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metadata
license: apache-2.0
pipeline_tag: text-classification
tags:
  - lfm2
  - data-use
  - gate
  - domain
  - multi-task

datause-classifier-multitask

Fine-tune of LiquidAI/LFM2.5-Encoder-230M with two heads: a page has_data gate and a document teratopic domain classifier.

Labels

30 teratopic sector themes (see encoder_labels.json).

Training

  • base model: LiquidAI/LFM2.5-Encoder-230M
  • epochs: 3
  • learning rate: 2e-05
  • max_length: 2048
  • precision: bf16

Evaluation (holdout)

Gate (page has_data)

  • threshold: 0.95
  • precision: 0.9409
  • recall: 0.8785
  • F1: 0.9086
  • % pages flagged negative: 0.4604

Domain (teratopic)

  • micro F1: 0.5245
  • macro F1: 0.3940
  • mean average precision: 0.5031