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llm-course-hw3-lora
spankevich/llm-course-hw3-lora
llm-course-hw3-lora is a text generation model from spankevich. Use it when you need the model to write or continue text. It is set up for transformers.
it was used to fine-tune OuteAI/Lite-Oute-1-300M-Instruct for tweet tone classification problem. Default model achieved 0.08 f1-score, while fine-tuned version achieved 0.53 f1-score in less than 8 minutes of fine-tun…
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.safetensors1.2 GB · 100%
At a glance
- Task
- Text Generation
- Library
- transformers
- Model type
- mistral
- Access
- Public
- Created
- Mar 27, 2025
- Updated
- Mar 29, 2025
- SHA
- e272c5a0
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Base models
Datasets
Model card
From the Hugging Face model README
Model Card for Model ID
it was used to fine-tune OuteAI/Lite-Oute-1-300M-Instruct for tweet tone classification problem. Default model achieved 0.08 f1-score, while fine-tuned version achieved 0.53 f1-score in less than 8 minutes of fine-tuning on a single A100
Prameters
LoRA was used with r=8 and alpha=16 to fine-tune "k_proj", "v_proj".
Training parameters
BATCH_SIZE = 128 LEARNING_RATE = 1e-3 NUM_EPOCHS = 1
Metrics
<!-- These are the evaluation metrics being used, ideally with a description of why. -->F1 score is 0.53 on a test set
Examples
========== Sorry bout the stream last night I crashed out but will be on tonight for sure. Then back to Minecraft in pc tomorrow night. neutral assistant neutral assistant neutral
========== Chase Headley's RBI double in the 8th inning off David Price snapped a Yankees streak of 33 consecutive scoreless innings against Blue Jays neutral assistant neutral assistant neutral
========== @user Alciato: Bee will invest 150 million in January, another 200 in the Summer and plans to bring Messi by 2017" positive assistant neutral assistant neutral
==========
- Task
- Text Generation
- Library
- transformers
- Type
- mistral
- Created
- Mar 27, 2025
- Updated
- Mar 29, 2025