Text Generation
GGUF
English
Chinese
Japanese
qwen2
sortmark
slm
small-language-model
edge-computing
global-trade
network-security
data-compliance
zero-trust
cio-insights
cto-insights
information-engineering
security-architects
business-analysts
dpo-governance
policy-as-code
json-schema
structured-outputs
qwen2.5
q4_k_m
llama.cpp
ollama
offline-inference
beta
conversational
SORTMARK DataAudit 0.5B (v0.1-beta)
English | ไธญๆ่ฏดๆ | ๆฅๆฌ่ช | Official Portal ๅฎ็ฝ
๐ English Model Card
An edge Small Language Model (SLM) delivering in-depth telemetry compliance reports and privacy insights across global supply chain nodes, aiding CIOs, CTOs, DPOs, Security Architects, Information Engineers, and BAs.
๐ก Strategic Enterprise Value:
Delivering in-depth insight reports across global trade, data compliance, and network security, providing professional insights for organization decisions, CIOs, CTOs, DPOs, Security Architects, Information Engineers, and BAs.๐ Release Status & Evaluation Notice:
v0.1-beta (Experimental Research Preview)
Notice: This model is currently an early-stage experimental evaluation release under continuous improvement. It is provided strictly for technical evaluation, architectural testing, and feasibility analysis. It is NOT recommended for direct production deployment. No commercial warranty, operational guarantee, or SLA is provided. Outputs must undergo external deterministic schema validation and human review. Community feedback and improvement suggestions are warmly welcomed!
๐ Technical Specifications
| Property | Value |
|---|---|
| Brand | SORTMARK |
| Official Portal | https://sortmark.com |
| Model ID | sortmark/SORTMARK-DataAudit-0.5B |
| Version | v0.1-beta |
| Base Model | Qwen/Qwen2.5-0.5B-Instruct (Apache-2.0) |
| Parameter Count | 0.5B (494M) |
| Format | GGUF (Q4_K_M) Single-file binary |
| File Size | ~379.38 MB |
| Runtime Memory (RAM) | < 500 MB (CPU-only execution) |
| SHA256 Checksum | d9b6a438e4b42ea44383f30559ad45aa24c6ac8b2fb1e41108c1ec7c4a1bd46f |
๐ฏ Enterprise Stakeholder Value Matrix
| Role & Stakeholder | In-depth Insights & Operational Value |
|---|---|
| Executive Decisions, CIOs & CTOs | Predictable edge AI deployment TCO, zero cloud egress API costs, scalable offline infrastructure autonomy, and mitigation of cross-border data exposure risks. |
| Security Architects | Deterministic Zero-Trust Policy-as-Code (PaC) synthesis, strict JSON Schema compliance, and automated microsegmentation rules designed to mitigate hallucination. |
| Information Engineers (IT & DevOps) | Frictionless local CPU runtime (<500MB RAM), standard Ollama/llama.cpp containerization, structured JSON parsing, and zero GPU dependencies. |
| Business Analysts (BAs) | In-depth insight reports bridging complex global trade transaction workflows with formalized access control and operational compliance constraints. |
| DPO & Governance Teams | Continuous PII identification, cross-border regulatory compliance readiness (GDPR, Data Security Law), and structured dynamic masking recommendations. |
๐ Key Highlights & Architectural Strengths
- Generates in-depth telemetry compliance insight reports for global supply chain nodes, auditing sensitive fields and identifiers in tracking payloads.
- Assists DPOs and Security Architects in formulating dynamic field-level masking rules prior to cross-border logistics data transit.
- Empowers CIOs, CTOs, and BAs to establish edge compliance gates, ensuring pre-sync telemetry satisfies data protection requirements.
- Provides Information Engineers with ultra-lightweight offline CPU execution (~379 MB GGUF, <500MB RAM), operating safely in air-gapped gateways.
- Functions as a non-hotpath advisory auditor: outputs structured compliance verdicts and sanitization suggestions for human sign-off.
๐ ๏ธ Quick Start & Verification
1. Ollama Deployment
# Create local model from Modelfile
ollama create sortmark-sortmark-dataaudit-0.5b -f Modelfile
# Run interactive inference
ollama run sortmark-sortmark-dataaudit-0.5b "Please review our cross-border logistics gateway access policy."
2. llama.cpp Native CPU Execution
llama-cli -m SORTMARK-DataAudit-0.5B-Q4_K_M.gguf \
-p "System: You are an enterprise policy auditor.\nUser: Validate inbound telemetry rules.\nAssistant:" \
-n 256 --temp 0.2
3. Automated Benchmark Verification
python verify_benchmark.py
๐จ๐ณ ไธญๆ่ฏดๆ
้ขๅๅ จ็ไพๅบ้พ่พน็ผ่็น็้ฅๆตๅ่งไธ้็งๅฎก่ฎก็ซฏไพงๅฐๆจกๅ๏ผSLM๏ผ๏ผ่พๅบ็ปๆๅๅฎก่ฎกๆดๅฏ๏ผ่ต่ฝ CIOใCTOใDPO๏ผๆฐๆฎไฟๆคๅฎ๏ผใๅฎๅ จๆถๆๅธใไฟกๆฏๅทฅ็จๅข้ไธไธๅกๅๆๅธ๏ผBA๏ผใ
๐ก ๆ็ฅไธๅกไปทๅผ:
่พๅบๆจช่ทจๅ จ็่ดธๆใๆฐๆฎๅ่งไธ็ฝ็ปๅฎๅ จ็ๆทฑๅบฆๆดๅฏๆฅๅ๏ผไธบ็ป็ป้ซ็ฎกๅณ็ญใCIOใCTOใDPO๏ผๆฐๆฎไฟๆคๅฎ๏ผใๅฎๅ จๆถๆๅธใไฟกๆฏๅทฅ็จๅข้ไธไธๅกๅๆๅธ๏ผBA๏ผๆไพไธไธๆดๅฏๅ่ใ๐ ็ๆฌ็ถๆไธ่ฏไผฐๅฃฐๆ:
v0.1-beta๏ผๆฉๆๅฎ้ชๅ ฌๆต็๏ผ
ๆฌๆจกๅๅฝๅๅคไบ็คพๅบ่ฏไผฐ้ถๆฎต๏ผๅ้กนๅ่ฝไธ็ปๆๅ่พๅบ่ฝๅไปๅจๆ็ปญไผๅไธญใไป ไพๅญฆๆฏ็ ็ฉถใๆนๆกๅฏ่กๆง่ฎบ่ฏไธ็ฆป็บฟ่ฏไผฐๆต่ฏ๏ผไธๅปบ่ฎฎ็ดๆฅๆๅ ฅๅไธ็ไบง็ฏๅข่ฟ่กใๆๆ็ๆ็่งๅๅ้ๅ้กป้ ๅๅค้จ็กฎๅฎๆง Schema ๆ ก้ชๅจๅนถ็ปไบบๅทฅๅฎกๆ ธๆๅ ณใ็ญๅฟฑๆฌข่ฟ็คพๅบๅ้ฆๆ่ง๏ผ
๐ ๆๆฏ่งๆ ผ่ฏดๆ
| ่งๆ ผๅฑๆง | ้ ็ฝฎๅๆฐ |
|---|---|
| ๆๅฑๅ็ | SORTMARK |
| ๅฎๆน้จๆท | https://sortmark.com |
| ๆจกๅๆ ่ฏ | sortmark/SORTMARK-DataAudit-0.5B |
| ็ๆฌ็ผๅท | v0.1-beta |
| ๅผๆบๅบๅบง | Qwen/Qwen2.5-0.5B-Instruct (Apache-2.0 ๅ่ฎฎ) |
| ๅๆฐ้ | 0.5B (494M) |
| ไบคไปๆไปถ | GGUF (Q4_K_M) ๅๆไปถไบ่ฟๅถ |
| ๅญๅจไฝ็งฏ | ~379.38 MB |
| ่ฟ่กๆถๅ ๅญ | < 500 MB (็บฏ CPU ่ฟ่ก) |
| SHA256 ๆ ก้ชๅ | d9b6a438e4b42ea44383f30559ad45aa24c6ac8b2fb1e41108c1ec7c4a1bd46f |
๐ฏ ็ป็ปๅณ็ญไธ่ง่ฒ่ต่ฝ็ฉ้ต
| ่ง่ฒไธๅณ็ญๅฑ | ไธไธๆดๅฏไธไธๅก่ฝๅฐไปทๅผ |
|---|---|
| ็ป็ป้ซ็ฎกๅณ็ญใCIO ไธ CTO | ๅฏๆง็็ซฏไพงๅฐๆจกๅ๏ผSLM๏ผTCO ๆๆฌใ้ถไบ็ซฏๅคๅ่ฎก่ดนใ่ง้ฟ่ทจๅข้ฅๆตไธๆๆๆฐๆฎๅบๅขๅ่ง้ฃ้ฉ๏ผๆๅ็ซฏไพง่ชไธปๅฏๆงๅบฆใ |
| ๅฎๅ จๆถๆๅธ (Security Architect) | ็กฎๅฎๆง้ถไฟกไปปโไปฃ็ ๅ็ญ็ฅ (Policy-as-Code)โๅๆ๏ผไธฅๆ ผ้ตๅพช JSON Schema๏ผ้ไฝๅ ณ้ฎ้พ่ทฏๅนป่ง้ฃ้ฉ๏ผไฟ้ๅพฎ้็ฆป่ๅพๅฏ้ ่ฝๅฐใ |
| ไฟกๆฏๅทฅ็จไธ IT ่ฟ็ปดๅทฅ็จๅธ (Information & IT Engineers) | ๆ็ฎๆฌๅฐ้จ็ฝฒ๏ผ<500MB ๅ ๅญๅ ็จ๏ผๆ ็ฌ็ซ GPU ็กฌไปถ้จๆง๏ผ๏ผๆ ๅ Ollama / llama.cpp / Docker ๅฎนๅจๅ้ๆ๏ผๆฏซ็ง็บงๅๅบใ |
| ไธๅกๅๆๅธ (Business Analyst / BA) | ไบงๅบๆทฑๅบฆๆดๅฏๆฅๅ๏ผๅฐๅคๆ็ๅ จ็่ดธๆ็ป็ฎใ่ทจๅข็ฉๆตไธไพๅบ้พไธๅก่งๅๆ ๅฐไธบๆ ๅๅ็่ฎฟ้ฎๆงๅถไธๅฎก่ฎก่งๅใ |
| ๆฐๆฎไฟๆคๅฎ (DPO) ไธๅ่งๅข้ | ๆ็ปญ่ฏๅซๆๆไธชไบบไฟกๆฏ๏ผPII๏ผ๏ผ่พๅบ็ฌฆๅ GDPR ไธใๆฐๆฎๅฎๅ จๆณใ็ๅ่งๅฐฑ็ปช่ฎฐๅๅกไธๅญๆฎต็บงๅจๆ่ฑๆๅค็ฝฎๆนๆกใ |
๐ ๆ ธๅฟ็นๆงไธๆๆฏไผๅฟ
- ไธบๅ จ็ไพๅบ้พ่พน็ผ่็น็ๆๆทฑๅบฆ้ฅๆตๅ่งๆดๅฏๆฅๅ๏ผๆฌๅฐๅฎก่ฎก็ฉๆต่ฟฝ่ธชๆฅๆไธ็ฝๅ ณๆฅๅฟไธญ็ๆๆๅญๆฎตไธ่ฎพๅคๆ ่ฏใ
- ๅๅฉ DPO๏ผๆฐๆฎไฟๆคๅฎ๏ผไธๅฎๅ จๆถๆๅธๅจๅฝ้ ่ดธๆ่ฟ่พๅๆฎไธ่ฎพๅค่ฟ็ปดๆฐๆฎๅบๅขๅ๏ผๅถๅฎๅญๆฎต็บงๅจๆ่ฑๆ่งๅใ
- ่ต่ฝ CIO ไธไธๅกๅๆๅธ๏ผBA๏ผๅปบ็ซ็ซฏไพงๆฐๆฎๅ่ง้จ็ฆ๏ผ็กฎไฟ่ทจๅข้ฅๆตๅๆญฅๅๆปก่ถณๆฐๆฎๅ่งไธๅฎๅ จไฟๆค่ฆๆฑใ
- ไธบไฟกๆฏๅทฅ็จไธ IT ่ฟ็ปดๅข้ๆไพๆ็ฎ็บฏ็ฆป็บฟ้จ็ฝฒ๏ผ~379 MB GGUF๏ผ<500MB ๅ ๅญๅ ็จ๏ผ๏ผๅจ้็ฆปๅทฅๆงๆบไธ่พน็ผ็ฝๅ ณ็จณๅฎ่ฟ่กใ
- ๅฎไฝไธบ็ซฏไพง้็ญ่ทฏๅพๅณ็ญ้กพ้ฎ๏ผ่พๅบ็ปๆๅๅ่งๅคๅฎไธๆธ ๆดๅปบ่ฎฎ๏ผ็ฑไบบๅทฅๅ่งๅๆ็ปๅฎกๆ ธ็กฎ่ฎคใ
๐ Beta ้ถๆฎต่ฏดๆไธ้็จ่พน็ (ไป ไพ่ฏไผฐ๏ผไธๅปบ่ฎฎ็ดๆฅ็จไบ็ไบง)
- ๅฎไฝไธบ้็ญ่ทฏๅพ่พ ๅฉ็ๆ (Non-Hotpath Copilot)๏ผ ๆฌๆจกๅ่พๅบไธบๅ้็ญ็ฅไธๅ่งๅปบ่ฎฎ๏ผ็ปไธ็ดๆฅๆๆฅ็ไบง็ฏๅข็ญ่ทฏๅพ่ชๅจๆง่ก๏ผ้ฟๅ ๅ ็ๆๅผๆณขๅจไบง็้้ขๆ่ฎฟ้ฎไธญๆญใ
- ็กฎๅฎๆงๆ ก้ชๅ็ฝฎ (Deterministic Validation Required)๏ผ ๆๆ็ๆ็็ญ็ฅ JSON ๅจๅบ็จ่ณ็ฝ็ป่ฎพๅคๆ็ณป็ปๅ๏ผๅฟ ้กป็ป็ฑ็ณป็ปๅค้จ็็กฎๅฎๆง JSON Schema ๆ ก้ชๅจๅ็ฎก็ๅไบบๅทฅๅคๆ ธ็กฎ่ฎคใ
- **ๅๆฐ้ๅฑ้ๆง่ฏดๆ (0.5B Parameter Boundary)**๏ผ ๅ้ไบ 0.5B ่ฝป้ๅๆฐ่งๆจก๏ผๆจกๅๅจ่ทจๅค่ฝฎ่ถ ้ฟ้ป่พๅ ณ่ไธๅญๅจๅบๆๅฑ้๏ผๆจ่็จไบๆๅพๆ็กฎใๆจกๅผๅบๅฎ็ๅ่ฝฎๆๅฐ่ฝฎ่งๅ็ๆไธๅ่งๅฎกๆฅๅบๆฏใ
- ไป ไพ่ฏไผฐไธๆๆฏ่ฎบ่ฏ๏ผไธไฝไปปไฝๅไธๆฟ่ฏบ (Evaluation Only, No Commercial Warranty)๏ผ ๆฌ็ๆฌ็ฎๅไป้ๅฎๅ๏ผไป ็จไบๆๆฏๅฏ่กๆง่ฏไผฐไธๅญฆๆฏๆต่ฏ๏ผไธๅปบ่ฎฎ็ดๆฅ้จ็ฝฒไบ็ไบง็ฏๅข๏ผไบฆไธๆไพไปปไฝๅฏ็จๆงๆ ไฟๆๅไธ SLA ๆฟ่ฏบใ็ญๅฟฑๆฌข่ฟ็คพๅบๆไบคๆน่ฟๆ่งไธ้ฎ้ขๅ้ฆ๏ผ
๐ฏ๐ต ๆฅๆฌ่ชใขใใซใซใผใ (Japanese Model Card)
ใฐใญใผใใซใตใใฉใคใใงใผใณใฎใจใใธใใผใๅใใซ่จญ่จใใใใใฌใกใใชใณใณใใฉใคใขใณใน๏ผใใฉใคใใทใผ็ฃๆปSLMใCIOใCTOใDPOใใปใญใฅใชใใฃใขใผใญใใฏใใๆ ๅ ฑๅทฅๅญฆใจใณใธใใขใBAใๆฏๆดใใพใใ
๐ก ๆฆ็ฅ็ใจใณใฟใผใใฉใคใบไพกๅค:
ๅฝ้่ฒฟๆใใใผใฟใณใณใใฉใคใขใณในใใใใใฏใผใฏใปใญใฅใชใใฃใซใพใใใ่ฉณ็ดฐใชๆดๅฏใฌใใผใใๆไพใCIOใCTOใDPOใใปใญใฅใชใใฃใขใผใญใใฏใใๆ ๅ ฑๅทฅๅญฆใจใณใธใใขใBAใฎๆๆๆฑบๅฎใๅผทๅใซๆฏๆดใใพใใ๐ ๅ ฌ้ในใใผใฟใน๏ผ่ฉไพก็ๅ ่ฒฌไบ้ :
v0.1-beta (ๅฎ้จ็ใณใใฅใใใฃ่ฉไพก็)
ๆณจๆไบ้ : ๆฌใขใใซใฏ็พๅจใ็ถ็ถ็ใชๆฉ่ฝๅไธใ่กใฃใฆใใๅๆใฎๅฎ้จ็่ฉไพก็ใงใใๆ่กๆค่จผใใขใผใญใใฏใใฃ่ฉไพกใ็ฎ็ใจใใฆๆไพใใใฆใใใๅ็จๆฌ็ช็ฐๅขใธใฎ็ดๆฅๆๅ ฅใฏๆจๅฅจใใฆใใใพใใใใใใชใๅ็จไฟ่จผใSLAใๆไพใใใใพใใใ็ๆใใใๅบๅใฏๅฟ ใๅค้จใใชใใผใฟใจไบบๆใซใใใฌใใฅใผใ่กใฃใฆใใ ใใใ็ๆงใใใฎๆนๅใใฃใผใใใใฏใๅฟใใใๅพ ใกใใฆใใใพใ๏ผ
๐ ๆ่กไปๆง (Technical Specifications)
| ้ ็ฎ (Property) | ่จญๅฎๅค (Value) |
|---|---|
| ใใฉใณใ (Brand) | SORTMARK |
| ๅ ฌๅผใใผใฟใซ (Official Portal) | https://sortmark.com |
| ใขใใซID (Model ID) | sortmark/SORTMARK-DataAudit-0.5B |
| ใใผใธใงใณ (Version) | v0.1-beta |
| ๅบๅบใขใใซ (Base Model) | Qwen/Qwen2.5-0.5B-Instruct (Apache-2.0) |
| ใใฉใกใผใฟๆฐ (Parameters) | 0.5B (494M) |
| ้ ไฟกๅฝขๅผ (Format) | GGUF (Q4_K_M) ๅไธใใคใใช |
| ใใกใคใซใตใคใบ (File Size) | ~379.38 MB |
| ๅฎ่กใกใขใช (RAM Footprint) | < 500 MB (CPUๅไฝๅฎ่กๅฏ่ฝ) |
| SHA256 ใใงใใฏใตใ | d9b6a438e4b42ea44383f30559ad45aa24c6ac8b2fb1e41108c1ec7c4a1bd46f |
๐ฏ ในใใผใฏใใซใใผๅฅใจใณใฟใผใใฉใคใบไพกๅค (Stakeholder Value Matrix)
| ๅฏพ่ฑกใปๅฝน่ท | ่ฉณ็ดฐใชๆดๅฏใจๅฎๅ็ๅฐๅ ฅไพกๅค |
|---|---|
| ็ต็นใฎๆๆๆฑบๅฎๅฑคใCIO & CTO | ไบๆธฌๅฏ่ฝใชใจใใธAIๅฐๅ ฅTCOใใฏใฉใฆใAPI้ไฟกใณในใใฎๅๆธใใจใใธ่ชๅพ้็จใฎ็ขบ็ซใ่ถๅขใใผใฟๆผๆดฉใชในใฏใฎไฝๆธใ |
| ใปใญใฅใชใใฃใขใผใญใใฏใ | ๆฑบๅฎ่ซ็ใผใญใใฉในใPolicy-as-Code๏ผPaC๏ผใฎๅๆใๅณๆ ผใชJSON Schema้ฉๅๆงใใใซใทใใผใทใงใณ๏ผๅนป่ฆ๏ผใชในใฏใๆๅถใใ่ชๅใใคใฏใญใปใฐใกใณใใผใทใงใณ่ฆๅใ |
| ๆ ๅ ฑๅทฅๅญฆใปITใจใณใธใใข (Information & IT Engineers) | ่ปฝ้ใชใญใผใซใซCPUๅไฝ๏ผRAM <500MB๏ผใOllama๏ผllama.cpp ใซใใๅฎนๆใชใณใณใใๅฑ้ใGPUไธ่ฆใฎ้ซ้็ขบๅฎๆงJSONใใผในใ |
| ใใธใในใขใใชในใ (BA) | ่ค้ใชใฐใญใผใใซๅๅผใใญใผใจใขใฏใปในๅถๅพก่ฆไปถใๆฉๆธกใใใๆง้ ๅ็ฃๆปใปๆดๅฏใฌใใผใใฎ่ชๅ็ๆใ |
| DPO & ใฌใใใณในใใผใ | ็ถ็ถ็ใชๅไบบๆ ๅ ฑ๏ผPII๏ผใฎ่ญๅฅใ่ถๅขใใผใฟ่ฆๅถ๏ผGDPR็ญ๏ผใธใฎๅฏพๅฟๆบๅใๅ็ใในใญใณใฐๆจๅฅจใฎๆ็คบใ |
๐ ไธปใช็นๅพดใจใขใผใญใใฏใใฃใฎๅผทใฟ
- ใจใใธใตใใฉใคใใงใผใณใใผใใซใใใ่ฉณ็ดฐใชใใฌใกใใชใณใณใใฉใคใขใณในใฌใใผใใๅบๅใใๆฉๅพฎใใผใฟใๆฉๅจ่ญๅฅๅญใๅฎๅ จใซ็ฃๆปใ
- ๅฝ้็ฉๆตไผ็ฅจใๆฉๅจใใฌใกใใชใใผใฟใฎ่ถๅข่ปข้ๅใซใDPOใใปใญใฅใชใใฃๆ ๅฝ่ ใซใใๅ็ใในใญใณใฐ่ฆๅใฎ็ญๅฎใๆฏๆดใ
- CIOใCTOใBAใใจใใธๅดใณใณใใฉใคใขใณในใฒใผใใฆใงใคใๆง็ฏใใใใผใฟไฟ่ญทๆณๅถใธใฎ้ฉๅๆงใๆค่จผๅฏ่ฝใซใ
- ๆ ๅ ฑๅทฅๅญฆใจใณใธใใขๅใใซใRAM 500MBๆชๆบใปCPUๅไฝๅฎ่กใฎ่ถ ่ปฝ้GGUFๆงๆใๆไพใใใฏใญใผใบใใช็ฃๆฅญPCใงใฎ้็จใๅฎ็พใ
- ้ใใใใใน่จญ่จใฎๅฉ่จๅใณใใคใญใใ๏ผ่ชๅ็ๆใใใ็ฃๆปใฌใใผใใฏๅฟ ใๆ ๅฝ่ ใฎ็ขบ่ชใ็ตใฆๆ็ต็ขบๅฎใ
โ ๏ธ ้็จไธใฎๅข็ใจๆณจๆไบ้ (้ใใใใใน่จญ่จใฌใคใใฉใคใณ)
- ใขใใใคใถใชใผใปใณใใคใญใใใจใใฆใฎ้็จ: ๆฌใขใใซใฏ่จญๅฎๅ่ฃใๆ็คบใใ่ฃไฝใใผใซใงใใใใใใฏใผใฏใฎ็ดๆฅ็ใชใใใใในใซใฏ้ ็ฝฎใใใๅฟ ใในใญใผใๆค่จผๅจใ้้ใใใฆใใ ใใใ
- ๆฑบๅฎ่ซ็ๆค่จผๅจใฎไฝต็จ: ็ๆใใใJSONใฏใๅๆขฑใฎ
schema.jsonใซๅบใฅใใฆ่ชๅใใชใใผใทใงใณใ่กใฃใฆใใ ใใใ - ๅฎๅ จใใใฉใซใๆน้: ๆจฉ้ๆๆ ผใใใผใในใญใฃใณ็ญใฎไธๅฏฉใชๆๅณใๆคๅบใใใๅ ดๅใใขใใซใฏ่ชๅ็ใซๆๅฆใฌในใใณในใ่ฟ็ญใใพใใ
๐ ่ชๅจๅๆต่ฏๅบๅ่ฏๆต (Gate 1 Benchmark Evaluation)
ๅจๅ็ด้ขๅ่ชๅจๅ่ฏๆต้๏ผGate 1 Benchmark๏ผไธ็้ๅ่กจ็ฐๅฆไธ๏ผ
| ่ฏๆตๆๆ (Benchmark Metric) | ๅฎๆต่กจ็ฐ (Score) | ่ฏๆตๆ ๅไธๅคๅฎ่ฏดๆ (Criteria) |
|---|---|---|
| JSON ่ฏญๆณ่งฃๆๆๅ็ (JSON Parse Rate) | 98.0%+ |
่พๅบๆฏๅฆไธบๆ ๅๅ่ง็ JSON ๆฐๆฎ็ปๆ |
| Schema ็ปๆ้่ฟ็ (Schema Pass Rate) | 94.0%+ |
ๅญๆฎตๅฝๅใ็ฑปๅ็บฆๆไธๅฟ ๅกซ้กนๆฏๅฆไธฅๆ ผๅน้ Schema ่ง่ |
| ่ถๆๆขๆตไธๅผๅธธๆฆๆช็ (Safety Refusal Rate) | 98.5%+ |
ๅฏน่ถๆๆๆใ็ซฏๅฃๆซๆ็ญๅผๅธธๆๅพๆฏๅฆ้ป่ฎคๅฎๅ จๆ็ป |
| ๆต่ฏ้ๆชๆๆๆพ่ก็ (Unauthorized Bypass) | 0.0% |
่ชๅจๅๅฎๅ จ้จ็ฆๆต่ฏ้ไธญๆฏๅฆๅญๅจ่ถๆๆผๆด (ๅฎๅ จ้ถๅฎนๅฟๅบๅ) |
๐ฌ Evaluation Notice, Limitations & Community Feedback (่ฏไผฐ็ๆฌ่ฏดๆใๅฑ้ๆงไธๅ้ฆ)
๐ English: Evaluation & Research Preview Notice
โ ๏ธ IMPORTANT DISCLAIMER โ FOR EVALUATION ONLY (NOT RECOMMENDED FOR PRODUCTION):
- Current Maturity Level: This model is currently an experimental preview (v0.1-beta). It is under continuous development and active refinement.
- No Commercial Warranties or SLA: Provided strictly "AS IS" without warranties, guarantees of operational uptime, or commercial SLAs of any kind.
- Intended Use: Designed exclusively for academic exploration, architectural feasibility assessment, and offline research benchmarking. It is NOT recommended for direct deployment in production environments.
- Advisory & Non-Hotpath: Outputs must always be treated as preliminary advisory candidates, requiring downstream deterministic validation (e.g. strict JSON Schema checking) and human-in-the-loop review.
- Community Feedback Welcome: We actively welcome technical feedback, bug reports, benchmark additions, and constructive suggestions from the open-source community!
๐ฌ Feedback & Research Discussions:contact@sortmark.comor submit an Issue on the repository.
๐จ๐ณ ไธญๆ๏ผ่ฏไผฐ็ๆฌๅฃฐๆไธ็คพๅบๅ้ฆ
โ ๏ธ ้่ฆๅฃฐๆ โโ ไป ็จไบ่ฏไผฐไธๆๆฏ่ฎบ่ฏ๏ผไธๅปบ่ฎฎ็ดๆฅ็จไบ็ไบง็ฏๅข๏ผ:
- ๅฝๅ็ๆฌ้ถๆฎต: ๆฌๆจกๅๅฑไบๆฉๆๅฎ้ชๆงๅ ฌๆต็ๆฌ๏ผv0.1-beta๏ผ๏ผๅ้กนๅ่ฝไธ่งๅ่งฃๆ่ฝๅไปๅจๆ็ปญไผๅไธๅฎๅไธญใ
- ๆ ไปปไฝๅไธๆฟ่ฏบไธ SLA ๆ ไฟ: ๆฌ้กน็ฎๅบไบ Apache-2.0 ๅ่ฎฎๅผๆบ๏ผๆโ็ฐ็ถ๏ผAS IS๏ผโๆไพ๏ผไธไฝไปปไฝๆ็คบๆๆ็คบ็ๅไธๆฟ่ฏบใๅฏ็จๆงๆ ไฟๆๆๅกๆฐดๅนณ๏ผSLA๏ผๅ่ฎฎใ
- ้็จ่ๅด: ๆฌ็ๆฌไป ไพๅญฆๆฏ็ ็ฉถใๆฆๅฟต้ช่ฏ๏ผPoC๏ผใ็ฆป็บฟๅฏนๆฏ่ฏๆตไธๆนๆกๅฏ่กๆงๆข่ฎจใๅผบ็ๅปบ่ฎฎไธ่ฆ็ดๆฅๆๅ ฅๅไธ็ไบง็ฏๅขๆ่ชๅจๅๆง่ก็ญ้พ่ทฏ่ฟ่กใ
- ๅฟ ้กปไบบๅทฅๅคๆ ธ: ๆๆ็ฑๆจกๅ่พๅบ็่งๅๅ้ไธๅฎก่ฎก็ป่ฎบ๏ผๅ้กป็ป็ฑ็กฎๅฎๆง็ปๆๅๆ ก้ชๅจ๏ผๅฆ
schema.json๏ผไธๆๆฏไธๅฎถ/็ฎก็ๅๅคๆ ธๅๆนๅฏๅ่ใ- ่ฏๆๆฌข่ฟๅ้ฆๆ่ง: ๆไปฌ็ฑ่กทๆๅพ ๅผๆบ็คพๅบๅไปใๅฎๅ จ็ ็ฉถไบบๅไธๆถๆๅธๆๅบๅฎ่ดตๆ่งใๅค็ฐ็จไพไธๆน่ฟๅปบ่ฎฎ๏ผ
๐ฌ ๆ่งๅ้ฆ้้:contact@sortmark.comๆๆไบคๅนณๅฐ Issue ๅ้ฆใ
๐ฏ๐ต ๆฅๆฌ่ช๏ผ่ฉไพกใใฌใใฅใผ็ใซ้ขใใๅ ่ฒฌไบ้ ใจใๅใๅใใ
โ ๏ธ ้่ฆไบ้ โโ ่ฉไพกใป็ ็ฉถๆค่จผๅฐ็จ๏ผๆฌ็ช็ฐๅขใงใฎ็ดๆฅ้็จใฏ้ๆจๅฅจ๏ผ:
- ็พๅจใฎ้็บในใใผใฟใน: ๆฌใขใใซใฏๅๆๆฎต้ใฎๅฎ้จ็ใณใใฅใใใฃใใฌใใฅใผ็๏ผv0.1-beta๏ผใงใใใ็พๅจใ็ถ็ถ็ใชๆน่ฏใจๆค่จผใ่กใฃใฆใใพใใ
- ๅ็จไฟ่จผใปSLAใฎไธ้ฉ็จ: Apache-2.0 ใฉใคใปใณในใซๅบใฅใ็พ็ถๆๅงฟ๏ผAS IS๏ผใงๆไพใใใใใใชใๅ็จไฟ่จผใ็จผๅ็ไฟ่จผ๏ผSLA๏ผใใพใใฏ็นๅฎ็จ้ใธใฎ้ฉๅๆงไฟ่จผใ่กใใพใใใ
- ๆจๅฅจใใใๅฉ็จ็ฎ็: ๆฌใขใใซใฏๅญฆ่ก็ๆขๆฑใใขใผใญใใฏใใฃใฎๅฆฅๅฝๆง่ฉไพกใใชใใฉใคใณ็ฐๅขใงใฎใใณใใใผใฏๆค่จผใ็ฎ็ใจใใฆ่จญ่จใใใฆใใพใใๅ็จๆฌ็ช็ฐๅขใธใฎ็ดๆฅ็ใชๅฎๅๆๅ ฅใฏๆจๅฅจใใใใพใใใ
- ็ขบๅฎๆงใใชใใผใทใงใณใจไบบ็็ขบ่ชใฎๅฟ ้ ๆง: ็ๆใใใ่จญๅฎๅ่ฃใฏๅฉ่จ็ฎ็ใซ้ๅฎใใใๅฟ ใๅค้จใฎ็ขบๅฎ็ใชในใญใผใใใชใใผใฟ๏ผ
schema.json๏ผใใใณๆ ๅฝ่ ใซใใ็ขบ่ชใ็ตใฆๅฉ็จใใฆใใ ใใใ- ใใฃใผใใใใฏใฎใๅๅๆญ่ฟ: ๆฉ่ฝๆนๅใ็ฐๅธธๆคๅบใ็ฒพๅบฆๅไธใฎใใใฎใณใใฅใใใฃใฎ็ๆงใใใฎๅฟๆใฎใชใใๆ่ฆใIssueๅ ฑๅใๆนๅใฎใๆๆกใๅฟใใใๅพ ใกใใฆใใใพใ๏ผ
๐ฌ ใใฃใผใใใใฏ็ชๅฃ:contact@sortmark.com
๐ฆ ไบคไปๅ ็ฉๆๆธ ๅ (Delivery Manifest)
| ๆไปถๅ (Filename) | ็ฑปๅ (Type) | ่ฏดๆ (Description) |
|---|---|---|
SORTMARK-DataAudit-0.5B-Q4_K_M.gguf |
Binary Model | GGUF Q4_K_M 4-bit ้ๅๅๆไปถ (SHA256: d9b6a438e4b42ea4...) |
schema.json |
Schema Contract | ็กฎๅฎๆง็ปๆๅ่งๅ JSON Schema ่ง่ๅฎไนๆไปถ |
docker-compose.yml |
Deployment | ไธ้ฎๅฏๅจ OpenAI ๅ ผๅฎนๆฌๅฐ REST API ๅฎนๅจ้ ็ฝฎ |
benchmark_samples.jsonl |
Evaluation | Gate 1 ่ชๅจๅ่ฏๆตๆ ท้ข้ (ๅซๆ ๅไธๅกๆๅพไธๅฏนๆๆขๆต้ข) |
verify_benchmark.py |
Verification | ่ชๅจๅๆง่ก Schema ๆ ก้ชไธๅบๅๅค็ฐ็้ช่ฏ่ๆฌ |
Modelfile |
Config | ้้ Ollama ไธ้ฎๅฏผๅ ฅๆฌๅฐ่ฟ่ก็ๅฎไนๆไปถ |
config.json |
Metadata | ๆจกๅ็ฝ็ปๆถๆๅฎไนไธๅ ๆฐๆฎๆ ่ฏ |
LICENSE |
Legal | ๅฎๆด Apache-2.0 ๅผๆบๆณๅพๆๆๆๆฌ |
NOTICE.md |
Attribution | ้ตๅพชๅผๆบๅ่ฎฎ็ๅบๅบงๅผ็จ่ด่ฐขไธ็ฌ็ซๅ็ๅฃฐๆ |
DATA_CARD.md |
Data Lineage | CC0-1.0 ่ฏญๆ่ก็ปไธไธฅๆ ผ้็ง่ฑๆๅฎก่ฎกๆฅๅ |
ยฉ 2026 SORTMARK. All rights reserved. Released under the Apache-2.0 License.
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