Total runs:
357.6K
Run Growth:
-69.4K
Growth Rate:
-19.40%
Sponsored by
APIMart
mlabonne / NeuralMonarch-7B
Model's Last Updated: March 04 2024
text-generation
Introduction of NeuralMonarch-7B
Model Details of NeuralMonarch-7B
👑 NeuralMonarch-7B
NeuralMonarch-7B is a DPO fine-tuned of mlabonne/Monarch-7B using the jondurbin/truthy-dpo-v0.1 and argilla/distilabel-intel-orca-dpo-pairs preference datasets.
It is based on a merge of the following models using LazyMergekit :
Special thanks to Jon Durbin , Intel , and Argilla for the preference datasets.
Try the demo : https://huggingface.co/spaces/mlabonne/NeuralMonarch-7B-GGUF-Chat
🔍 Applications
This model uses a context window of 8k. I recommend using it with the Mistral Instruct chat template (works perfectly with LM Studio).
Compared to other 7B models, it performs well in instruction following and reasoning tasks. For a chat/RP model with strong reasoning abilities, check out mlabonne/AlphaMonarch-7B .
⚡ Quantized models
🏆 Evaluation
Nous
NeuralMonarch-7B is one of the best-performing 7B models on Nous' benchmark suite (evaluation performed using LLM AutoEval ). See the entire leaderboard here .
| Model | Average | AGIEval | GPT4All | TruthfulQA | Bigbench |
|---|---|---|---|---|---|
| NeuralMonarch-7B 📄 | 62.73 | 45.31 | 76.99 | 78.35 | 50.28 |
| AlphaMonarch-7B 📄 | 62.74 | 45.37 | 77.01 | 78.39 | 50.2 |
| Monarch-7B 📄 | 62.68 | 45.48 | 77.07 | 78.04 | 50.14 |
| teknium/OpenHermes-2.5-Mistral-7B 📄 | 52.42 | 42.75 | 72.99 | 52.99 | 40.94 |
| mlabonne/NeuralHermes-2.5-Mistral-7B 📄 | 53.51 | 43.67 | 73.24 | 55.37 | 41.76 |
| mlabonne/NeuralBeagle14-7B 📄 | 60.25 | 46.06 | 76.77 | 70.32 | 47.86 |
| mlabonne/NeuralOmniBeagle-7B 📄 | 62.3 | 45.85 | 77.26 | 76.06 | 50.03 |
| eren23/dpo-binarized-NeuralTrix-7B 📄 | 62.5 | 44.57 | 76.34 | 79.81 | 49.27 |
| CultriX/NeuralTrix-7B-dpo 📄 | 62.5 | 44.61 | 76.33 | 79.8 | 49.24 |
EQ-bench
NeuralMonarch-7B is also outperforming 70B and 120B parameter models on EQ-bench by Samuel J. Paech , who kindly ran the evaluations.
Open LLM Leaderboard
NeuralMonarch-7B is one of the best-performing 7B models on the Open LLM Leaderboard.
MT-Bench
########## First turn ##########
score
model turn
gpt-4 1 8.95625
OmniBeagle-7B 1 8.31250
AlphaMonarch-7B 1 8.23750
claude-v1 1 8.15000
NeuralMonarch-7B 1 8.09375
gpt-3.5-turbo 1 8.07500
claude-instant-v1 1 7.80000
########## Second turn ##########
score
model turn
gpt-4 2 9.025000
claude-instant-v1 2 8.012658
OmniBeagle-7B 2 7.837500
gpt-3.5-turbo 2 7.812500
claude-v1 2 7.650000
AlphaMonarch-7B 2 7.618750
NeuralMonarch-7B 2 7.375000
########## Average ##########
score
model
gpt-4 8.990625
OmniBeagle-7B 8.075000
gpt-3.5-turbo 7.943750
AlphaMonarch-7B 7.928125
claude-instant-v1 7.905660
claude-v1 7.900000
NeuralMonarch-7B 7.734375
NeuralBeagle14-7B 7.628125
💻 Usage
!pip install -qU transformers accelerate
from transformers import AutoTokenizer
import transformers
import torch
model = "mlabonne/NeuralMonarch-7B"
messages = [{"role": "user", "content": "What is a large language model?"}]
tokenizer = AutoTokenizer.from_pretrained(model)
prompt = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
pipeline = transformers.pipeline(
"text-generation",
model=model,
torch_dtype=torch.float16,
device_map="auto",
)
outputs = pipeline(prompt, max_new_tokens=256, do_sample=True, temperature=0.7, top_k=50, top_p=0.95)
print(outputs[0]["generated_text"])
Runs of mlabonne NeuralMonarch-7B on huggingface.co
29.9K
Total runs
0
24-hour runs
45
3-day runs
-420
7-day runs
1.3K
30-day runs
More Information About NeuralMonarch-7B huggingface.co Model
Url of NeuralMonarch-7B
NeuralMonarch-7B huggingface.co Url
Provider of NeuralMonarch-7B huggingface.co
Other API from mlabonne
Updated:May 19 2025
Total runs:
32.9K
Run Growth:
3.3K
Growth Rate:
9.98%
Total runs:
15.2K
Run Growth:
393
Growth Rate:
2.60%
Total runs:
9.1K
Run Growth:
225
Growth Rate:
2.46%
Total runs:
8.8K
Run Growth:
94
Growth Rate:
1.07%
Total runs:
8.2K
Run Growth:
552
Growth Rate:
6.74%
Total runs:
8.2K
Run Growth:
429
Growth Rate:
5.26%
Total runs:
6.9K
Run Growth:
-2.3K
Growth Rate:
-33.91%
Total runs:
6.7K
Run Growth:
0
Growth Rate:
0.00%
Total runs:
5.8K
Run Growth:
1.6K
Growth Rate:
26.85%
Total runs:
3.6K
Run Growth:
-166
Growth Rate:
-4.71%
Total runs:
3.0K
Run Growth:
-99
Growth Rate:
-3.35%
Total runs:
2.9K
Run Growth:
232
Growth Rate:
7.88%
Total runs:
2.1K
Run Growth:
519
Growth Rate:
24.73%
Total runs:
2.0K
Run Growth:
631
Growth Rate:
35.91%
Total runs:
1.7K
Run Growth:
1.5K
Growth Rate:
90.23%
Total runs:
1.6K
Run Growth:
592
Growth Rate:
37.12%
Total runs:
1.5K
Run Growth:
76
Growth Rate:
5.05%
Total runs:
1.5K
Run Growth:
-97
Growth Rate:
-6.58%
Total runs:
1.4K
Run Growth:
148
Growth Rate:
10.37%
Total runs:
1.3K
Run Growth:
1.3K
Growth Rate:
97.87%
Total runs:
1.1K
Run Growth:
110
Growth Rate:
10.12%
Total runs:
976
Run Growth:
435
Growth Rate:
44.57%
Total runs:
669
Run Growth:
0
Growth Rate:
0.00%
Total runs:
621
Run Growth:
290
Growth Rate:
46.70%
Total runs:
483
Run Growth:
320
Growth Rate:
66.25%
Total runs:
421
Run Growth:
-19
Growth Rate:
-4.51%
Total runs:
402
Run Growth:
-1.6K
Growth Rate:
-409.45%
Total runs:
396
Run Growth:
-175
Growth Rate:
-46.54%
Total runs:
379
Run Growth:
-118
Growth Rate:
-31.13%
Total runs:
372
Run Growth:
-16
Growth Rate:
-4.30%
Total runs:
358
Run Growth:
0
Growth Rate:
0.00%
Total runs:
354
Run Growth:
12
Growth Rate:
3.39%
Total runs:
333
Run Growth:
13
Growth Rate:
3.90%
Total runs:
324
Run Growth:
-7
Growth Rate:
-2.16%
Total runs:
322
Run Growth:
35
Growth Rate:
10.87%
Total runs:
311
Run Growth:
-198
Growth Rate:
-63.67%
Total runs:
308
Run Growth:
0
Growth Rate:
0.00%
Total runs:
271
Run Growth:
187
Growth Rate:
69.00%
Total runs:
206
Run Growth:
71
Growth Rate:
34.80%
Total runs:
176
Run Growth:
0
Growth Rate:
0.00%
Total runs:
175
Run Growth:
-162
Growth Rate:
-120.00%
Total runs:
169
Run Growth:
-65
Growth Rate:
-39.88%
Total runs:
159
Run Growth:
84
Growth Rate:
52.83%
Total runs:
158
Run Growth:
64
Growth Rate:
40.51%
Total runs:
157
Run Growth:
-829
Growth Rate:
-528.03%
Total runs:
157
Run Growth:
17
Growth Rate:
10.83%
Total runs:
148
Run Growth:
16
Growth Rate:
10.81%
Total runs:
131
Run Growth:
-354
Growth Rate:
-270.23%
Total runs:
128
Run Growth:
43
Growth Rate:
33.59%
Total runs:
116
Run Growth:
63
Growth Rate:
54.31%
Total runs:
111
Run Growth:
-49
Growth Rate:
-44.14%
Total runs:
105
Run Growth:
-131
Growth Rate:
-122.43%
Total runs:
103
Run Growth:
19
Growth Rate:
18.45%
Total runs:
98
Run Growth:
-316
Growth Rate:
-322.45%
Total runs:
93
Run Growth:
-24
Growth Rate:
-25.81%
Total runs:
89
Run Growth:
-178
Growth Rate:
-200.00%
Total runs:
85
Run Growth:
-444
Growth Rate:
-522.35%
Total runs:
75
Run Growth:
-29
Growth Rate:
-38.16%
Total runs:
72
Run Growth:
51
Growth Rate:
70.83%
Total runs:
71
Run Growth:
-34
Growth Rate:
-47.89%
Total runs:
69
Run Growth:
-23
Growth Rate:
-33.33%
Total runs:
62
Run Growth:
-17
Growth Rate:
-26.15%
Total runs:
58
Run Growth:
-40
Growth Rate:
-68.97%
Total runs:
55
Run Growth:
36
Growth Rate:
65.45%
Total runs:
53
Run Growth:
-16
Growth Rate:
-30.19%
Total runs:
51
Run Growth:
-61
Growth Rate:
-117.31%
Total runs:
50
Run Growth:
0
Growth Rate:
0.00%
Total runs:
49
Run Growth:
0
Growth Rate:
0.00%
Total runs:
45
Run Growth:
0
Growth Rate:
0.00%
Total runs:
43
Run Growth:
4
Growth Rate:
9.30%