llm-science-exam-mistral-7b-kaggle

Sandiago21/llm-science-exam-mistral-7b-kaggle

llm-science-exam-mistral-7b-kaggle is a machine learning model from Sandiago21. Use it for the machine learning task on the model card, and read the license before you ship it in a product.

should probably proofread and complete it, then remove this comment. --

Downloads · 30 days

Access

Public

Updated Oct 27, 2023

Repo size

2.1 GB

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Public

Hugging Face

Repo makeup

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.bin109 MB · 96%

At a glance

Access: Public
Created: Oct 15, 2023
Updated: Oct 27, 2023
SHA: f9b552c9

Datasets

STEM

Model card

From the Hugging Face model README

mistral-7b-llm-science-exam

This model is a fine-tuned version of /kaggle/input/mistral-7b/Mistral-7B-v0.1 on the llm-science-exam dataset. It achieves the following results on the evaluation set:

Loss: 0.3951
Map@3: 0.8976

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

learning_rate: 1e-05
train_batch_size: 2
eval_batch_size: 2
seed: 42
gradient_accumulation_steps: 4
total_train_batch_size: 8
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: cosine
lr_scheduler_warmup_steps: 50
num_epochs: 1

Training results

Training Loss	Epoch	Step	Validation Loss	Map@3
3.3769	0.11	50	1.8621	0.9238
1.5772	0.23	100	0.5619	0.9119
0.9202	0.34	150	0.3942	0.9095
0.9485	0.45	200	0.4117	0.8976
0.9698	0.56	250	0.4145	0.9048
0.8731	0.68	300	0.4054	0.9048
0.8929	0.79	350	0.3967	0.8976
0.9737	0.9	400	0.3951	0.8976

Framework versions

Transformers 4.34.0.dev0
Pytorch 2.0.0
Datasets 2.14.4
Tokenizers 0.14.0

Languages: multilingual
Created: Oct 15, 2023
Updated: Oct 27, 2023