Retrain from scratch on dataset 4 (notebook pipeline)
Browse files- README.md +33 -0
- model.safetensors +1 -1
- special_tokens_map.json +35 -5
README.md
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---
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license: mit
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language: en
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pipeline_tag: token-classification
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tags:
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- ner
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- resume-parsing
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- cv-parser
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base_model: bert-base-uncased
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---
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# CV Parser NER — bert-base-uncased (v2)
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Token-classification model that extracts **Job Titles**, **Skills**, and
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**Education** from resumes/CVs using a BIO tag scheme.
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## Provenance
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- **Trained from scratch on dataset 4** (`resume_bio_annotated_full.csv`,
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2,483 resumes — 1,739 train / 372 val / 372 test), the team's finalized
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AI-Studio/Vertex-relabelled dataset.
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- Reproduced end-to-end with the project notebooks/scripts
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(`retokenize.py` + `train_bert_run.py`).
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- Base model: `bert-base-uncased` · epochs: 4 · learning rate: 2e-5 ·
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max_length 512 · stride 128 · seed 42.
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## Resume-level performance (dataset-4 splits)
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| split | precision | recall | F1 |
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|-------|-----------|--------|----|
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| validation | — | — | 0.5540 |
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| test | — | — | 0.5852 |
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## Labels
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`O, B-JOB_TITLE, I-JOB_TITLE, B-SKILL, I-SKILL, B-EDUCATION, I-EDUCATION`
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:
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size 435611468
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version https://git-lfs.github.com/spec/v1
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oid sha256:ffe2e4ababc52af7e9c7e4d4496eaac6ec2a6c5964eed4b82cccc2a7eb0d8959
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size 435611468
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special_tokens_map.json
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{
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"cls_token":
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}
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{
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"cls_token": {
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"content": "[CLS]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"mask_token": {
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"content": "[MASK]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"pad_token": {
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"content": "[PAD]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"sep_token": {
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"content": "[SEP]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"unk_token": {
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"content": "[UNK]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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}
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}
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