# Efficient Fine-tuning

Website Mistral7b Best Vllm
This is a model based on the Hugging Face Transformers library, optimized using Unsloth. Specific functionalities and use cases require further information.
Large Language Model Transformers
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limitedonly41
30
1
Llama3 2 Merged
This is a model based on the 🤗 transformers library, optimized using unsloth technology. Specific functions and uses require further information.
Large Language Model Transformers
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zehra123
64
1
QWEN 3B INSTRUC Medical COT SFT 2kstep 4kcol
Apache-2.0
A 3B parameter instruction fine-tuned model based on Qwen2.5 architecture, optimized for training speed using Unsloth and Huggingface TRL library
Large Language Model Transformers English
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hailong18102002
30
1
Qwen2.5 7b SFT Three Subtasks 3epoch
This is a model based on the 🤗 transformers library, with specific functions and purposes not yet clearly stated.
Large Language Model Transformers
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mjfmark
97
1
Qwen3 14B 128K GGUF
Apache-2.0
Qwen3 is the latest generation of large language models in the Qwen series, offering a range of dense and mixture-of-experts (MoE) models. Based on extensive training, Qwen3 has achieved breakthrough progress in reasoning, instruction following, agent capabilities, and multilingual support.
Large Language Model English
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unsloth
10.20k
13
Qwen3 1.7B GGUF
Apache-2.0
Qwen3-1.7B is the latest generation of the Qwen series with 1.7B parameters, supporting switching between thinking and non-thinking modes, featuring enhanced reasoning capabilities and multilingual support.
Large Language Model English
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unsloth
28.55k
16
Qwen3 0.6B Unsloth Bnb 4bit
Apache-2.0
Qwen3 is the latest generation of the Qwen series large language model, offering a comprehensive set of dense and mixture-of-experts (MoE) models. Based on extensive training, Qwen3 achieves groundbreaking progress in reasoning, instruction following, agent capabilities, and multilingual support.
Large Language Model Transformers English
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unsloth
50.36k
7
Qwen3 0.6B GGUF
Apache-2.0
Qwen3-0.6B is a 0.6B-parameter large language model developed by Alibaba Cloud, the latest member of the Qwen3 series, supporting over 100 languages with strong reasoning, instruction-following, and multilingual capabilities.
Large Language Model English
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unsloth
53.56k
41
Qwen3 4B Unsloth Bnb 4bit
Apache-2.0
Qwen3-4B is the latest generation of the Qwen series large language model, featuring 4B parameters and supporting over 100 languages, with outstanding performance in reasoning, instruction following, and agent capabilities.
Large Language Model Transformers English
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unsloth
72.86k
5
Minicpm S 1B Sft
Apache-2.0
MiniCPM-S-1B-sft is a 1B-parameter language model optimized with activation sparsity techniques, achieving high-sparsity inference acceleration through the ProSparse method while maintaining performance comparable to the original model.
Large Language Model Transformers Supports Multiple Languages
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openbmb
169
10
EZO2.5 Gemma 3 12b It Preview
A text generation model based on google/gemma-3-12b-it, enhanced with the EZO training method to improve Japanese performance
Large Language Model Transformers Japanese
E
AXCXEPT
39
1
Space Voice Label Detect Beta
Apache-2.0
Fine-tuned version based on Qwen2.5-VL-3B model, trained using Unsloth and Huggingface TRL library, achieving 2x inference speed improvement
Text-to-Image Transformers English
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devJy
38
1
Llama 3.3 70B IT SFT1
Llama Factory is a model based on the Transformers library, potentially used for text generation or other natural language processing tasks.
Large Language Model Transformers
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infrahb
158
1
Deepseek V3 5layer
A simplified 5-layer version of DeepSeek-V3 for lightweight tasks and rapid experimentation.
Large Language Model Transformers
D
chwan
30.01k
1
Locations Classifier
Apache-2.0
A lightweight text classification model based on DistilBERT for location classification tasks
Text Classification Transformers
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christopherxzyx
28
1
Neo 1 16B
A model based on the transformers library, possibly optimized with unsloth and trl, suitable for supervised fine-tuning (SFT) tasks
Large Language Model Transformers
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Spestly
16
2
Nova 0.5 E1 7B
This model is an efficient fine-tuning model optimized based on the TRL (Transformer Reinforcement Learning) library, focusing on the application of reinforcement learning in Transformer models.
Large Language Model Transformers
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oscar128372
46
2
Ro001
Apache-2.0
A text classification model fine-tuned based on distilbert-base-uncased, achieving an F1 score of 0.6147
Large Language Model Transformers
R
jiyometrik
23
1
T5 Finetuned Finance
Apache-2.0
T5 Small is the compact version of Google's T5 (Text-To-Text Transfer Transformer) series, suitable for various text processing tasks.
Text Classification Transformers English
T
AdityaSai1234
21
3
Reranker Bert Tiny Gooaq Bce Tanh V4
Apache-2.0
This is a cross-encoder model fine-tuned from bert-tiny for computing similarity scores between text pairs, suitable for tasks like semantic textual similarity and semantic search.
Text Embedding English
R
cross-encoder-testing
1,971
0
Reranker Bert Tiny Gooaq Bce
Apache-2.0
This is a cross-encoder model fine-tuned from bert-tiny for calculating similarity scores between text pairs, suitable for various tasks such as semantic textual similarity and semantic search.
Text Embedding English
R
cross-encoder-testing
37.19k
0
Distilbert Network Intrusion Detection
A network intrusion detection model optimized based on the DistilBERT architecture, used to identify and analyze anomalous behaviors in network traffic
Text Classification Transformers
D
gates04
165
2
Smolturing 8B Instruct
Apache-2.0
SmolLumi-8B-Instruct is an 8B-parameter Alpaca model trained using Unsloth and Huggingface TRL library, specializing in text generation inference tasks.
Large Language Model English
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safe049
43
2
Zurich 14B GCv2 50k
Apache-2.0
A large language model fine-tuned based on Qwen 2.5 14B Instruct, trained using the Gamma Corpus v2-50k dataset
Large Language Model Transformers English
Z
rubenroy
39
3
Sales Conversations Unsloth Llama 3.1 8B Instruct
Apache-2.0
4-bit quantized version based on Meta-Llama-3.1-8B-Instruct, efficiently trained using Unsloth and TRL libraries
Large Language Model Transformers English
S
vakodiya
22
1
Llama3.1 8b Instruct Summarize Q4 K M
Apache-2.0
A 4-bit quantized version based on Meta-Llama-3.1-8B-Instruct, trained using Unsloth and Huggingface TRL libraries, achieving 2x speed improvement.
Large Language Model English
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raaec
107
0
Clarityqwen2summarizer
Apache-2.0
A YouTube video transcript summarization model fine-tuned based on Qwen2 1.5b
Text Generation Supports Multiple Languages
C
ClarityClips
40
1
Openvla V01 7b
MIT
OpenVLA v0.1 7B is an open-source vision-language-action model trained on the Open X-Embodiment dataset, supporting various robot controls.
Text-to-Image Transformers English
O
openvla
30
10
Llama 3.1 Openhermes Tr
Apache-2.0
A Turkish-English bilingual model fine-tuned from unsloth/llama-3-8b-bnb-4bit, optimized for training speed using Unsloth
Large Language Model Transformers Supports Multiple Languages
L
umarigan
5,520
3
Dart V2 Vectors
Apache-2.0
This is a 🤗 Transformers model card hosted on Hugging Face Hub. The content is automatically generated.
Large Language Model Transformers
D
p1atdev
71
1
Llava Phi 3 Mini Gguf
LLaVA-Phi-3-mini is a fine-tuned LLaVA model based on Phi-3-mini-4k-instruct and CLIP-ViT-Large-patch14-336, specializing in image-to-text tasks.
Image-to-Text
L
xtuner
1,676
133
Llama3 Toxic 8B Float16
Apache-2.0
A text generation model fine-tuned based on unsloth/llama-3-8b-bnb-4bit, trained using Unsloth and TRL libraries with 2x speed improvement
Large Language Model Transformers English
L
theminji
19
4
Llama 3 70B Uncensored
Apache-2.0
This is a text generation model fine-tuned using Unsloth and TRL libraries on the Llama-3-70B model, achieving 2x faster training speed.
Large Language Model Transformers English
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Dogge
171
18
E.star.7.b
Apache-2.0
A 7B-parameter large language model based on the Mistral architecture, efficiently trained using Unsloth and TRL libraries, demonstrating excellent performance in multiple benchmarks.
Large Language Model Transformers English
E
liminerity
86
2
Vistral 7B Chat Function Calling
Apache-2.0
A model fine-tuned based on Vistral-7B-chat, supporting function calling.
Large Language Model Transformers Supports Multiple Languages
V
hiieu
152
12
Tinyllama NSFW Chatbot
Apache-2.0
A fine-tuned language model based on the 4-bit quantized version of TinyLLaMA, efficiently trained using Unsloth and TRL libraries
Large Language Model Transformers English
T
bilalRahib
612
7
MEDMISTRAL
Apache-2.0
A text generation model efficiently fine-tuned using Unsloth and TRL libraries based on the OpenHermes-2.5-Mistral-7B model
Large Language Model Transformers English
M
Druvith
16
1
Kaori 70b V1
kaori-70b-v1 is a large language model based on the LLaMA2 architecture, fine-tuned by the Kaeri and Jenti teams using the Open-Platypus, dolphin, and OpenOrca datasets.
Large Language Model Transformers
K
KaeriJenti
907
2
Distilbert Base Uncased Finetuned Cola
Apache-2.0
This model is a fine-tuned version of DistilBERT on the CoLA (Corpus of Linguistic Acceptability) dataset, designed for grammatical acceptability judgment tasks.
Large Language Model Transformers
D
stuser2023
179
2
Distilbert Topic Abstract Classification
Apache-2.0
A text classification model fine-tuned based on distilbert-base-uncased for topic abstract classification tasks
Text Classification Transformers
D
Eitanli
43
1
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