Publish RoutingBench V4-beta.1 research preview

Automated validation passes. Human review remains pending for 124 base workflows and 496 Track C pairs; router-facing and evaluator-only configurations are separated.

CHANGELOG.md

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+# Changelog
+
+## 4.0.0-beta.1
+
+- First public V4-beta preview.
+- Human review is pending and will be published in a later revision.
+- Adds state, structured-history, and development-only raw-history views.
+- Adds matched post-fault/control Track C evaluation.
+- Separates router-facing inputs from evaluator-only labels and runtime data.

CITATION.cff

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+cff-version: 1.2.0
+message: If you use this dataset, please cite this dataset release.
+title: RoutingBench V4-beta
+type: dataset
+version: 4.0.0-beta.1
+authors:
+  - family-names: Bui
+    given-names: Trang
+date-released: 2026-10-16
+repository-code: https://github.com/BuiThiThanhTrang/RACO_MAS

LICENSE_DATA

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+RoutingBench V4-beta is a mixed-license dataset.
+
+Project-authored workflow specifications, annotations, schemas, and documentation are released under CC BY 4.0.
+
+MuSiQue-derived task seeds retain the upstream CC BY 4.0 license.
+MMLU-Pro-derived task seeds retain the upstream MIT license.
+
+Users must preserve row-level attribution in the provenance configuration and comply with the applicable source license.

README.md

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+---
+license: cc-by-4.0
+language:
+- en
+pretty_name: RoutingBench V4-beta
+size_categories:
+- 1K<n<10K
+tags:
+- multi-agent
+- agent-routing
+- orchestration
+- dynamic-routing
+- recovery
+- deterministic-simulation
+configs:
+- config_name: router_state
+  default: true
+  data_files:
+  - split: development
+    path: data/router_state/development.parquet
+  - split: validation
+    path: data/router_state/validation.parquet
+  - split: test
+    path: data/router_state/test.parquet
+- config_name: router_structured
+  data_files:
+  - split: development
+    path: data/router_structured/development.parquet
+  - split: validation
+    path: data/router_structured/validation.parquet
+  - split: test
+    path: data/router_structured/test.parquet
+- config_name: router_raw_development
+  data_files:
+  - split: development
+    path: data/router_raw_development/development.parquet
+- config_name: track_a_labels
+  data_files:
+  - split: development
+    path: data/track_a_labels/development.parquet
+  - split: validation
+    path: data/track_a_labels/validation.parquet
+  - split: test
+    path: data/track_a_labels/test.parquet
+- config_name: interactive_evaluator
+  data_files:
+  - split: development
+    path: data/interactive_evaluator/development.parquet
+  - split: validation
+    path: data/interactive_evaluator/validation.parquet
+  - split: test
+    path: data/interactive_evaluator/test.parquet
+- config_name: actor_inputs
+  data_files:
+  - split: development
+    path: data/actor_inputs/development.parquet
+  - split: validation
+    path: data/actor_inputs/validation.parquet
+  - split: test
+    path: data/actor_inputs/test.parquet
+- config_name: executor_outputs
+  data_files:
+  - split: development
+    path: data/executor_outputs/development.parquet
+  - split: validation
+    path: data/executor_outputs/validation.parquet
+  - split: test
+    path: data/executor_outputs/test.parquet
+- config_name: track_c_state
+  data_files:
+  - split: development
+    path: data/track_c_state/development.parquet
+  - split: validation
+    path: data/track_c_state/validation.parquet
+  - split: test
+    path: data/track_c_state/test.parquet
+- config_name: track_c_structured
+  data_files:
+  - split: development
+    path: data/track_c_structured/development.parquet
+  - split: validation
+    path: data/track_c_structured/validation.parquet
+  - split: test
+    path: data/track_c_structured/test.parquet
+- config_name: track_c_raw_development
+  data_files:
+  - split: development
+    path: data/track_c_raw_development/development.parquet
+- config_name: track_c_labels
+  data_files:
+  - split: development
+    path: data/track_c_labels/development.parquet
+  - split: validation
+    path: data/track_c_labels/validation.parquet
+  - split: test
+    path: data/track_c_labels/test.parquet
+- config_name: track_c_runtime
+  data_files:
+  - split: development
+    path: data/track_c_runtime/development.parquet
+  - split: validation
+    path: data/track_c_runtime/validation.parquet
+  - split: test
+    path: data/track_c_runtime/test.parquet
+- config_name: track_c_pairs
+  data_files:
+  - split: development
+    path: data/track_c_pairs/development.parquet
+  - split: validation
+    path: data/track_c_pairs/validation.parquet
+  - split: test
+    path: data/track_c_pairs/test.parquet
+- config_name: recovery_annotations
+  data_files:
+  - split: development
+    path: data/recovery_annotations/development.parquet
+  - split: validation
+    path: data/recovery_annotations/validation.parquet
+  - split: test
+    path: data/recovery_annotations/test.parquet
+- config_name: provenance
+  data_files:
+  - split: development
+    path: data/provenance/development.parquet
+  - split: validation
+    path: data/provenance/validation.parquet
+  - split: test
+    path: data/provenance/test.parquet
+- config_name: human_review
+  data_files:
+  - split: development
+    path: data/human_review/development.parquet
+  - split: validation
+    path: data/human_review/validation.parquet
+  - split: test
+    path: data/human_review/test.parquet
+- config_name: agent_catalog
+  data_files:
+  - split: train
+    path: data/agent_catalog/train.parquet
+---
+
+# RoutingBench V4-beta
+
+RoutingBench V4-beta evaluates dynamic next-agent routing from observable state
+in multi-step workflows. It separates isolated next-action selection, interactive
+trajectory completion, and checkpointed post-fault recovery.
+
+> **Review status:** This is a public research preview. Automated validation
+> passes, but two-reviewer human validation is still pending for all 124 base
+> workflows and 496 Track C pairs. A later Hub revision will publish reviewed
+> labels, adjudication outcomes, and a new version tag. Do not describe this
+> revision as fully human-validated or release-ready.
+
+## Dataset scope
+
+- 124 base workflows across 10 task domains.
+- 620 clean/fault counterfactual scenarios.
+- 2,604 isolated Track A routing decisions.
+- 496 matched Track C fault/control pairs (992 checkpoint episodes).
+- Two test-only unseen-domain holdouts.
+- State-only, structured-history, and development-only raw-history views.
+
+The benchmark does not provide preferred actions, action utilities, capability
+scores, or actor-backbone rankings. Ground truth is a set of safe next actions
+derived from qualitative role and transition contracts.
+
+## Router-facing configurations
+
+Only these configurations may be passed to a router:
+
+- `router_state`, `router_structured`, `router_raw_development`;
+- `track_c_state`, `track_c_structured`, `track_c_raw_development`;
+- `agent_catalog`.
+
+Each routing row stores the complete router observation in
+`router_input_json`. Raw-history configurations intentionally exist only for the
+development split.
+
+## Evaluator-only configurations
+
+The following must never be included in a router prompt:
+
+- `track_a_labels`;
+- `interactive_evaluator`;
+- `track_c_labels`, `track_c_runtime`, and `track_c_pairs`;
+- `recovery_annotations`.
+
+They contain labels, transition contracts, simulator state, fault metadata, or
+other evaluation-only information. `actor_inputs` and `executor_outputs` are for
+executor and memory experiments, not direct router supervision unless the
+experiment explicitly studies that observation boundary.
+
+## Tracks
+
+- **Track A:** choose one next agent from an isolated public task state.
+- **Track B:** route through the full deterministic or live workflow.
+- **Track C:** continue from matched fault/control checkpoints and measure
+  detection, repair, safe recovery, clean specificity, and overhead.
+
+Report routing quality, execution success, end-task success, recovery, safety,
+looping, premature stopping, and efficiency separately. The release intentionally
+does not define a weighted utility score.
+
+## Public beta policy
+
+Validation and test inputs and labels are public in this beta. They are intended
+for transparent diagnostics and method comparison, not a sealed leaderboard.
+Future reviewed or conference versions may publish a sealed test protocol.
+
+## Loading
+
+```python
+from datasets import load_dataset
+
+state = load_dataset("TrangBui/RoutingBench-V4", "router_state")
+structured = load_dataset("TrangBui/RoutingBench-V4", "router_structured")
+labels = load_dataset("TrangBui/RoutingBench-V4", "track_a_labels")
+track_c = load_dataset("TrangBui/RoutingBench-V4", "track_c_state")
+```
+
+## Quality controls completed
+
+- Automated schema, checksum, provenance, split-isolation, role-card, and
+  public/private leakage checks pass.
+- Clean/fault variants share task, pool, initial observation, budget, and
+  terminal contract.
+- All 620 initial scenarios and all 992 Track C checkpoints have at least one
+  continuation to the goal under the deterministic contracts.
+- Human semantic review remains pending and is explicitly not replaced by these
+  automated checks.
+
+## Provenance and license
+
+The release contains project-authored material plus task seeds derived from
+MuSiQue (CC BY 4.0) and MMLU-Pro (MIT). Row-level provenance and license metadata
+are provided in the `provenance` configuration. See `LICENSE_DATA`.
+
+Reference implementation:
+[BuiThiThanhTrang/RACO_MAS](https://github.com/BuiThiThanhTrang/RACO_MAS)
+
+## Citation
+
+```bibtex
+@dataset{bui2026routingbenchv4,
+  author    = {Trang Bui},
+  title     = {RoutingBench V4-beta: Dynamic Agent Routing with History and Recovery Evaluation},
+  year      = {2026},
+  version   = {4.0.0-beta.1},
+  publisher = {Hugging Face},
+  url       = {https://huggingface.co/datasets/TrangBui/RoutingBench-V4}
+}
+```

VERSION

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+4.0.0-beta.1

audit/migration_manifest.jsonl

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+{"base_workflow_id": "transactional_service-01", "task_domain": "transactional_service", "workflow_pattern": "sequential_dependency", "split": "development", "source_kind": "project_authored", "source_task_group": "authored:transactional_service:01", "source_scenario_id": null, "migration_status": "rewritten_to_v4beta_contract", "human_review_status": "pending"}
+{"base_workflow_id": "transactional_service-02", "task_domain": "transactional_service", "workflow_pattern": "conditional_branch", "split": "development", "source_kind": "project_authored", "source_task_group": "authored:transactional_service:02", "source_scenario_id": null, "migration_status": "rewritten_to_v4beta_contract", "human_review_status": "pending"}
+{"base_workflow_id": "transactional_service-03", "task_domain": "transactional_service", "workflow_pattern": "conflict_resolution", "split": "development", "source_kind": "project_authored", "source_task_group": "authored:transactional_service:03", "source_scenario_id": null, "migration_status": "rewritten_to_v4beta_contract", "human_review_status": "pending"}
+{"base_workflow_id": "transactional_service-04", "task_domain": "transactional_service", "workflow_pattern": "failure_recovery", "split": "validation", "source_kind": "project_authored", "source_task_group": "authored:transactional_service:04", "source_scenario_id": null, "migration_status": "rewritten_to_v4beta_contract", "human_review_status": "pending"}
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+{"base_workflow_id": "structured_data_processing-04", "task_domain": "structured_data_processing", "workflow_pattern": "failure_recovery", "split": "validation", "source_kind": "project_authored", "source_task_group": "authored:structured_data_processing:04", "source_scenario_id": null, "migration_status": "rewritten_to_v4beta_contract", "human_review_status": "pending"}
+{"base_workflow_id": "structured_data_processing-05", "task_domain": "structured_data_processing", "workflow_pattern": "parallel_join", "split": "validation", "source_kind": "project_authored", "source_task_group": "authored:structured_data_processing:05", "source_scenario_id": null, "migration_status": "rewritten_to_v4beta_contract", "human_review_status": "pending"}
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+{"base_workflow_id": "structured_data_processing-10", "task_domain": "structured_data_processing", "workflow_pattern": "conditional_branch", "split": "test", "source_kind": "project_authored", "source_task_group": "authored:structured_data_processing:10", "source_scenario_id": null, "migration_status": "rewritten_to_v4beta_contract", "human_review_status": "pending"}
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+{"base_workflow_id": "cross_app_workflow-01", "task_domain": "cross_app_workflow", "workflow_pattern": "sequential_dependency", "split": "development", "source_kind": "project_authored", "source_task_group": "authored:cross_app_workflow:01", "source_scenario_id": null, "migration_status": "rewritten_to_v4beta_contract", "human_review_status": "pending"}
+{"base_workflow_id": "cross_app_workflow-02", "task_domain": "cross_app_workflow", "workflow_pattern": "conditional_branch", "split": "development", "source_kind": "project_authored", "source_task_group": "authored:cross_app_workflow:02", "source_scenario_id": null, "migration_status": "rewritten_to_v4beta_contract", "human_review_status": "pending"}
+{"base_workflow_id": "cross_app_workflow-03", "task_domain": "cross_app_workflow", "workflow_pattern": "conflict_resolution", "split": "development", "source_kind": "project_authored", "source_task_group": "authored:cross_app_workflow:03", "source_scenario_id": null, "migration_status": "rewritten_to_v4beta_contract", "human_review_status": "pending"}
+{"base_workflow_id": "cross_app_workflow-04", "task_domain": "cross_app_workflow", "workflow_pattern": "failure_recovery", "split": "validation", "source_kind": "project_authored", "source_task_group": "authored:cross_app_workflow:04", "source_scenario_id": null, "migration_status": "rewritten_to_v4beta_contract", "human_review_status": "pending"}
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+{"base_workflow_id": "cross_app_workflow-08", "task_domain": "cross_app_workflow", "workflow_pattern": "budget_sensitive", "split": "validation", "source_kind": "project_authored", "source_task_group": "authored:cross_app_workflow:08", "source_scenario_id": null, "migration_status": "rewritten_to_v4beta_contract", "human_review_status": "pending"}
+{"base_workflow_id": "cross_app_workflow-09", "task_domain": "cross_app_workflow", "workflow_pattern": "sequential_dependency", "split": "test", "source_kind": "project_authored", "source_task_group": "authored:cross_app_workflow:09", "source_scenario_id": null, "migration_status": "rewritten_to_v4beta_contract", "human_review_status": "pending"}
+{"base_workflow_id": "cross_app_workflow-10", "task_domain": "cross_app_workflow", "workflow_pattern": "conditional_branch", "split": "test", "source_kind": "project_authored", "source_task_group": "authored:cross_app_workflow:10", "source_scenario_id": null, "migration_status": "rewritten_to_v4beta_contract", "human_review_status": "pending"}
+{"base_workflow_id": "cross_app_workflow-11", "task_domain": "cross_app_workflow", "workflow_pattern": "conflict_resolution", "split": "test", "source_kind": "project_authored", "source_task_group": "authored:cross_app_workflow:11", "source_scenario_id": null, "migration_status": "rewritten_to_v4beta_contract", "human_review_status": "pending"}
+{"base_workflow_id": "cross_app_workflow-12", "task_domain": "cross_app_workflow", "workflow_pattern": "failure_recovery", "split": "test", "source_kind": "project_authored", "source_task_group": "authored:cross_app_workflow:12", "source_scenario_id": null, "migration_status": "rewritten_to_v4beta_contract", "human_review_status": "pending"}
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