| --- |
| license: other |
| license_name: blackwoodai-personal-use-v1.0 |
| base_model: Qwen/Qwen3.6-27B |
| library_name: transformers |
| pipeline_tag: text-generation |
| tags: |
| - qwen |
| - accounting |
| - transaction-classification |
| - rule-classification |
| - lora-merged |
| - non-commercial |
| --- |
| |
| # LedgerGuard-27B |
|
|
| This is a full merged derivative model: Qwen/Qwen3.6-27B with a BlackwoodAI |
| accounting software workflow specialist fine-tune merged into the weights. |
|
|
| It is intended for personal, non-commercial research and evaluation only. It is |
| not licensed for business use, hosted inference, SaaS, or model-as-a-service. |
|
|
| ## Why It Exists |
|
|
| Accounting workflows often break on the small details: exact JSON shape, |
| source-linked decisions, conservative review flags, draft-only tool calls, and |
| software-specific workflow discipline. LedgerGuard-27B is tuned for that |
| specialist layer. |
|
|
| It is designed to be useful where a general model may understand the situation |
| but drift on the house style. |
|
|
| ## Strengths |
|
|
| - Draft-only accounting software workflow outputs |
| - Structured accounting-review JSON |
| - Source-linked tool-call behavior |
| - Conservative handling of ambiguous payment-processor deposits, stale feeds, |
| missing support, duplicate-risk transactions, and review-required items |
| - No autonomous posting/write-back behavior by design |
| - Useful as a specialist component beside validators and a senior reviewer model |
|
|
| ## Intended Output Style |
|
|
| - choose `auto_ready`, `needs_attention`, or `blocked` |
| - emit source-linked JSON for review workflows |
| - prepare draft-only tool-call payloads for accounting software workflows |
| - avoid write-back/posting actions |
|
|
| ## Sanitized Example |
|
|
| Input: |
|
|
| ```text |
| Platform: cloud accounting system |
| Workflow: bank reconciliation |
| Context: imported bank transaction has partial supporting evidence |
| ``` |
|
|
| Expected style of behavior: |
|
|
| ```json |
| { |
| "decision": "needs_attention", |
| "evidence_class": "review_required", |
| "source_refs": [{"type": "bank_transaction", "id": "bank-demo-001"}], |
| "tool_calls": [ |
| { |
| "tool": "ledgerguard.validate_draft", |
| "arguments": { |
| "case_id": "demo-001", |
| "draft_only": true, |
| "check_source_refs": true |
| } |
| } |
| ], |
| "review_packet": { |
| "approval_required": true, |
| "draft_only": true, |
| "summary": "Route to accountant review before any posting action." |
| } |
| } |
| ``` |
|
|
| Plain English: prepare review-ready draft outputs and keep write/post/sync |
| actions behind deterministic validators and human approval. |
|
|
| ## Evaluation |
|
|
| This model was evaluated on BlackwoodAI internal, non-public accounting |
| workflow tests focused on exact JSON/schema adherence, source-linked decisions, |
| draft-only safety, and accounting software tool-call discipline. The evaluation |
| data, generation process, baselines, and case counts are intentionally not |
| disclosed. |
|
|
| ## License |
|
|
| See `LICENSE`. This release is personal/non-commercial only and prohibits |
| business use, hosted inference, SaaS, and model-as-a-service usage. The upstream |
| base model is Qwen/Qwen3.6-27B and remains under its own upstream license. |
|
|
