy datetime contained in Python list gets converted to integer | Other | medium | true | null | null | null |
GH1044_plotly.py_5193 | Fix issue breaking `fig | Other | medium | true | null | null | null |
GH1045_pytorch_170555 | [cherry-pick] Fix vllm issue for flex (#170499) | Other | medium | true | null | null | null |
GH1046_transformers_43675 | make sure hub errors are surfaced | Other | medium | true | null | null | null |
GH1047_transformers_16669 | Fix example logs repeating themselves | Other | medium | true | null | null | null |
GH1048_keras_22294 | fix(progbar): handle target=0 to prevent crash with empty dataset | Other | medium | true | null | null | null |
GH1049_numpy_31053 | BUG: avoid warning on ufunc with where=True and no output | Other | medium | true | null | null | null |
GH1050_numpy_31045 | BUG: avoid warning on ufunc with where=True and no output | Other | medium | true | null | null | null |
GH1051_scipy_24742 | BUG: stats | Other | medium | true | null | null | null |
GH1052_statsmodels_9524 | BUG: Fix bug in Runs | Other | medium | true | null | null | null |
GH1053_dask_10590 | Use the inferred filesystem/region by default when ``filesystem='arrow'`` | Other | medium | true | null | null | null |
GH1054_dask_9852 | Satisfy `broadcast` argument in `DataFrame | Other | medium | true | null | null | null |
GH1055_mlflow_1227 | Fix download from URI | Other | medium | true | null | null | null |
GH1056_ray_46321 | Ray 46321 | Other | medium | true | null | null | null |
End of preview. Expand in Data Studio
TeamBench
A benchmark for evaluating multi-agent LLM coordination under OS-enforced Planner / Executor / Verifier role separation. 931 evaluation instances · 19 categories · 5 ablation conditions.
This Hugging Face dataset is the structured metadata layer. The task workspaces, generators, deterministic graders, and the evaluation harness live in the GitHub repository: https://github.com/ybkim95/TeamBench.
Load
from datasets import load_dataset
ds = load_dataset("ybkim95/teambench", split="full")
print(ds[0])
Schema
| Field | Type | Meaning |
|---|---|---|
task_id |
string | Unique identifier, e.g. DIST1_queue_race, GH28_jinja2_inheritance. |
title |
string | Human-readable title. |
category |
string | One of 19 base categories (Security, Software Eng., Operations, Distributed Systems, Adversarial, Cross-System Integration, Testing, Policy, …). |
difficulty |
string | easy / medium / hard / expert. |
has_generator |
bool | True when the task ships a parameterized seeded generator. |
ablation_scores |
string (JSON) | When evaluated: {"oracle": x, "restricted": x, "team": x, "team_no_plan": x, "team_no_verify": x}, each x ∈ [0,1]. |
tni |
float | Teamwork Necessity Index = (team − oracle) / max(0.05, 1 − restricted), when defined. |
classification |
string | HIGH-TNI / TEAM-HELPS / NEUTRAL / TEAM-HURTS, when defined. |
Run an evaluation
The dataset metadata is enough to filter and inspect tasks. To actually score a model on a task, clone the harness:
git clone https://github.com/ybkim95/TeamBench.git
cd TeamBench
pip install -e ".[all]"
docker compose build
export ANTHROPIC_API_KEY=...
export OPENAI_API_KEY=...
export GEMINI_API_KEY=...
# Run a task across all 5 ablation conditions, seed 0
python -m harness.ablation \
--model gemini-3-flash-preview \
--tasks DIST1_queue_race \
--seeds 0 \
--conditions oracle restricted full team_no_plan team_no_verify \
--output shared/runs/example
The deterministic grader emits score.json per (task, condition) under shared/runs/example/. Aggregate with:
python -m harness.compute_tni \
--ablation shared/ablation_results/lb90_<your-model>_seed0.json \
--output shared/ablation_results/tni_<your-model>.json
No keys handy? --model mock runs an in-process stub that exercises the grader pipeline end-to-end without provider calls.
Five conditions
| Condition | Roles | What it measures |
|---|---|---|
oracle |
One agent, full access | Capability ceiling |
restricted |
One agent, executor tools only (no spec) | Capability floor |
team |
Planner + Executor + Verifier | Full team |
team_no_plan |
Executor + Verifier (Verifier holds the spec) | Planner contribution |
team_no_verify |
Planner + Executor | Verifier contribution |
License
MIT.
- Downloads last month
- 82