diff --git a/README.md b/README.md
index 9de059e40789448145458f4426a54291d905ebde..7394d6054f845b33e2dd7c4dda2ff3e5e10b73a9 100644
--- a/README.md
+++ b/README.md
@@ -12,73 +12,6 @@ tags:
 - bangladesh-bank
 size_categories:
 - n<1K
-configs:
-- config_name: default
-  data_files:
-  - split: train
-    path: data/train-*
-  - split: validation
-    path: data/validation-*
-- config_name: documents
-  data_files:
-  - split: train
-    path: documents/train-*
-dataset_info:
-- config_name: default
-  features:
-  - name: messages
-    list:
-    - name: content
-      list:
-      - name: text
-        dtype: string
-      - name: type
-        dtype: string
-    - name: role
-      dtype: string
-  - name: image
-    dtype: image
-  - name: task_type
-    dtype: string
-  - name: doc_type
-    dtype: string
-  - name: target_text
-    dtype: string
-  - name: source_file
-    dtype: string
-  splits:
-  - name: train
-    num_bytes: 100040826
-    num_examples: 320
-  - name: validation
-    num_bytes: 25436842
-    num_examples: 80
-  download_size: 125349241
-  dataset_size: 125477668
-- config_name: documents
-  features:
-  - name: source_file
-    dtype: string
-  - name: doc_type
-    dtype: string
-  - name: image
-    dtype: image
-  - name: model_output
-    dtype: string
-  - name: corrected_output
-    dtype: string
-  - name: was_correct
-    dtype: bool
-  - name: confidence_score
-    dtype: float64
-  - name: timestamp
-    dtype: string
-  splits:
-  - name: train
-    num_bytes: 62693656
-    num_examples: 200
-  download_size: 62409408
-  dataset_size: 62693656
 ---
 
 # 🏦 Bangladesh Bank Trade Finance IDP — Multi-Layout Fine-Tuning Dataset
@@ -91,23 +24,24 @@ Strictly conforms to official Bangladesh Bank regulatory XML/JSON standards with
 
 | Split / Subset | Rows / Records |
 | :--- | :--- |
-| `documents` | 40 |
-| `train` | 64 |
-| `validation` | 16 |
+| `documents` | 200 |
+| `train` | 320 |
+| `validation` | 80 |
 
-### Document Types Distribution (40 Total Verified Documents)
+### Document Types Distribution (200 Total Verified Documents)
 | Document Category | Count | Description |
 | :--- | :--- | :--- |
-| `air_waybill` | 5 |
-| `bill_of_entry` | 5 |
-| `commercial_lca` | 5 |
-| `exp_form` | 5 |
-| `final_invoice` | 5 |
-| `imp_form` | 5 |
-| `industrial_lca` | 5 |
-| `ocean_bl` | 5 |
+| `air_waybill` | 25 |
+| `bill_of_entry` | 25 |
+| `commercial_lca` | 25 |
+| `exp_form` | 25 |
+| `final_invoice` | 25 |
+| `imp_form` | 25 |
+| `industrial_lca` | 25 |
+| `ocean_bl` | 25 |
 
 - **Visual Diversity:** 8 Header styles (Full Banner, Split Header, Centered Crest, Minimal Barcode, Letterhead Box, Telex Mono, Sidebar Strip, Double Rule Hero), 5 Table formats (Zebra Stripes, Dense Grid, Minimal Underline, Floating Pills, Monospace Matrix), 4 Procedural Stamp configurations, and 12 distinct color palettes.
+- **Realistic Handwriting:** Natural handwriting pen fills and endorsements (Caveat, Kalam, Bradley Hand in varied inks: classic blue ballpoint, dark ink, royal blue, navy, blue-black) paired with 100% strictly validated schema JSON.
 - **Enterprise Profiles:** 50 distinct real Bangladeshi corporations & global exporters across pharma, steel, textiles, electronics, agro, FMCG, and heavy industry.
 - **Header Integrity:** `MessageIdentifier` is strictly excluded from document image layouts and is normalized as empty `""` in ground truth.
 
diff --git a/feedback.jsonl b/feedback.jsonl
index c0947b9e6fd4009d25bad9ea7b1b08c4cdfed4e1..de45a5054a2a03960a74038d73cbdb8239327778 100644
--- a/feedback.jsonl
+++ b/feedback.jsonl
@@ -1,40 +1,200 @@
-{"timestamp": "2026-09-21T09:01:47.598063+00:00", "image_path": "/Users/rudro/Desktop/ucbtrial/UCB/data/pilot_20_dataset/images/DOC_01_commercial_lca.png", "source_file": "DOC_01_commercial_lca.pdf", "page_number": 1, "model_output": {"BangladeshBankDeclaration": {"Header": {"MessageIdentifier": "", "ReportingBankCode": "UCBL", "BranchRoutingNumber": "2450393", "SubmissionTimestamp": "2026-01-09T14:24:00Z", "TargetSystem": "OIMS"}, "LCADocument": {"DocumentCategory": "LCA_FORM", "DocumentSubCategory": "COMMERCIAL_LCA", "LCANumber": "LCA-UCBL-2026-01603", "LCADate": "2026-01-09", "BBRegistrationNumber": "BB-REG-2026-397254", "ImporterDetails": {"ImporterName": "Square Pharmaceuticals PLC", "IRCNumber": "IRC-BA-881902", "BINNumber": "000182736-0101", "TINNumber": "192837465012", "CommercialBusinessAddress": "Square Centre, 48 Mohakhali C/A, Dhaka-1212", "SectorType": "COMMERCIAL_TRADING"}, "SupplierDetails": {"SupplierName": "Siemens Healthineers AG", "CountryOfOrigin": "Germany"}, "CommoditySpecification": {"HSCode": "8471.30.00", "ItemDescription": "High Precision Micro-Processing Electronics Units and Modules", "StandardImportTariffRate": "STANDARD"}, "FinancialTerms": {"AuthorizedCurrency": "USD", "TotalAuthorizedAmount": "281109.15", "PaymentMode": "LETTER_OF_CREDIT"}}}}, "corrected_output": {"BangladeshBankDeclaration": {"Header": {"MessageIdentifier": "", "ReportingBankCode": "UCBL", "BranchRoutingNumber": "2450393", "SubmissionTimestamp": "2026-01-09T14:24:00Z", "TargetSystem": "OIMS"}, "LCADocument": {"DocumentCategory": "LCA_FORM", "DocumentSubCategory": "COMMERCIAL_LCA", "LCANumber": "LCA-UCBL-2026-01603", "LCADate": "2026-01-09", "BBRegistrationNumber": "BB-REG-2026-397254", "ImporterDetails": {"ImporterName": "Square Pharmaceuticals PLC", "IRCNumber": "IRC-BA-881902", "BINNumber": "000182736-0101", "TINNumber": "192837465012", "CommercialBusinessAddress": "Square Centre, 48 Mohakhali C/A, Dhaka-1212", "SectorType": "COMMERCIAL_TRADING"}, "SupplierDetails": {"SupplierName": "Siemens Healthineers AG", "CountryOfOrigin": "Germany"}, "CommoditySpecification": {"HSCode": "8471.30.00", "ItemDescription": "High Precision Micro-Processing Electronics Units and Modules", "StandardImportTariffRate": "STANDARD"}, "FinancialTerms": {"AuthorizedCurrency": "USD", "TotalAuthorizedAmount": "281109.15", "PaymentMode": "LETTER_OF_CREDIT"}}}}, "was_correct": true, "doc_type": "commercial_lca", "action": "APPROVED", "confidence_score": 1.0, "latency_sec": 1.15, "batch_id": "synthetic_diverse_pilot_20", "synced_at": "2026-09-21T09:01:47.598075+00:00"}
-{"timestamp": "2026-09-21T09:01:47.598173+00:00", "image_path": "/Users/rudro/Desktop/ucbtrial/UCB/data/pilot_20_dataset/images/DOC_02_industrial_lca.png", "source_file": "DOC_02_industrial_lca.pdf", "page_number": 1, "model_output": {"BangladeshBankDeclaration": {"Header": {"MessageIdentifier": "", "ReportingBankCode": "UCBL", "BranchRoutingNumber": "2450365", "SubmissionTimestamp": "2026-01-13T10:34:00Z", "TargetSystem": "OIMS"}, "LCADocument": {"DocumentCategory": "LCA_FORM", "DocumentSubCategory": "INDUSTRIAL_LCA", "LCANumber": "LCA-UCBL-2026-02769", "LCADate": "2026-01-13", "BBRegistrationNumber": "BB-REG-2026-707115", "ImporterDetails": {"ImporterName": "BEXIMCO Textiles Ltd.", "IRCNumber": "IRC-BA-554210", "FactoryLocation": "Kashimpur, Gazipur-1700", "BondedWarehouseLicenseNo": "BOND-WH-4412/2023", "SectorType": "INDUSTRIAL_MANUFACTURING"}, "SupplierDetails": {"SupplierName": "Mitsubishi Chemical Corporation", "CountryOfOrigin": "Japan"}, "CommoditySpecification": {"HSCode": "2933.39.00", "ItemDescription": "Pharmaceutical Active Ingredients (Raw Material for Antibiotics)", "IsCapitalMachinery": "false", "DutyExemptionSRO": "SRO-194-AIN/2024"}, "FinancialTerms": {"AuthorizedCurrency": "USD", "TotalAuthorizedAmount": "35753.02", "PaymentMode": "LETTER_OF_CREDIT"}}}}, "corrected_output": {"BangladeshBankDeclaration": {"Header": {"MessageIdentifier": "", "ReportingBankCode": "UCBL", "BranchRoutingNumber": "2450365", "SubmissionTimestamp": "2026-01-13T10:34:00Z", "TargetSystem": "OIMS"}, "LCADocument": {"DocumentCategory": "LCA_FORM", "DocumentSubCategory": "INDUSTRIAL_LCA", "LCANumber": "LCA-UCBL-2026-02769", "LCADate": "2026-01-13", "BBRegistrationNumber": "BB-REG-2026-707115", "ImporterDetails": {"ImporterName": "BEXIMCO Textiles Ltd.", "IRCNumber": "IRC-BA-554210", "FactoryLocation": "Kashimpur, Gazipur-1700", "BondedWarehouseLicenseNo": "BOND-WH-4412/2023", "SectorType": "INDUSTRIAL_MANUFACTURING"}, "SupplierDetails": {"SupplierName": "Mitsubishi Chemical Corporation", "CountryOfOrigin": "Japan"}, "CommoditySpecification": {"HSCode": "2933.39.00", "ItemDescription": "Pharmaceutical Active Ingredients (Raw Material for Antibiotics)", "IsCapitalMachinery": "false", "DutyExemptionSRO": "SRO-194-AIN/2024"}, "FinancialTerms": {"AuthorizedCurrency": "USD", "TotalAuthorizedAmount": "35753.02", "PaymentMode": "LETTER_OF_CREDIT"}}}}, "was_correct": true, "doc_type": "industrial_lca", "action": "APPROVED", "confidence_score": 1.0, "latency_sec": 1.15, "batch_id": "synthetic_diverse_pilot_20", "synced_at": "2026-09-21T09:01:47.598182+00:00"}
-{"timestamp": "2026-09-21T09:01:47.598254+00:00", "image_path": "/Users/rudro/Desktop/ucbtrial/UCB/data/pilot_20_dataset/images/DOC_03_bill_of_entry.png", "source_file": "DOC_03_bill_of_entry.pdf", "page_number": 1, "model_output": {"BangladeshBankDeclaration": {"Header": {"MessageIdentifier": "", "ReportingBankCode": "UCBL", "SubmissionTimestamp": "2026-01-17T16:53:00Z", "TargetSystem": "OIMS_CUSTOMS_BILL_OF_ENTRY_MATCH"}, "CustomsBillOfEntryDocument": {"DocumentCategory": "BILL_OF_ENTRY", "DocumentSubCategory": "HOME_CONSUMPTION", "CustomsStationCode": "301", "CustomsDeclarationNumber": "C-425940", "DeclarationDate": "2026-01-17", "AssessmentDate": "2026-01-22", "MatchedTradeReferences": {"MatchedLCNumber": "LC-UCBL-2026-038815", "MatchedLCANumber": "LCA-UCBL-2026-03196", "MatchedBLNumber": "MSCU-033330190"}, "ImporterData": {"ImporterBIN": "000384756-0102", "ImporterName": "Pran Dairy & Beverage Ltd."}, "AssessmentTotals": {"TotalInvoiceValueBDT": "1849010100.00", "TotalDutyTaxPaidBDT": "323576767.50", "GrossWeightKg": "936.80", "CustomsClearanceStatus": "OUT_OF_CHARGE"}}}}, "corrected_output": {"BangladeshBankDeclaration": {"Header": {"MessageIdentifier": "", "ReportingBankCode": "UCBL", "SubmissionTimestamp": "2026-01-17T16:53:00Z", "TargetSystem": "OIMS_CUSTOMS_BILL_OF_ENTRY_MATCH"}, "CustomsBillOfEntryDocument": {"DocumentCategory": "BILL_OF_ENTRY", "DocumentSubCategory": "HOME_CONSUMPTION", "CustomsStationCode": "301", "CustomsDeclarationNumber": "C-425940", "DeclarationDate": "2026-01-17", "AssessmentDate": "2026-01-22", "MatchedTradeReferences": {"MatchedLCNumber": "LC-UCBL-2026-038815", "MatchedLCANumber": "LCA-UCBL-2026-03196", "MatchedBLNumber": "MSCU-033330190"}, "ImporterData": {"ImporterBIN": "000384756-0102", "ImporterName": "Pran Dairy & Beverage Ltd."}, "AssessmentTotals": {"TotalInvoiceValueBDT": "1849010100.00", "TotalDutyTaxPaidBDT": "323576767.50", "GrossWeightKg": "936.80", "CustomsClearanceStatus": "OUT_OF_CHARGE"}}}}, "was_correct": true, "doc_type": "bill_of_entry", "action": "APPROVED", "confidence_score": 1.0, "latency_sec": 1.15, "batch_id": "synthetic_diverse_pilot_20", "synced_at": "2026-09-21T09:01:47.598261+00:00"}
-{"timestamp": "2026-09-21T09:01:47.598318+00:00", "image_path": "/Users/rudro/Desktop/ucbtrial/UCB/data/pilot_20_dataset/images/DOC_04_exp_form.png", "source_file": "DOC_04_exp_form.pdf", "page_number": 1, "model_output": {"BangladeshBankDeclaration": {"Header": {"MessageIdentifier": "", "ReportingBankCode": "UCBL", "SubmissionTimestamp": "2026-01-21T14:40:00Z", "TargetSystem": "OEMS_ONLINE_EXPORT_MONITORING"}, "EXPFormDocument": {"DocumentCategory": "EXP_FORM", "DocumentSubCategory": "REGULAR_DIRECT_EXPORT", "EXPFormNumber": "EXP-2026-041433", "ExporterERCNumber": "ERC-EXP-888169", "ExporterName": "Walton Hi-Tech Industries PLC", "BuyerDetails": {"BuyerName": "Shanghai Pioneer Industrial Co., Ltd.", "CountryOfDestination": "China", "PortOfDestination": "Port of China"}, "ExportFinancials": {"InvoicedCurrency": "USD", "TotalFOBValue": "280686.35", "PaymentTerms": "IRREVOCABLE_LETTER_OF_CREDIT", "ContractOrLCReference": "LC-UCBL-2026-046024"}}}}, "corrected_output": {"BangladeshBankDeclaration": {"Header": {"MessageIdentifier": "", "ReportingBankCode": "UCBL", "SubmissionTimestamp": "2026-01-21T14:40:00Z", "TargetSystem": "OEMS_ONLINE_EXPORT_MONITORING"}, "EXPFormDocument": {"DocumentCategory": "EXP_FORM", "DocumentSubCategory": "REGULAR_DIRECT_EXPORT", "EXPFormNumber": "EXP-2026-041433", "ExporterERCNumber": "ERC-EXP-888169", "ExporterName": "Walton Hi-Tech Industries PLC", "BuyerDetails": {"BuyerName": "Shanghai Pioneer Industrial Co., Ltd.", "CountryOfDestination": "China", "PortOfDestination": "Port of China"}, "ExportFinancials": {"InvoicedCurrency": "USD", "TotalFOBValue": "280686.35", "PaymentTerms": "IRREVOCABLE_LETTER_OF_CREDIT", "ContractOrLCReference": "LC-UCBL-2026-046024"}}}}, "was_correct": true, "doc_type": "exp_form", "action": "APPROVED", "confidence_score": 1.0, "latency_sec": 1.15, "batch_id": "synthetic_diverse_pilot_20", "synced_at": "2026-09-21T09:01:47.598323+00:00"}
-{"timestamp": "2026-09-21T09:01:47.598383+00:00", "image_path": "/Users/rudro/Desktop/ucbtrial/UCB/data/pilot_20_dataset/images/DOC_05_final_invoice.png", "source_file": "DOC_05_final_invoice.pdf", "page_number": 1, "model_output": {"BangladeshBankDeclaration": {"Header": {"MessageIdentifier": "", "ReportingBankCode": "UCBL", "BranchRoutingNumber": "2450242", "SubmissionTimestamp": "2026-01-25T12:40:00Z", "TargetSystem": "OIMS_COMMERCIAL_INVOICE_TAB", "CircularReference": "FEOD_CIRCULAR_01_2025"}, "CommercialInvoiceDocument": {"DocumentCategory": "COMMERCIAL_INVOICE", "DocumentSubCategory": "FINAL_COMMERCIAL_INVOICE", "InvoiceNumber": "INV-2026-05-5240", "InvoiceDate": "2026-01-25", "RelatedLCNumber": "LC-UCBL-2026-057247", "ExporterDetails": {"ExporterName": "Cargill International SA", "ExporterAddress": "Chemin de Normandie 14, 1206 Geneva, Switzerland", "CountryOfExport": "Switzerland"}, "ImporterDetails": {"ImporterName": "ACI Agrolink Limited", "ImporterAddress": "ACI Centre, 245 Tejgaon I/A, Dhaka-1208", "BINNumber": "000586978-0101"}, "TermsOfTrade": {"IncotermCode": "CIF", "PortOfLoading": "Dhaka Export Processing Zone (DEPZ)", "PortOfDischarge": "Chattogram Port (BDCGP)"}, "LineItemsList": {"ItemRow": [{"ItemNumber": "1", "HSCode": "9018.12.00", "Description": "Medical Diagnostic Ultrasound Imaging Sensors & Transducers", "Quantity": "253", "UnitOfMeasure": "PCS", "UnitPrice": "12500.00", "ItemTotalAmount": "3162500.00"}]}, "InvoiceTotals": {"Currency": "USD", "SubTotalAmount": "3162500.00", "FreightCharges": "142312.50", "InsuranceCharges": "37950.00", "GrandTotalAmount": "3342762.50"}}}}, "corrected_output": {"BangladeshBankDeclaration": {"Header": {"MessageIdentifier": "", "ReportingBankCode": "UCBL", "BranchRoutingNumber": "2450242", "SubmissionTimestamp": "2026-01-25T12:40:00Z", "TargetSystem": "OIMS_COMMERCIAL_INVOICE_TAB", "CircularReference": "FEOD_CIRCULAR_01_2025"}, "CommercialInvoiceDocument": {"DocumentCategory": "COMMERCIAL_INVOICE", "DocumentSubCategory": "FINAL_COMMERCIAL_INVOICE", "InvoiceNumber": "INV-2026-05-5240", "InvoiceDate": "2026-01-25", "RelatedLCNumber": "LC-UCBL-2026-057247", "ExporterDetails": {"ExporterName": "Cargill International SA", "ExporterAddress": "Chemin de Normandie 14, 1206 Geneva, Switzerland", "CountryOfExport": "Switzerland"}, "ImporterDetails": {"ImporterName": "ACI Agrolink Limited", "ImporterAddress": "ACI Centre, 245 Tejgaon I/A, Dhaka-1208", "BINNumber": "000586978-0101"}, "TermsOfTrade": {"IncotermCode": "CIF", "PortOfLoading": "Dhaka Export Processing Zone (DEPZ)", "PortOfDischarge": "Chattogram Port (BDCGP)"}, "LineItemsList": {"ItemRow": [{"ItemNumber": "1", "HSCode": "9018.12.00", "Description": "Medical Diagnostic Ultrasound Imaging Sensors & Transducers", "Quantity": "253", "UnitOfMeasure": "PCS", "UnitPrice": "12500.00", "ItemTotalAmount": "3162500.00"}]}, "InvoiceTotals": {"Currency": "USD", "SubTotalAmount": "3162500.00", "FreightCharges": "142312.50", "InsuranceCharges": "37950.00", "GrandTotalAmount": "3342762.50"}}}}, "was_correct": true, "doc_type": "final_invoice", "action": "APPROVED", "confidence_score": 1.0, "latency_sec": 1.15, "batch_id": "synthetic_diverse_pilot_20", "synced_at": "2026-09-21T09:01:47.598389+00:00"}
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