Industrial AI Data Project Portfolio & Proven Results

Pioneering LLM code benchmarks, advanced STEM reasoning, embodied robotics, and domain multimodal engineering. Backed by rigorous SOP standards and top-tier researchers.

Projects Delivered
34+
Avg Quality Pass Rate
99.6%
Domain Coverage
4 Core Sectors
Quality Control
4-Tier Inspection
Showing 34 of 34 projects
HighlightsHigh-precision dataset engineering for foundational model SFT, reasoning alignment, and benchmark evaluations.
Project Scope & Challenges

Engineered with industrial-grade quality control SOPs, full traceability, and multi-tier expert verification to ensure zero hallucination and compliant delivery.

Key Outcomes & Milestones
Dataset Size
150,000+ Records
Logic Verification Pass Rate
99.8%
QA Standard
4-Tier Expert Arbitration
  • Built with rigorous verification logic and multi-tier expert review workflows.
  • 100% compliant with copyright and privacy standards, verified by comprehensive test suites.
  • Delivered ahead of schedule with proven performance improvements across client benchmark evaluations.
Delivery Specifications & Quality Standard:Standard JSONL / Parquet / Docker verification suite & ISO-grade documentation
100% Verified Compliant Delivery
HighlightsHigh-precision dataset engineering for foundational model SFT, reasoning alignment, and benchmark evaluations.
Project Scope & Challenges

Engineered with industrial-grade quality control SOPs, full traceability, and multi-tier expert verification to ensure zero hallucination and compliant delivery.

Key Outcomes & Milestones
Benchmark Cases
3,500+ Repositories
Docker Validation Rate
100%
Open-Source Coverage
500+ Leading Repositories
  • Built with rigorous verification logic and multi-tier expert review workflows.
  • 100% compliant with copyright and privacy standards, verified by comprehensive test suites.
  • Delivered ahead of schedule with proven performance improvements across client benchmark evaluations.
Delivery Specifications & Quality Standard:Standard JSONL / Parquet / Docker verification suite & ISO-grade documentation
100% Verified Compliant Delivery
HighlightsHigh-precision dataset engineering for foundational model SFT, reasoning alignment, and benchmark evaluations.
Project Scope & Challenges

Engineered with industrial-grade quality control SOPs, full traceability, and multi-tier expert verification to ensure zero hallucination and compliant delivery.

Key Outcomes & Milestones
Total Problems
1,200+ Problems
Average Test Suites
80+ per Problem
ACM Gold Medalist Review
100%
  • Built with rigorous verification logic and multi-tier expert review workflows.
  • 100% compliant with copyright and privacy standards, verified by comprehensive test suites.
  • Delivered ahead of schedule with proven performance improvements across client benchmark evaluations.
Delivery Specifications & Quality Standard:Standard JSONL / Parquet / Docker verification suite & ISO-grade documentation
100% Verified Compliant Delivery
HighlightsHigh-precision dataset engineering for foundational model SFT, reasoning alignment, and benchmark evaluations.
Project Scope & Challenges

Engineered with industrial-grade quality control SOPs, full traceability, and multi-tier expert verification to ensure zero hallucination and compliant delivery.

Key Outcomes & Milestones
Corpus Volume
45,000+ Documents
Knowledge Graph Entities
280,000+ Entities
Terminology Accuracy
99.9%
  • Built with rigorous verification logic and multi-tier expert review workflows.
  • 100% compliant with copyright and privacy standards, verified by comprehensive test suites.
  • Delivered ahead of schedule with proven performance improvements across client benchmark evaluations.
Delivery Specifications & Quality Standard:Standard JSONL / Parquet / Docker verification suite & ISO-grade documentation
100% Verified Compliant Delivery
HighlightsHigh-precision dataset engineering for foundational model SFT, reasoning alignment, and benchmark evaluations.
Project Scope & Challenges

Engineered with industrial-grade quality control SOPs, full traceability, and multi-tier expert verification to ensure zero hallucination and compliant delivery.

Key Outcomes & Milestones
Scenario Cases
8,000+ Sessions
Tool Chaining Depth
3–8 Levels
Invocation Precision
99.7%
  • Built with rigorous verification logic and multi-tier expert review workflows.
  • 100% compliant with copyright and privacy standards, verified by comprehensive test suites.
  • Delivered ahead of schedule with proven performance improvements across client benchmark evaluations.
Delivery Specifications & Quality Standard:Standard JSONL / Parquet / Docker verification suite & ISO-grade documentation
100% Verified Compliant Delivery
HighlightsHigh-precision dataset engineering for foundational model SFT, reasoning alignment, and benchmark evaluations.
Project Scope & Challenges

Engineered with industrial-grade quality control SOPs, full traceability, and multi-tier expert verification to ensure zero hallucination and compliant delivery.

Key Outcomes & Milestones
Annotated Images
80,000+ Images
Average Text Length
180+ Words per Image
Attribute Alignment Accuracy
99.5%
  • Built with rigorous verification logic and multi-tier expert review workflows.
  • 100% compliant with copyright and privacy standards, verified by comprehensive test suites.
  • Delivered ahead of schedule with proven performance improvements across client benchmark evaluations.
Delivery Specifications & Quality Standard:Standard JSONL / Parquet / Docker verification suite & ISO-grade documentation
100% Verified Compliant Delivery
HighlightsRigorous multi-step proof and STEM reasoning datasets curated by PhD-level subject matter experts.
Project Scope & Challenges

Engineered with industrial-grade quality control SOPs, full traceability, and multi-tier expert verification to ensure zero hallucination and compliant delivery.

Key Outcomes & Milestones
Problem Bank Size
20,000+ Problems
LaTeX Compilation Pass Rate
100%
PhD Peer-Review Rate
100%
  • Built with rigorous verification logic and multi-tier expert review workflows.
  • 100% compliant with copyright and privacy standards, verified by comprehensive test suites.
  • Delivered ahead of schedule with proven performance improvements across client benchmark evaluations.
Delivery Specifications & Quality Standard:Standard JSONL / Parquet / Docker verification suite & ISO-grade documentation
100% Verified Compliant Delivery
HighlightsRigorous multi-step proof and STEM reasoning datasets curated by PhD-level subject matter experts.
Project Scope & Challenges

Engineered with industrial-grade quality control SOPs, full traceability, and multi-tier expert verification to ensure zero hallucination and compliant delivery.

Key Outcomes & Milestones
Total Problems
60,000+ Items
Image-Text Alignment Accuracy
99.7%
Curriculum Coverage
100% Core STEM Syllabus
  • Built with rigorous verification logic and multi-tier expert review workflows.
  • 100% compliant with copyright and privacy standards, verified by comprehensive test suites.
  • Delivered ahead of schedule with proven performance improvements across client benchmark evaluations.
Delivery Specifications & Quality Standard:Standard JSONL / Parquet / Docker verification suite & ISO-grade documentation
100% Verified Compliant Delivery
HighlightsRigorous multi-step proof and STEM reasoning datasets curated by PhD-level subject matter experts.
Project Scope & Challenges

Engineered with industrial-grade quality control SOPs, full traceability, and multi-tier expert verification to ensure zero hallucination and compliant delivery.

Key Outcomes & Milestones
Cleaned & Ingested Items
15,000+ Problems
Copyright Compliance Rate
100%
Formula Standardization Rate
99.9%
  • Built with rigorous verification logic and multi-tier expert review workflows.
  • 100% compliant with copyright and privacy standards, verified by comprehensive test suites.
  • Delivered ahead of schedule with proven performance improvements across client benchmark evaluations.
Delivery Specifications & Quality Standard:Standard JSONL / Parquet / Docker verification suite & ISO-grade documentation
100% Verified Compliant Delivery
HighlightsRigorous multi-step proof and STEM reasoning datasets curated by PhD-level subject matter experts.
Project Scope & Challenges

Engineered with industrial-grade quality control SOPs, full traceability, and multi-tier expert verification to ensure zero hallucination and compliant delivery.

Key Outcomes & Milestones
Annotated Molecules
35,000+ Compounds
SMILES Accuracy
99.8%
Reaction Mechanism Diagrams
8,000+ Schemes
  • Built with rigorous verification logic and multi-tier expert review workflows.
  • 100% compliant with copyright and privacy standards, verified by comprehensive test suites.
  • Delivered ahead of schedule with proven performance improvements across client benchmark evaluations.
Delivery Specifications & Quality Standard:Standard JSONL / Parquet / Docker verification suite & ISO-grade documentation
100% Verified Compliant Delivery
HighlightsRigorous multi-step proof and STEM reasoning datasets curated by PhD-level subject matter experts.
Project Scope & Challenges

Engineered with industrial-grade quality control SOPs, full traceability, and multi-tier expert verification to ensure zero hallucination and compliant delivery.

Key Outcomes & Milestones
Processed Literature
120,000+ Pages
Table Reconstruction Accuracy
99.4%
Formula Extraction Completeness
99.6%
  • Built with rigorous verification logic and multi-tier expert review workflows.
  • 100% compliant with copyright and privacy standards, verified by comprehensive test suites.
  • Delivered ahead of schedule with proven performance improvements across client benchmark evaluations.
Delivery Specifications & Quality Standard:Standard JSONL / Parquet / Docker verification suite & ISO-grade documentation
100% Verified Compliant Delivery
HighlightsRigorous multi-step proof and STEM reasoning datasets curated by PhD-level subject matter experts.
Project Scope & Challenges

Engineered with industrial-grade quality control SOPs, full traceability, and multi-tier expert verification to ensure zero hallucination and compliant delivery.

Key Outcomes & Milestones
Language Coverage
12 National Languages
Exam Papers Collected
25,000+ Sets
Bilingual Alignment Accuracy
99.3%
  • Built with rigorous verification logic and multi-tier expert review workflows.
  • 100% compliant with copyright and privacy standards, verified by comprehensive test suites.
  • Delivered ahead of schedule with proven performance improvements across client benchmark evaluations.
Delivery Specifications & Quality Standard:Standard JSONL / Parquet / Docker verification suite & ISO-grade documentation
100% Verified Compliant Delivery
HighlightsPixel-level spatial and temporal multimodal annotation for robotic grasping and autonomous agents.
Project Scope & Challenges

Engineered with industrial-grade quality control SOPs, full traceability, and multi-tier expert verification to ensure zero hallucination and compliant delivery.

Key Outcomes & Milestones
Annotated Frames
180,000+ Frames
Mask Boundary Error
< 2 Pixels
Pose Angle Error
< 1.5 Degrees
  • Built with rigorous verification logic and multi-tier expert review workflows.
  • 100% compliant with copyright and privacy standards, verified by comprehensive test suites.
  • Delivered ahead of schedule with proven performance improvements across client benchmark evaluations.
Delivery Specifications & Quality Standard:Standard JSONL / Parquet / Docker verification suite & ISO-grade documentation
100% Verified Compliant Delivery
HighlightsPixel-level spatial and temporal multimodal annotation for robotic grasping and autonomous agents.
Project Scope & Challenges

Engineered with industrial-grade quality control SOPs, full traceability, and multi-tier expert verification to ensure zero hallucination and compliant delivery.

Key Outcomes & Milestones
Trajectory Samples
50,000+ Sequences
Hazardous Motion Recall
99.9%
Audit Agreement
98.8%
  • Built with rigorous verification logic and multi-tier expert review workflows.
  • 100% compliant with copyright and privacy standards, verified by comprehensive test suites.
  • Delivered ahead of schedule with proven performance improvements across client benchmark evaluations.
Delivery Specifications & Quality Standard:Standard JSONL / Parquet / Docker verification suite & ISO-grade documentation
100% Verified Compliant Delivery
HighlightsPixel-level spatial and temporal multimodal annotation for robotic grasping and autonomous agents.
Project Scope & Challenges

Engineered with industrial-grade quality control SOPs, full traceability, and multi-tier expert verification to ensure zero hallucination and compliant delivery.

Key Outcomes & Milestones
Multi-Camera Footage
600+ Hours
Synchronization Error
< 10 ms
Atomic Action Labels
350,000+ Steps
  • Built with rigorous verification logic and multi-tier expert review workflows.
  • 100% compliant with copyright and privacy standards, verified by comprehensive test suites.
  • Delivered ahead of schedule with proven performance improvements across client benchmark evaluations.
Delivery Specifications & Quality Standard:Standard JSONL / Parquet / Docker verification suite & ISO-grade documentation
100% Verified Compliant Delivery
HighlightsPixel-level spatial and temporal multimodal annotation for robotic grasping and autonomous agents.
Project Scope & Challenges

Engineered with industrial-grade quality control SOPs, full traceability, and multi-tier expert verification to ensure zero hallucination and compliant delivery.

Key Outcomes & Milestones
Long Task Sequences
4,000+ Workflows
Average Sub-Steps
25–40 per Task
Causal Dependency Coverage
100%
  • Built with rigorous verification logic and multi-tier expert review workflows.
  • 100% compliant with copyright and privacy standards, verified by comprehensive test suites.
  • Delivered ahead of schedule with proven performance improvements across client benchmark evaluations.
Delivery Specifications & Quality Standard:Standard JSONL / Parquet / Docker verification suite & ISO-grade documentation
100% Verified Compliant Delivery
HighlightsPixel-level spatial and temporal multimodal annotation for robotic grasping and autonomous agents.
Project Scope & Challenges

Engineered with industrial-grade quality control SOPs, full traceability, and multi-tier expert verification to ensure zero hallucination and compliant delivery.

Key Outcomes & Milestones
Subject Identities
500+ Unique IDs
Samples per Identity
80–120 Images
Facial Embedding Similarity
> 0.92
  • Built with rigorous verification logic and multi-tier expert review workflows.
  • 100% compliant with copyright and privacy standards, verified by comprehensive test suites.
  • Delivered ahead of schedule with proven performance improvements across client benchmark evaluations.
Delivery Specifications & Quality Standard:Standard JSONL / Parquet / Docker verification suite & ISO-grade documentation
100% Verified Compliant Delivery
HighlightsPixel-level spatial and temporal multimodal annotation for robotic grasping and autonomous agents.
Project Scope & Challenges

Engineered with industrial-grade quality control SOPs, full traceability, and multi-tier expert verification to ensure zero hallucination and compliant delivery.

Key Outcomes & Milestones
Video Clips
15,000+ Sequences
Frame-by-Frame Tracking
30 fps Full Annotation
Artifact Detection Rate
99.6%
  • Built with rigorous verification logic and multi-tier expert review workflows.
  • 100% compliant with copyright and privacy standards, verified by comprehensive test suites.
  • Delivered ahead of schedule with proven performance improvements across client benchmark evaluations.
Delivery Specifications & Quality Standard:Standard JSONL / Parquet / Docker verification suite & ISO-grade documentation
100% Verified Compliant Delivery
HighlightsPixel-level spatial and temporal multimodal annotation for robotic grasping and autonomous agents.
Project Scope & Challenges

Engineered with industrial-grade quality control SOPs, full traceability, and multi-tier expert verification to ensure zero hallucination and compliant delivery.

Key Outcomes & Milestones
3D Assets
6,000+ Objects
View Coverage
36 Orbital Views
Reconstruction Error
< 1 mm
  • Built with rigorous verification logic and multi-tier expert review workflows.
  • 100% compliant with copyright and privacy standards, verified by comprehensive test suites.
  • Delivered ahead of schedule with proven performance improvements across client benchmark evaluations.
Delivery Specifications & Quality Standard:Standard JSONL / Parquet / Docker verification suite & ISO-grade documentation
100% Verified Compliant Delivery
HighlightsPixel-level spatial and temporal multimodal annotation for robotic grasping and autonomous agents.
Project Scope & Challenges

Engineered with industrial-grade quality control SOPs, full traceability, and multi-tier expert verification to ensure zero hallucination and compliant delivery.

Key Outcomes & Milestones
Industrial Images
500,000+ Images
Defect Categories
500+ Fine-Grained Classes
Missed Defect Target
< 0.01%
  • Built with rigorous verification logic and multi-tier expert review workflows.
  • 100% compliant with copyright and privacy standards, verified by comprehensive test suites.
  • Delivered ahead of schedule with proven performance improvements across client benchmark evaluations.
Delivery Specifications & Quality Standard:Standard JSONL / Parquet / Docker verification suite & ISO-grade documentation
100% Verified Compliant Delivery
HighlightsDomain-specific speech, vision, and multimodal semantic alignment across real-world workflows.
Project Scope & Challenges

Engineered with industrial-grade quality control SOPs, full traceability, and multi-tier expert verification to ensure zero hallucination and compliant delivery.

Key Outcomes & Milestones
3D Imaging Studies
18,000+ Cases
Double-Blind Physician Review
100%
Dice Similarity Score
> 0.94
  • Built with rigorous verification logic and multi-tier expert review workflows.
  • 100% compliant with copyright and privacy standards, verified by comprehensive test suites.
  • Delivered ahead of schedule with proven performance improvements across client benchmark evaluations.
Delivery Specifications & Quality Standard:Standard JSONL / Parquet / Docker verification suite & ISO-grade documentation
100% Verified Compliant Delivery
HighlightsDomain-specific speech, vision, and multimodal semantic alignment across real-world workflows.
Project Scope & Challenges

Engineered with industrial-grade quality control SOPs, full traceability, and multi-tier expert verification to ensure zero hallucination and compliant delivery.

Key Outcomes & Milestones
Audio Duration
3,000+ Hours
Word Error Rate
< 1.8%
Timestamp Precision
< 20 ms
  • Built with rigorous verification logic and multi-tier expert review workflows.
  • 100% compliant with copyright and privacy standards, verified by comprehensive test suites.
  • Delivered ahead of schedule with proven performance improvements across client benchmark evaluations.
Delivery Specifications & Quality Standard:Standard JSONL / Parquet / Docker verification suite & ISO-grade documentation
100% Verified Compliant Delivery
HighlightsDomain-specific speech, vision, and multimodal semantic alignment across real-world workflows.
Project Scope & Challenges

Engineered with industrial-grade quality control SOPs, full traceability, and multi-tier expert verification to ensure zero hallucination and compliant delivery.

Key Outcomes & Milestones
Dialect Audio
800+ Hours
Speaker Coverage
600+ Local Speakers
IPA Coverage
100%
  • Built with rigorous verification logic and multi-tier expert review workflows.
  • 100% compliant with copyright and privacy standards, verified by comprehensive test suites.
  • Delivered ahead of schedule with proven performance improvements across client benchmark evaluations.
Delivery Specifications & Quality Standard:Standard JSONL / Parquet / Docker verification suite & ISO-grade documentation
100% Verified Compliant Delivery
HighlightsDomain-specific speech, vision, and multimodal semantic alignment across real-world workflows.
Project Scope & Challenges

Engineered with industrial-grade quality control SOPs, full traceability, and multi-tier expert verification to ensure zero hallucination and compliant delivery.

Key Outcomes & Milestones
Annotated Audio Segments
60,000+ Segments
Paralinguistic Classes
32 Emotion & State Labels
Inter-Rater Agreement
Kappa > 0.88
  • Built with rigorous verification logic and multi-tier expert review workflows.
  • 100% compliant with copyright and privacy standards, verified by comprehensive test suites.
  • Delivered ahead of schedule with proven performance improvements across client benchmark evaluations.
Delivery Specifications & Quality Standard:Standard JSONL / Parquet / Docker verification suite & ISO-grade documentation
100% Verified Compliant Delivery
HighlightsDomain-specific speech, vision, and multimodal semantic alignment across real-world workflows.
Project Scope & Challenges

Engineered with industrial-grade quality control SOPs, full traceability, and multi-tier expert verification to ensure zero hallucination and compliant delivery.

Key Outcomes & Milestones
Long Documents
10,000+ Documents
Average Visual Content
12 Images + 5,000 Words
Coreference Accuracy
99.5%
  • Built with rigorous verification logic and multi-tier expert review workflows.
  • 100% compliant with copyright and privacy standards, verified by comprehensive test suites.
  • Delivered ahead of schedule with proven performance improvements across client benchmark evaluations.
Delivery Specifications & Quality Standard:Standard JSONL / Parquet / Docker verification suite & ISO-grade documentation
100% Verified Compliant Delivery
HighlightsDomain-specific speech, vision, and multimodal semantic alignment across real-world workflows.
Project Scope & Challenges

Engineered with industrial-grade quality control SOPs, full traceability, and multi-tier expert verification to ensure zero hallucination and compliant delivery.

Key Outcomes & Milestones
Interface Screenshots
100,000+ Images
UI Element Localization
99.8%
Application Coverage
2,000+ Apps
  • Built with rigorous verification logic and multi-tier expert review workflows.
  • 100% compliant with copyright and privacy standards, verified by comprehensive test suites.
  • Delivered ahead of schedule with proven performance improvements across client benchmark evaluations.
Delivery Specifications & Quality Standard:Standard JSONL / Parquet / Docker verification suite & ISO-grade documentation
100% Verified Compliant Delivery
HighlightsDomain-specific speech, vision, and multimodal semantic alignment across real-world workflows.
Project Scope & Challenges

Engineered with industrial-grade quality control SOPs, full traceability, and multi-tier expert verification to ensure zero hallucination and compliant delivery.

Key Outcomes & Milestones
Advertising Assets
120,000+ Sets
CTR Feature Labels
45 Marketing Dimensions
Conversion Attribution Rate
98.2%
  • Built with rigorous verification logic and multi-tier expert review workflows.
  • 100% compliant with copyright and privacy standards, verified by comprehensive test suites.
  • Delivered ahead of schedule with proven performance improvements across client benchmark evaluations.
Delivery Specifications & Quality Standard:Standard JSONL / Parquet / Docker verification suite & ISO-grade documentation
100% Verified Compliant Delivery
HighlightsDomain-specific speech, vision, and multimodal semantic alignment across real-world workflows.
Project Scope & Challenges

Engineered with industrial-grade quality control SOPs, full traceability, and multi-tier expert verification to ensure zero hallucination and compliant delivery.

Key Outcomes & Milestones
Marketing Corpus
80,000+ Documents
Audience Segments
16 Segments
Advertising Compliance Review
100%
  • Built with rigorous verification logic and multi-tier expert review workflows.
  • 100% compliant with copyright and privacy standards, verified by comprehensive test suites.
  • Delivered ahead of schedule with proven performance improvements across client benchmark evaluations.
Delivery Specifications & Quality Standard:Standard JSONL / Parquet / Docker verification suite & ISO-grade documentation
100% Verified Compliant Delivery
HighlightsDomain-specific speech, vision, and multimodal semantic alignment across real-world workflows.
Project Scope & Challenges

Engineered with industrial-grade quality control SOPs, full traceability, and multi-tier expert verification to ensure zero hallucination and compliant delivery.

Key Outcomes & Milestones
Professional Data Reviewed
200,000+ Items
Disagreement Resolution Rate
100%
Expert Committee Escalation
15% Edge Cases
  • Built with rigorous verification logic and multi-tier expert review workflows.
  • 100% compliant with copyright and privacy standards, verified by comprehensive test suites.
  • Delivered ahead of schedule with proven performance improvements across client benchmark evaluations.
Delivery Specifications & Quality Standard:Standard JSONL / Parquet / Docker verification suite & ISO-grade documentation
100% Verified Compliant Delivery
HighlightsDomain-specific speech, vision, and multimodal semantic alignment across real-world workflows.
Project Scope & Challenges

Engineered with industrial-grade quality control SOPs, full traceability, and multi-tier expert verification to ensure zero hallucination and compliant delivery.

Key Outcomes & Milestones
High-Resolution Images
40,000+ Images
Inpainting Mask Precision
Single-Pixel Level
Aesthetic Scoring
8 Photography Dimensions
  • Built with rigorous verification logic and multi-tier expert review workflows.
  • 100% compliant with copyright and privacy standards, verified by comprehensive test suites.
  • Delivered ahead of schedule with proven performance improvements across client benchmark evaluations.
Delivery Specifications & Quality Standard:Standard JSONL / Parquet / Docker verification suite & ISO-grade documentation
100% Verified Compliant Delivery
HighlightsPixel-level spatial and temporal multimodal annotation for robotic grasping and autonomous agents.
Project Scope & Challenges

Engineered with industrial-grade quality control SOPs, full traceability, and multi-tier expert verification to ensure zero hallucination and compliant delivery.

Key Outcomes & Milestones
Fused Point-Cloud Frames
250,000+ Frames
3D Box Fit Accuracy
> 98.7%
Temporal Synchronization Error
< 5 ms
  • Built with rigorous verification logic and multi-tier expert review workflows.
  • 100% compliant with copyright and privacy standards, verified by comprehensive test suites.
  • Delivered ahead of schedule with proven performance improvements across client benchmark evaluations.
Delivery Specifications & Quality Standard:Standard JSONL / Parquet / Docker verification suite & ISO-grade documentation
100% Verified Compliant Delivery
HighlightsHigh-precision dataset engineering for foundational model SFT, reasoning alignment, and benchmark evaluations.
Project Scope & Challenges

Engineered with industrial-grade quality control SOPs, full traceability, and multi-tier expert verification to ensure zero hallucination and compliant delivery.

Key Outcomes & Milestones
Research Reports Processed
50,000+ Documents
Entity-Relation Extraction F1
> 96.5%
Knowledge Graph Triples
1,500,000+ Triples
  • Built with rigorous verification logic and multi-tier expert review workflows.
  • 100% compliant with copyright and privacy standards, verified by comprehensive test suites.
  • Delivered ahead of schedule with proven performance improvements across client benchmark evaluations.
Delivery Specifications & Quality Standard:Standard JSONL / Parquet / Docker verification suite & ISO-grade documentation
100% Verified Compliant Delivery
HighlightsRigorous multi-step proof and STEM reasoning datasets curated by PhD-level subject matter experts.
Project Scope & Challenges

Engineered with industrial-grade quality control SOPs, full traceability, and multi-tier expert verification to ensure zero hallucination and compliant delivery.

Key Outcomes & Milestones
VQA Pairs
90,000+ Pairs
Multi-Step Reasoning Length
4–6 Steps on Average
Human QA Pass Rate
99.7%
  • Built with rigorous verification logic and multi-tier expert review workflows.
  • 100% compliant with copyright and privacy standards, verified by comprehensive test suites.
  • Delivered ahead of schedule with proven performance improvements across client benchmark evaluations.
Delivery Specifications & Quality Standard:Standard JSONL / Parquet / Docker verification suite & ISO-grade documentation
100% Verified Compliant Delivery
HighlightsHigh-precision dataset engineering for foundational model SFT, reasoning alignment, and benchmark evaluations.
Project Scope & Challenges

Engineered with industrial-grade quality control SOPs, full traceability, and multi-tier expert verification to ensure zero hallucination and compliant delivery.

Key Outcomes & Milestones
Dialogue Sessions
45,000+ Sessions
Intent Recognition Accuracy
99.4%
Emotion Transition Accuracy
98.9%
  • Built with rigorous verification logic and multi-tier expert review workflows.
  • 100% compliant with copyright and privacy standards, verified by comprehensive test suites.
  • Delivered ahead of schedule with proven performance improvements across client benchmark evaluations.
Delivery Specifications & Quality Standard:Standard JSONL / Parquet / Docker verification suite & ISO-grade documentation
100% Verified Compliant Delivery