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Model: carsonarkova/nessie-v5-llama-3.1-8b Source: Original Platform
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README.md
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README.md
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---
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license: llama3.1
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base_model: meta-llama/Meta-Llama-3.1-8B-Instruct
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tags:
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- credential-verification
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- document-extraction
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- fine-tuned
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- arkova
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- nessie
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datasets:
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- custom
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language:
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- en
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pipeline_tag: text-generation
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model-index:
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- name: nessie-v5-llama-3.1-8b
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results:
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- task:
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type: text-generation
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name: Credential Metadata Extraction
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metrics:
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- type: weighted-f1
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value: 87.2
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name: Weighted F1
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- type: macro-f1
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value: 75.7
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name: Macro F1
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---
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# Nessie v5 (Llama 3.1 8B Fine-tune)
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**Nessie** is Arkova's credential metadata extraction model, fine-tuned from Meta Llama 3.1 8B Instruct for structured extraction of credential metadata from PII-stripped document text.
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## Model Details
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- **Base model:** meta-llama/Meta-Llama-3.1-8B-Instruct
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- **Fine-tuning:** Together AI (job ft-b8594db6-80f9)
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- **Training data:** 1,903 train + 211 validation examples
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- **Precision:** float16
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- **Context length:** 32,768 tokens
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- **Training mix:** 75% domain-specific + 25% general credential data
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## Evaluation Results (v5)
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| Metric | Value |
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|--------|-------|
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| Weighted F1 | 87.2% |
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| Macro F1 | 75.7% |
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| Mean Confidence | 72.5% |
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| Mean Accuracy | 83.5% |
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| Confidence Correlation (r) | 0.539 |
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| Mean Latency | 1,543ms |
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### Per-Type Performance (Top 10)
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| Type | Weighted F1 | Sample Size |
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|------|------------|-------------|
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| FINANCIAL | 100.0% | n=2 |
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| TRANSCRIPT | 100.0% | n=2 |
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| RESUME | 100.0% | n=2 |
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| DEGREE | 98.5% | n=11 |
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| PATENT | 97.1% | n=4 |
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| LICENSE | 96.6% | n=10 |
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| PROFESSIONAL | 95.8% | n=7 |
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| INSURANCE | 93.3% | n=4 |
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| LEGAL | 92.9% | n=3 |
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| CLE | 91.1% | n=2 |
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## Intended Use
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Nessie extracts structured metadata from PII-stripped credential text. Input is pre-processed to remove personally identifiable information before reaching the model.
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**Important:** This model must be used with its trained condensed prompt (~1.5K chars). Using the full extraction prompt (58K chars) causes 0% F1 due to prompt template mismatch.
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## Credential Types Supported
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DEGREE, LICENSE, CERTIFICATE, BADGE, SEC_FILING, LEGAL, REGULATION, PATENT, PUBLICATION, ATTESTATION, INSURANCE, FINANCIAL, MILITARY, CLE, RESUME, MEDICAL, IDENTITY, TRANSCRIPT, PROFESSIONAL, OTHER
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## Domain-Specific Adapters
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Nessie v5 includes domain-specific LoRA adapters trained on specialized corpora:
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- **SEC** (45K examples): SEC filings, financial disclosures
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- **Academic** (45K examples): Degrees, transcripts, publications
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- **Legal** (13K examples): Legal documents, bar admissions, CLE
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- **Regulatory** (13K examples): Licenses, regulations, compliance
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## Limitations
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- Only processes PII-stripped text (by design)
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- Small sample sizes for some credential types (FINANCIAL, TRANSCRIPT, RESUME at n=2)
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- fraudSignals field has 0% F1 (known limitation, under improvement)
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- Confidence calibration ECE of 11% (recalibrated via piecewise linear function)
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## Citation
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```
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@software{nessie-v5,
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title={Nessie v5: Credential Metadata Extraction Model},
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author={Arkova},
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year={2026},
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url={https://arkova.ai}
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}
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```
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## License
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This model is released under the Llama 3.1 Community License. See META's license for details.
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config.json
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|
||||
"model.layers.9.mlp.gate_proj.weight": "model-00002-of-00004.safetensors",
|
||||
"model.layers.9.mlp.up_proj.weight": "model-00002-of-00004.safetensors",
|
||||
"model.layers.9.post_attention_layernorm.weight": "model-00002-of-00004.safetensors",
|
||||
"model.layers.9.self_attn.k_proj.weight": "model-00002-of-00004.safetensors",
|
||||
"model.layers.9.self_attn.o_proj.weight": "model-00002-of-00004.safetensors",
|
||||
"model.layers.9.self_attn.q_proj.weight": "model-00002-of-00004.safetensors",
|
||||
"model.layers.9.self_attn.v_proj.weight": "model-00002-of-00004.safetensors",
|
||||
"model.norm.weight": "model-00004-of-00004.safetensors"
|
||||
}
|
||||
}
|
||||
16
special_tokens_map.json
Normal file
16
special_tokens_map.json
Normal file
@@ -0,0 +1,16 @@
|
||||
{
|
||||
"bos_token": {
|
||||
"content": "<|begin_of_text|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"eos_token": {
|
||||
"content": "<|eot_id|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
}
|
||||
}
|
||||
410563
tokenizer.json
Normal file
410563
tokenizer.json
Normal file
File diff suppressed because it is too large
Load Diff
2062
tokenizer_config.json
Normal file
2062
tokenizer_config.json
Normal file
File diff suppressed because it is too large
Load Diff
Reference in New Issue
Block a user