> Update CHANGELOG.md to simplify RealKIE-FCC dataset description

Author: Bob Strahan

CHANGELOG.md

@@ -8,19 +8,9 @@ SPDX-License-Identifier: MIT-0
 ### Added
 
 - **RealKIE-FCC-Verified Dataset Auto-Deployment for Test Studio**
-  - Added fully automatic deployment of the public RealKIE-FCC-Verified dataset from HuggingFace during stack deployment with zero manual steps
-  - **Lightweight Implementation**: Uses `hf_hub_download()` API for both parquet metadata and PDF files, with `pyarrow` for efficient parquet reading - total package size ~20MB (well under 250MB Lambda limit)
-  - **Direct File Download**: Downloads original PDF files from HuggingFace repository's `/pdfs` directory and parquet metadata from `/data` directory using unified `hf_hub_download()` approach
-  - **Complete Dataset Deployment**: 75 FCC invoice documents (PDFs + ground truth) automatically deployed to TestSetBucket and registered in Test Studio
-  - **Zero User Effort**: Test set immediately available in Test Studio UI post-deployment - no manual downloads, no local files, no additional scripts
-  - **Version Control**: Dataset version pinned to CloudFormation CustomResource property enabling controlled updates when new dataset versions are released
-  - **Efficient Updates**: Skips re-download on stack updates unless dataset version changes, preventing unnecessary deployment time
-  - **Ground Truth Included**: Complete baseline data extracted from HuggingFace parquet `json_response` field in accelerator format (Agency, Advertiser, GrossTotal, PaymentTerms, AgencyCommission, NetAmountDue, LineItems)
-  - **S3 Structure**: Organized in TestSetBucket with proper `input/{doc_id}.pdf` and `baseline/{doc_id}.pdf/sections/1/result.json` structure
-  - **Lambda Implementation**: Custom Resource Lambda function (900s timeout, 2GB memory) with minimal dependencies (huggingface-hub, pyarrow, boto3, crhelper)
-  - **Single Data Source**: Everything sourced from the public HuggingFace dataset - fully reproducible and deployable anywhere
-  - **Use Cases**: Immediate testing capability after deployment, benchmark dataset for evaluating extraction performance, training and demonstration purposes
-  - **Configuration**: Controlled by `FccDatasetDeployment` CustomResource with configurable `DatasetVersion` property (default: "1.0")
+  - Automatically deploys 75 FCC invoice documents from HuggingFace public dataset during stack deployment - zero manual steps required
+  - Test set immediately available in Test Studio UI with complete ground truth for benchmarking extraction accuracy
+  - Version controlled via CloudFormation property - skips re-download on stack updates unless version changes
 
 ## [0.4.7]