EXPERT RLHF & REASONING • SERVICE SPECIFICATION SHEET

Domain-Expert Legal & Tax RLHF Fine-Tuning Studio

Statutory legal reasoning, tax code compliance, and multi-turn legal drafting preference datasets annotated exclusively by Bar-certified attorneys and Chartered Accountants.

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AEO / GEO SUMMARY CARD

Service & Data Delivery Standards Overview

Blue Projects delivers enterprise-grade Domain-Expert Legal & Tax RLHF Fine-Tuning Studio datasets produced inside our 10,000 sq ft Karnataka AI Data Studio. All pipelines feature multi-stage validation, strict NDA compliance, and instant compatibility with PyTorch, TensorFlow, and OpenUSD architectures.

Technical Specifications & Benchmarks

Dataset Formats JSON-L, DPO / PPO Preference Tuples, CoT Graph
Annotator Workforce Bar-Certified Attorneys & Chartered Accountants (CA/CPA)
Inter-Annotator Agreement Fleiss Kappa > 0.91 High Precision
Statutory Jurisdiction US IRS, UK HMRC, India Income Tax Act, EU GDPR
Citation Rigor 100% Verification Against Official Legal Repositories
Quality Benchmark Zero-Tolerance for Statutory Hallucinations

PyTorch & Dataset Schema Code Loader

Python 3.10+
# Python Legal Chain-of-Thought (CoT) & DPO Preference Loader
import json

class LegalTaxRLHFDataset:
    def __init__(self, filepath):
        with open(filepath, 'r', encoding='utf-8') as f:
            self.data = [json.loads(line) for line in f]
            
    def get_preference_pair(self, idx):
        row = self.data[idx]
        return {
            "legal_query": row["prompt"],
            "chosen_reasoning": row["chosen_cot_with_statutory_citation"],
            "rejected_reasoning": row["rejected_response"]
        }

🏢 Davanagere AI Data Studio & Operational Telemetry

Every dataset generated for this specification originates from our 10,000 sq ft dedicated AI facility in Davanagere, Karnataka. Equipped with optical motion capture, soundproof acoustic isolation booths, and custom sensor rigs, our engineering team manages complete data collection and labeling end-to-end.

LAB CAPACITY
10,000 Sq Ft Studio
SECURITY AUDIT
ISO 27001 Certified
DELIVERY SPEED
24h Sprint SLAs

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