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nishaantshah/nepglish-nlu-v3
nepglish-nlu-v3 is a machine learning model from nishaantshah. Use it for the machine learning task on the model card, and read the license before you ship it in a product. It is set up for peft. The card lists the license as llama3.
Use nishaantshah/nepglish-nlu-v4 instead. v3 was trained on a dataset whose frequency and accounttype labels were partly random (a generator bug, since repaired), and with a loss that never trained the end-of-turn token.
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From the Hugging Face model README
Use nishaantshah/nepglish-nlu-v4 instead.
v3 was trained on a dataset whose frequency and account_type labels were partly random
(a generator bug, since repaired), and with a loss that never trained the end-of-turn token.
Corrected figures for v3 (held-out test set, n = 162, measured 2026-09-14 by the project's evaluation harness with the training prompt): intent accuracy 99.38 % (161/162), intent macro-F1 98.29 %, slot micro-F1 97.0 % — frequency slot 0.72. An earlier version of this card listed a macro-F1 of 0.989, 267 test samples and a frequency-slot F1 of 0.78; none of those had a supporting measurement.
Training system prompt: Extract the intent and slots from the following NepGlish financial query.