GraphForge
Collection
3 items • Updated
Datasets:
deliverable_files listlengths 0 0 | deliverable_files_spec listlengths 1 9 | for_agent bool 1
class | language stringclasses 1
value | max_turn int64 1 5 | messages listlengths 31 276 | params dict | prompt stringlengths 2.8k 7.9k | reference_files listlengths 15 40 | reference_files_spec listlengths 15 40 | rubric_json dict | seed_id stringlengths 46 46 | source stringlengths 229 269 | source_phase stringclasses 1
value | task_id stringlengths 46 56 | task_type stringlengths 11 105 | tools listlengths 14 14 | turn_index int64 0 4 | metadata dict |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
[] | [{"allowed_formats":["docx"],"deliverable_id":"d1","filename":"revised_pcard_policy.docx","name":"Re(...TRUNCATED) | true | en | 1 | [{"content":"<permissions instructions>\nFilesystem sandboxing defines which files can be read or wr(...TRUNCATED) | {"allow_additional_deliverables":false,"deliverable_contract":[{"allowed_formats":["docx"],"delivera(...TRUNCATED) | "The OMES Central Purchasing Division is implementing a P-card single-transaction limit increase fro(...TRUNCATED) | ["/mnt/shared-storage-user/songdemin/user/suqisheng/skillsynth-qisheng-upgrade-0811/real_file_pilot/(...TRUNCATED) | [{"filename":"data/pcard_transactions/pcard_public_202401.csv","note":"Current-period P-card transac(...TRUNCATED) | {"criteria":[{"criterion_id":"c1","deliverable_ids":["d3"],"description":"P-card spend analysis: tot(...TRUNCATED) | graphseed_000001_graph_intent_05a5290e2264e809 | "/mnt/shared-storage-user/songdemin/user/suqisheng/metabot/realfile_gdpval_scale_batches/realfile_la(...TRUNCATED) | real_file_graph_seed_task | graphseed_000001_graph_intent_05a5290e2264e809 | implement_organizational_process_or_policy_changes | [{"function":{"description":"Runs a command in a PTY, returning output or a session ID for ongoing i(...TRUNCATED) | 0 | {"execution_pattern":"data_analysis_and_reporting","taxonomy_id":"occupation_management_operations_s(...TRUNCATED) |
[] | [{"allowed_formats":["docx"],"deliverable_id":"d1","filename":"clinical_genetics_standards_framework(...TRUNCATED) | true | en | 1 | [{"content":"<permissions instructions>\nFilesystem sandboxing defines which files can be read or wr(...TRUNCATED) | {"allow_additional_deliverables":false,"deliverable_contract":[{"allowed_formats":["docx"],"delivera(...TRUNCATED) | "Our clinical genetics laboratory standards committee operates under US regulatory jurisdiction and (...TRUNCATED) | ["/mnt/shared-storage-user/songdemin/user/suqisheng/skillsynth-qisheng-upgrade-0811/real_file_pilot/(...TRUNCATED) | [{"filename":"lab_standards/protocols/acmg_variant_interpretation_guidelines.pdf","note":"Primary st(...TRUNCATED) | {"criteria":[{"criterion_id":"c1","deliverable_ids":["d1"],"description":"Molecular diagnostics sect(...TRUNCATED) | graphseed_000001_graph_intent_8fc18c6981fa0d95 | "/mnt/shared-storage-user/songdemin/user/suqisheng/metabot/realfile_gdpval_scale_batches/realfile_la(...TRUNCATED) | real_file_graph_seed_task | graphseed_000001_graph_intent_8fc18c6981fa0d95 | establish_standards_for_medical_care | [{"function":{"description":"Runs a command in a PTY, returning output or a session ID for ongoing i(...TRUNCATED) | 0 | {"execution_pattern":"process_policy_and_control_design","taxonomy_id":"occupation_life_physical_and(...TRUNCATED) |
[] | [{"allowed_formats":["docx"],"deliverable_id":"d1","filename":"manuscript_trust_confidence_2022gss.d(...TRUNCATED) | true | en | 1 | [{"content":"<permissions instructions>\nFilesystem sandboxing defines which files can be read or wr(...TRUNCATED) | {"allow_additional_deliverables":false,"deliverable_contract":[{"allowed_formats":["docx"],"delivera(...TRUNCATED) | "You are a sociologist at a research institution. You are preparing two deliverables based on the 20(...TRUNCATED) | ["/mnt/shared-storage-user/songdemin/user/suqisheng/skillsynth-qisheng-upgrade-0811/real_file_pilot/(...TRUNCATED) | [{"filename":"data/primary/gss_2022_cross_section.csv","note":"Primary research dataset containing 2(...TRUNCATED) | {"criteria":[{"criterion_id":"c1","deliverable_ids":["d1"],"description":"Manuscript file created wi(...TRUNCATED) | graphseed_000001_graph_intent_aa157ec098caea55 | "/mnt/shared-storage-user/songdemin/user/suqisheng/metabot/realfile_gdpval_scale_batches/realfile_la(...TRUNCATED) | real_file_graph_seed_task | graphseed_000001_graph_intent_aa157ec098caea55 | prepare_scientific_or_technical_reports_or_presentations | [{"function":{"description":"Runs a command in a PTY, returning output or a session ID for ongoing i(...TRUNCATED) | 0 | {"execution_pattern":"research_and_source_synthesis","taxonomy_id":"occupation_life_physical_and_soc(...TRUNCATED) |
[] | [{"allowed_formats":["docx"],"deliverable_id":"d1","filename":"asi_documentation_review.docx","name"(...TRUNCATED) | true | en | 1 | [{"content":"<permissions instructions>\nFilesystem sandboxing defines which files can be read or wr(...TRUNCATED) | {"allow_additional_deliverables":false,"deliverable_contract":[{"allowed_formats":["docx"],"delivera(...TRUNCATED) | "You are part of a psychiatric documentation quality team at a behavioral health organization conduc(...TRUNCATED) | ["/mnt/shared-storage-user/songdemin/user/suqisheng/skillsynth-qisheng-upgrade-0811/real_file_pilot/(...TRUNCATED) | [{"filename":"patient_records/admissions/asi_narrative_report.pdf","note":"Primary case artifact: 47(...TRUNCATED) | {"criteria":[{"criterion_id":"c1","deliverable_ids":["d1"],"description":"Deliverable file asi_docum(...TRUNCATED) | graphseed_000002_graph_intent_328544f00e4be6c7 | "/mnt/shared-storage-user/songdemin/user/suqisheng/metabot/realfile_gdpval_scale_batches/realfile_la(...TRUNCATED) | real_file_graph_seed_task | graphseed_000002_graph_intent_328544f00e4be6c7 | record_patient_medical_histories | [{"function":{"description":"Runs a command in a PTY, returning output or a session ID for ongoing i(...TRUNCATED) | 0 | {"execution_pattern":"criteria_based_evaluation","taxonomy_id":"occupation_healthcare_practitioners_(...TRUNCATED) |
[] | [{"allowed_formats":["xlsx"],"deliverable_id":"d1","filename":"Technical_Requirements_Matrix.xlsx","(...TRUNCATED) | true | en | 1 | [{"content":"<permissions instructions>\nFilesystem sandboxing defines which files can be read or wr(...TRUNCATED) | {"allow_additional_deliverables":false,"deliverable_contract":[{"allowed_formats":["xlsx"],"delivera(...TRUNCATED) | "Our fuel cell engineering team is preparing a full application package in response to U.S. DOE EERE(...TRUNCATED) | ["/mnt/shared-storage-user/songdemin/user/suqisheng/skillsynth-qisheng-upgrade-0811/real_file_pilot/(...TRUNCATED) | [{"filename":"solicitation/current/DE-FOA-0003213_FOA_Mod2.pdf","note":"Primary solicitation documen(...TRUNCATED) | {"criteria":[{"criterion_id":"c1","deliverable_ids":["d1","d7"],"description":"FOA identification: c(...TRUNCATED) | graphseed_000002_graph_intent_61d1415c2d9d5d91 | "/mnt/shared-storage-user/songdemin/user/suqisheng/metabot/realfile_gdpval_scale_batches/realfile_la(...TRUNCATED) | real_file_graph_seed_task | graphseed_000002_graph_intent_61d1415c2d9d5d91 | prepare_proposal_documents | [{"function":{"description":"Runs a command in a PTY, returning output or a session ID for ongoing i(...TRUNCATED) | 0 | {"execution_pattern":"transactional_or_case_package_preparation","taxonomy_id":"occupation_architect(...TRUNCATED) |
[] | [{"allowed_formats":["docx"],"deliverable_id":"d1","filename":"labor_market_brief_jul2026.docx","nam(...TRUNCATED) | true | en | 1 | [{"content":"<permissions instructions>\nFilesystem sandboxing defines which files can be read or wr(...TRUNCATED) | {"allow_additional_deliverables":false,"deliverable_contract":[{"allowed_formats":["docx"],"delivera(...TRUNCATED) | "You are a labor market economist at a research institution. Your responsibility is to maintain prof(...TRUNCATED) | ["/mnt/shared-storage-user/songdemin/user/suqisheng/skillsynth-qisheng-upgrade-0811/real_file_pilot/(...TRUNCATED) | [{"filename":"current_release/empsit_jul2026.pdf","note":"Primary BLS Employment Situation news rele(...TRUNCATED) | {"criteria":[{"criterion_id":"c1","deliverable_ids":["d1"],"description":"July 2026 unemployment rat(...TRUNCATED) | graphseed_000003_graph_intent_daf30fe3c825bcdd | "/mnt/shared-storage-user/songdemin/user/suqisheng/metabot/realfile_gdpval_scale_batches/realfile_la(...TRUNCATED) | real_file_graph_seed_task | graphseed_000003_graph_intent_daf30fe3c825bcdd | review_professional_literature_to_maintain_professional_knowledge | [{"function":{"description":"Runs a command in a PTY, returning output or a session ID for ongoing i(...TRUNCATED) | 0 | {"execution_pattern":"research_and_source_synthesis","taxonomy_id":"occupation_life_physical_and_soc(...TRUNCATED) |
[] | [{"allowed_formats":["docx"],"deliverable_id":"d1","filename":"salmonella_charcuterie_outbreak_proto(...TRUNCATED) | true | en | 1 | [{"content":"<permissions instructions>\nFilesystem sandboxing defines which files can be read or wr(...TRUNCATED) | {"allow_additional_deliverables":false,"deliverable_contract":[{"allowed_formats":["docx"],"delivera(...TRUNCATED) | "You are a state health department epidemiologist. CDC has confirmed a multistate outbreak of Salmon(...TRUNCATED) | ["/mnt/shared-storage-user/songdemin/user/suqisheng/skillsynth-qisheng-upgrade-0811/real_file_pilot/(...TRUNCATED) | [{"filename":"surveillance/data/nors_foodborne_outbreaks.csv","note":"Primary CDC NORS foodborne out(...TRUNCATED) | {"criteria":[{"criterion_id":"c1","deliverable_ids":["d1"],"description":"Protocol accurately states(...TRUNCATED) | graphseed_000004_graph_intent_422bd8d2dd5bb76e | "/mnt/shared-storage-user/songdemin/user/suqisheng/metabot/realfile_gdpval_scale_batches/realfile_la(...TRUNCATED) | real_file_graph_seed_task | graphseed_000004_graph_intent_422bd8d2dd5bb76e | plan_biological_research | [{"function":{"description":"Runs a command in a PTY, returning output or a session ID for ongoing i(...TRUNCATED) | 0 | {"execution_pattern":"research_and_source_synthesis","taxonomy_id":"occupation_life_physical_and_soc(...TRUNCATED) |
[] | [{"allowed_formats":["xlsx"],"deliverable_id":"d1","filename":"edc_system_evaluation_matrix.xlsx","n(...TRUNCATED) | true | en | 1 | [{"content":"<permissions instructions>\nFilesystem sandboxing defines which files can be read or wr(...TRUNCATED) | {"allow_additional_deliverables":false,"deliverable_contract":[{"allowed_formats":["xlsx"],"delivera(...TRUNCATED) | "Our clinical data management team at an NIH-affiliated research organization is selecting an electr(...TRUNCATED) | ["/mnt/shared-storage-user/songdemin/user/suqisheng/skillsynth-qisheng-upgrade-0811/real_file_pilot/(...TRUNCATED) | [{"filename":"edc_systems/redcap/redcap_overview_highlights.pdf","note":"Primary EDC system document(...TRUNCATED) | {"criteria":[{"criterion_id":"c1","deliverable_ids":["d1"],"description":"Evaluation framework struc(...TRUNCATED) | graphseed_000004_graph_intent_bb4b2e52b6a9fa35 | "/mnt/shared-storage-user/songdemin/user/suqisheng/metabot/realfile_gdpval_scale_batches/realfile_la(...TRUNCATED) | real_file_graph_seed_task | graphseed_000004_graph_intent_bb4b2e52b6a9fa35 | evaluate_utility_of_software_or_hardware_technologies | [{"function":{"description":"Runs a command in a PTY, returning output or a session ID for ongoing i(...TRUNCATED) | 0 | {"execution_pattern":"criteria_based_evaluation","taxonomy_id":"occupation_computer_and_mathematical(...TRUNCATED) |
[] | [{"allowed_formats":["docx"],"deliverable_id":"d1","filename":"spwa_brave_compliance_case_package.do(...TRUNCATED) | true | en | 1 | [{"content":"<permissions instructions>\nFilesystem sandboxing defines which files can be read or wr(...TRUNCATED) | {"allow_additional_deliverables":false,"deliverable_contract":[{"allowed_formats":["docx"],"delivera(...TRUNCATED) | "You are a civil engineer on the EPA Region 3 environmental review team. Your team is assembling a c(...TRUNCATED) | ["/mnt/shared-storage-user/songdemin/user/suqisheng/skillsynth-qisheng-upgrade-0811/real_file_pilot/(...TRUNCATED) | [{"filename":"project_spwa_brave/nepa/spwa_brave_ea.pdf","note":"Primary NEPA document (Environmenta(...TRUNCATED) | {"criteria":[{"criterion_id":"c1","deliverable_ids":["d1"],"description":"Case package document cont(...TRUNCATED) | graphseed_000004_graph_intent_f76f8265ddb29cf8 | "/mnt/shared-storage-user/songdemin/user/suqisheng/metabot/realfile_gdpval_scale_batches/realfile_la(...TRUNCATED) | real_file_graph_seed_task | graphseed_000004_graph_intent_f76f8265ddb29cf8 | coordinate_safety_or_regulatory_compliance_activities | [{"function":{"description":"Runs a command in a PTY, returning output or a session ID for ongoing i(...TRUNCATED) | 0 | {"execution_pattern":"transactional_or_case_package_preparation","taxonomy_id":"occupation_architect(...TRUNCATED) |
[] | [{"allowed_formats":["pptx"],"deliverable_id":"d1","filename":"charlotte_zoning_workshop_slides.pptx(...TRUNCATED) | true | en | 1 | [{"content":"<permissions instructions>\nFilesystem sandboxing defines which files can be read or wr(...TRUNCATED) | {"allow_additional_deliverables":false,"deliverable_contract":[{"allowed_formats":["pptx"],"delivera(...TRUNCATED) | "The Charlotte Planning, Design & Development Department is preparing a public information package t(...TRUNCATED) | ["/mnt/shared-storage-user/songdemin/user/suqisheng/skillsynth-qisheng-upgrade-0811/real_file_pilot/(...TRUNCATED) | [{"filename":"policies/udo_current_2026-03-23.pdf","note":"Primary operative regulatory source: the (...TRUNCATED) | {"criteria":[{"criterion_id":"c1","deliverable_ids":["d1"],"description":"Workshop presentation slid(...TRUNCATED) | graphseed_000005_graph_intent_fad69c6aaced4bf0 | "/mnt/shared-storage-user/songdemin/user/suqisheng/metabot/realfile_gdpval_scale_batches/realfile_la(...TRUNCATED) | real_file_graph_seed_task | graphseed_000005_graph_intent_fad69c6aaced4bf0 | inform_the_public_about_policies_services_or_procedures | [{"function":{"description":"Runs a command in a PTY, returning output or a session ID for ongoing i(...TRUNCATED) | 0 | {"execution_pattern":"research_and_source_synthesis","taxonomy_id":"occupation_life_physical_and_soc(...TRUNCATED) |
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GraphForge-SFT-2169
This release contains the main GraphForge SFT trajectory corpus used for the GraphForge Qwen3.6-27B and Qwen3.6-35B-A3B SFT checkpoints. It is not the RFT matched-462 dataset and does not include second-round RFT data.
Corpus and construction
- Training sequences: 2,169.
- Distinct task IDs in this export: 2,169.
- Distinct nonempty evidence-contract hashes: 2,150.
- Teacher: GLM-5.2.
- Admission: agent-judge score strictly greater than 0.90.
- Sequence policy: preserve reasoning and tool interactions; discard overlength complete samples rather than truncate at 262,144 tokens.
- Both released SFT models train on this corpus for three epochs.
GraphForge builds working-agent tasks from real files and compiles evidence graphs into task specifications and evidence-anchored rubrics. Initial execution and a single revision stage precede the final admitted trajectory export. An exported sequence is not necessarily a unique task or workspace.
Files and schema
data/train.jsonlcontains one original-format training example per line.dataset_info.jsonrecords counts, hashes, schema fields, and credential redactions.- Examples include messages and tool definitions, task prompts, reference-file descriptions, deliverable specifications, rubric criteria, and lineage metadata.
The original nested JSON schema is retained rather than flattened to prompt/response pairs. Local paths in trajectories describe the execution environment; they are not portable download links. A simple streaming reader is:
import json
with open("data/train.jsonl", encoding="utf-8") as stream:
for line in stream:
example = json.loads(line)
messages = example["messages"]
Scope and privacy
This is a trajectory-only release. Original workspace attachments, generated binary deliverables, caches, and training logs are not bundled. Replaying tasks from scratch may require assets and tools absent from this repository.
The release copy was scanned for common API-token, credential-assignment, bearer,
and webhook patterns. Matching values were replaced with [REDACTED_CREDENTIAL].
The total replacement count is 4. This is not a complete PII
audit; transcripts can contain names, URLs, and third-party source excerpts.
No original training file was modified. The source and release SHA-256 hashes
are in dataset_info.json; different hashes indicate release-time redactions.
Rights and limitations
No blanket license for third-party source material is asserted by this card. Source documents and quoted material remain subject to their respective terms. A dataset-wide redistribution license has not been assigned in this package; the publisher must settle distribution rights and privacy review before making the repository public. The model repositories' Apache 2.0 metadata does not automatically apply to these trajectory contents.
These examples may contain erroneous reasoning, failed tool interactions, untrusted commands, or sensitive source-derived content. Do not execute tool calls blindly. The corpus does not guarantee factual accuracy or task success.
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