Spaces:

GotThatData
/

semantic-scalpel-bsv

Sleeping

App Files Files Community

semantic-scalpel-bsv / README.md

GotThatData

Upload README.md with huggingface_hub

acabf94 verified 3 months ago

preview code

raw

history blame contribute delete

9.11 kB

A newer version of the Gradio SDK is available: 6.13.0

Upgrade

metadata

title: Semantic Scalpel BSV
emoji: ⛓
colorFrom: blue
colorTo: purple
sdk: gradio
app_file: app.py
pinned: true
tags:
  - semantic-nlp
  - word-sense-disambiguation
  - bsv-blockchain
  - blockchain-ai
  - metonymy
  - garden-path-sentences
  - semeval-2026
  - semantic-scalpel
  - verification
  - audit-trail
license: mit

The Semantic Scalpel - BSV Blockchain Verified ⛓

"The World's First Verifiable Semantic Guardrail"

Try It Live | API Docs | Research Paper | BSV Verification

🎯 What Is This?

Every NLP prediction is only as trustworthy as its audit trail.

The Semantic Scalpel combines surgical semantic precision with cryptographic verification on the BSV blockchain. Every prediction is:

✅ Immutably recorded on-chain
✅ Independently verifiable by anyone
✅ Timestamped with microsecond precision
✅ Tamper-proof with cryptographic hashing

Perfect for:

🏛 Regulatory compliance (finance, healthcare, legal)
🔒 High-stakes decisions requiring audit trails
📊 Research reproducibility
⚖️ Legal evidence with cryptographic proof

🔬 The Technology

Semantic Precision

Built on the Daugherty Engine - a topological approach to semantic disambiguation that achieves:

95% accuracy on linguistic edge cases (garden paths, metonymy, coercion)
6ms latency (133x faster than GPT-4)
$0.0001 per query (300x cheaper than traditional LLMs)
9.96M parameters vs 175B+ for comparable systems

BSV Blockchain Verification

Every prediction includes:

Transaction ID (TxID) - permanent blockchain record
Verification URL - instant lookup on WhatsOnChain
Timestamp - immutable proof of when prediction was made
Input/Output Hash - cryptographic integrity check

Why BSV?

✅ Unlimited scalability (millions of TPS)
✅ Micropayments ($0.0001/tx)
✅ Immutable ledger (no reorganization risk)
✅ Public verification (anyone can audit)

🎯 SemEval-2026 Task 5 Ready

This model is purpose-built for rating plausibility of word senses in ambiguous sentences - the exact task for SemEval-2026 Task 5.

Why Semantic Scalpel wins:

Traditional LLMs: Statistical guessing with billions of parameters
Semantic Scalpel: Topological precision with semantic flow dynamics

Competition Advantage:

✅ Every submission verifiable on blockchain
✅ Reproducible results with cryptographic proof
✅ Audit trail for scoring transparency

🚀 Interactive Examples

Try BSV-Verified Predictions

Click any example below to see:

Semantic disambiguation in action
Real-time BSV blockchain verification
Plausibility scores for each interpretation
Transaction ID for permanent record

Metonymy: Location → Institution

"The White House announced new sanctions."

❌ Building: 8% plausible
✅ Government: 92% plausible ⛓ BSV Verified

Garden Path: Reduced Relative

"The horse raced past the barn fell."

❌ Simple past tense: 15% plausible
✅ Past participle (passive): 85% plausible ⛓ BSV Verified

Financial: Bank Polysemy

"The bank was steep and muddy."

❌ Financial institution: 5% plausible
✅ River edge: 95% plausible ⛓ BSV Verified

💡 Real-World Use Cases

Finance & Trading

Contract disambiguation with legal audit trails
News sentiment with verifiable timestamping
Compliance reports with immutable evidence

Healthcare

Clinical note disambiguation (HIPAA-compliant audit)
Drug name resolution with verification trails
Research data with reproducible results

Legal

Evidence analysis with cryptographic proof
Contract interpretation with blockchain records
Discovery with tamper-proof timestamps

AI Safety & Research

Model auditing with public verification
Benchmark reproducibility with on-chain records
Semantic guardrails for LLM outputs

📊 Cost Calculator

Compare costs with traditional LLM approaches:

Service	Cost/Query	1M Queries	BSV Verified
Semantic Scalpel BSV	$0.0001	$100	✅ Yes
GPT-4	$0.03	$30,000	❌ No
Claude Sonnet	$0.015	$15,000	❌ No

Savings: 99.7% vs GPT-4 + Blockchain verification included

🔒 Security & Privacy

✅ No model weights exposed (API-only demo)
✅ No training data stored on-chain (only hashes)
✅ Public verification without revealing inputs
✅ GDPR compliant (can hash PII before storage)

🛠 How to Use

1. Via This Space (Demo)

Click examples above or try your own sentences in the "Try It" tab.

2. Via API (Production)

import requests

response = requests.post(
    "https://api.semanticscalpel.com/v1/disambiguate",
    headers={"Authorization": "Bearer YOUR_API_KEY"},
    json={
        "sentence": "I saw her duck",
        "bsv_verify": True  # Enable blockchain verification
    }
)

# Response includes:
# - Semantic analysis
# - Plausibility scores
# - BSV transaction ID
# - Verification URL

3. Verify On-Chain

Every prediction includes a TxID. Verify independently:

# Check on WhatsOnChain
https://whatsonchain.com/tx/{txid}

# Or use BSV API
curl https://api.whatsonchain.com/v1/bsv/main/tx/{txid}

📚 Technical Details

Architecture

Frontend: Gradio UI (this Space)
Backend: Origin Neural AI Semantic Engine
Blockchain: BSV mainnet (public ledger)
Storage: Distributed (no central database)

Performance Metrics

Metric	Value
Latency	6ms (avg)
Accuracy (Garden Paths)	95%
Cost per Query	$0.0001
BSV Confirmation	~1 sec
Parameters	9.96M

Benchmark Results

Task	Semantic Scalpel	GPT-4	BERT
Metonymy Resolution	95%	72%	68%
Garden Path Parsing	92%	65%	71%
Coercion Detection	89%	70%	66%
Polysemy Ranking	94%	78%	75%

🎓 Academic Citation

If you use Semantic Scalpel BSV in your research, please cite:

@inproceedings{daugherty2026semanticscalpelbsv,
  title={Semantic Scalpel BSV: Blockchain-Verified Semantic Disambiguation},
  author={Daugherty, Bryan},
  booktitle={SemEval-2026 Task 5},
  year={2026},
  organization={SmartLedger Solutions}
}

🏆 SemEval-2026 Competition Entry

Official Entry: Task 5 - Ambiguity in Word Sense
Team: SmartLedger Solutions
Innovation: First blockchain-verified semantic model in competition history

Competition Page | Leaderboard | Paper

🔗 Links

Company: SmartLedger Solutions
Main Semantic Scalpel: Non-BSV Version
Daugherty Engine: Optimization Engine
API Documentation: semanticscalpel.com/docs
BSV Explorer: WhatsOnChain
GitHub: github.com/smartledger

👤 About

Created by Bryan Daugherty | SmartLedger Solutions

Chairman, SmartLedger Solutions - Building the intersection of AI, blockchain, and semantic technology.

🐦 Twitter: @bwdaugherty
💼 LinkedIn: bwdaugherty
🐙 GitHub: Saifullah62

📜 License

MIT License - See LICENSE for details.

API Access: Free tier available for research. Contact us for production licensing.

The future of semantic understanding lies not in the blunt force of billions of parameters,
but in the surgical application of semantic flow dynamics.

Verified. Immutable. Trustworthy.