Total runs:
1.6K
Run Growth:
29
Growth Rate:
1.80%
Sponsored by
APIMaster
alphaedge-ai / embeddinggemma-ceb-16384
Model's Last Updated: May 20 2026
sentence-similarity
Introduction of embeddinggemma-ceb-16384
Model Details of embeddinggemma-ceb-16384
embeddinggemma-ceb-16384
This model is a 61.36% smaller version of google/embeddinggemma-300m optimized for Cebuano language via vocabulary size reduction using the trimming method.
Model Statistics
| Metric | Original | Trimmed | Reduction |
|---|---|---|---|
| Vocabulary size | 262,144 tokens | 16,384 tokens | 93.75% |
| Model size | 307,581,696 params | 118,838,016 params | 61.36% |
Mining Dataset Statistics
- Number of texts used for mining : 173,644 texts
- Dataset : lbourdois/fineweb-2-trimming
Usage
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("alphaedge-ai/embeddinggemma-ceb-16384")
# Run inference with queries and documents
query = "My query in Cebuano"
documents = [
"Chunk in Cebuano",
"Chunk in Cebuano",
"Chunk in Cebuano",
]
query_embeddings = model.encode_query(query)
document_embeddings = model.encode_document(documents)
print(query_embeddings.shape, document_embeddings.shape)
# Compute similarities to determine a ranking
similarities = model.similarity(query_embeddings, document_embeddings)
print(similarities)
Citations
EmbeddingGemma
@misc{vera2025embeddinggemmapowerfullightweighttext,
title={EmbeddingGemma: Powerful and Lightweight Text Representations},
author={Henrique Schechter Vera and Sahil Dua and Biao Zhang and Daniel Salz and Ryan Mullins and Sindhu Raghuram Panyam and Sara Smoot and Iftekhar Naim and Joe Zou and Feiyang Chen and Daniel Cer and Alice Lisak and Min Choi and Lucas Gonzalez and Omar Sanseviero and Glenn Cameron and Ian Ballantyne and Kat Black and Kaifeng Chen and Weiyi Wang and Zhe Li and Gus Martins and Jinhyuk Lee and Mark Sherwood and Juyeong Ji and Renjie Wu and Jingxiao Zheng and Jyotinder Singh and Abheesht Sharma and Divyashree Sreepathihalli and Aashi Jain and Adham Elarabawy and AJ Co and Andreas Doumanoglou and Babak Samari and Ben Hora and Brian Potetz and Dahun Kim and Enrique Alfonseca and Fedor Moiseev and Feng Han and Frank Palma Gomez and Gustavo Hernández Ábrego and Hesen Zhang and Hui Hui and Jay Han and Karan Gill and Ke Chen and Koert Chen and Madhuri Shanbhogue and Michael Boratko and Paul Suganthan and Sai Meher Karthik Duddu and Sandeep Mariserla and Setareh Ariafar and Shanfeng Zhang and Shijie Zhang and Simon Baumgartner and Sonam Goenka and Steve Qiu and Tanmaya Dabral and Trevor Walker and Vikram Rao and Waleed Khawaja and Wenlei Zhou and Xiaoqi Ren and Ye Xia and Yichang Chen and Yi-Ting Chen and Zhe Dong and Zhongli Ding and Francesco Visin and Gaël Liu and Jiageng Zhang and Kathleen Kenealy and Michelle Casbon and Ravin Kumar and Thomas Mesnard and Zach Gleicher and Cormac Brick and Olivier Lacombe and Adam Roberts and Qin Yin and Yunhsuan Sung and Raphael Hoffmann and Tris Warkentin and Armand Joulin and Tom Duerig and Mojtaba Seyedhosseini},
year={2025},
eprint={2509.20354},
archivePrefix={arXiv},
primaryClass={cs.CL},
url={https://arxiv.org/abs/2509.20354},
}
Trimming blog post
@misc{hf_blogpost_trimming,
title={Introduction to Trimming},
author={Loïck BOURDOIS and Tom AARSEN and Bram VANROY and Christopher AKIKI and Woojun JUNG and Manuel ROMERO and Prithiv SAKTHI},
year={2026},
url={https://huggingface.co/blog/lbourdois/introduction-to-trimming},
}
License
This model is derived from google/embeddinggemma-300m . Use of this model is governed by the Gemma Terms of Use . By using this model, you agree to the Gemma Terms of Use. This model is not affiliated with or endorsed by Google.
Runs of alphaedge-ai embeddinggemma-ceb-16384 on huggingface.co
84
Total runs
-14
24-hour runs
-1
3-day runs
2
7-day runs
12
30-day runs
More Information About embeddinggemma-ceb-16384 huggingface.co Model
Url of embeddinggemma-ceb-16384
embeddinggemma-ceb-16384 huggingface.co Url
Provider of embeddinggemma-ceb-16384 huggingface.co
Other API from alphaedge-ai
Updated:May 20 2026
Total runs:
839
Run Growth:
829
Growth Rate:
99.28%
Total runs:
404
Run Growth:
335
Growth Rate:
67.95%
Total runs:
385
Run Growth:
328
Growth Rate:
92.92%
Total runs:
358
Run Growth:
330
Growth Rate:
92.70%
Total runs:
214
Run Growth:
-43
Growth Rate:
-20.09%
Total runs:
213
Run Growth:
121
Growth Rate:
57.35%
Total runs:
211
Run Growth:
132
Growth Rate:
62.86%
Total runs:
211
Run Growth:
200
Growth Rate:
97.56%
Total runs:
202
Run Growth:
196
Growth Rate:
97.03%
Total runs:
193
Run Growth:
161
Growth Rate:
83.42%
Total runs:
151
Run Growth:
75
Growth Rate:
50.00%
Total runs:
127
Run Growth:
116
Growth Rate:
91.34%
Total runs:
117
Run Growth:
22
Growth Rate:
18.97%
Total runs:
109
Run Growth:
13
Growth Rate:
11.93%
Total runs:
108
Run Growth:
36
Growth Rate:
33.64%
Total runs:
106
Run Growth:
36
Growth Rate:
34.29%
Total runs:
105
Run Growth:
34
Growth Rate:
32.69%
Total runs:
105
Run Growth:
94
Growth Rate:
89.52%
Total runs:
105
Run Growth:
96
Growth Rate:
91.43%
Total runs:
103
Run Growth:
30
Growth Rate:
29.70%
Total runs:
103
Run Growth:
14
Growth Rate:
13.86%
Total runs:
102
Run Growth:
-73
Growth Rate:
-72.28%
Total runs:
101
Run Growth:
26
Growth Rate:
26.00%
Total runs:
100
Run Growth:
30
Growth Rate:
30.00%
Total runs:
100
Run Growth:
90
Growth Rate:
90.00%
Total runs:
99
Run Growth:
27
Growth Rate:
27.55%
Total runs:
99
Run Growth:
25
Growth Rate:
25.51%
Total runs:
99
Run Growth:
-14
Growth Rate:
-14.29%
Total runs:
99
Run Growth:
20
Growth Rate:
20.20%
Total runs:
98
Run Growth:
89
Growth Rate:
90.82%
Total runs:
98
Run Growth:
25
Growth Rate:
25.77%
Total runs:
98
Run Growth:
6
Growth Rate:
6.19%
Total runs:
98
Run Growth:
9
Growth Rate:
9.28%
Total runs:
98
Run Growth:
6
Growth Rate:
6.19%
Total runs:
98
Run Growth:
8
Growth Rate:
8.25%
Total runs:
97
Run Growth:
9
Growth Rate:
9.38%
Total runs:
97
Run Growth:
24
Growth Rate:
25.26%
Total runs:
96
Run Growth:
3
Growth Rate:
3.13%
Total runs:
96
Run Growth:
17
Growth Rate:
17.89%
Total runs:
96
Run Growth:
5
Growth Rate:
5.26%
Total runs:
96
Run Growth:
23
Growth Rate:
23.96%
Total runs:
95
Run Growth:
25
Growth Rate:
26.60%
Total runs:
95
Run Growth:
4
Growth Rate:
4.26%
Total runs:
95
Run Growth:
23
Growth Rate:
24.47%
Total runs:
93
Run Growth:
22
Growth Rate:
23.66%
Total runs:
93
Run Growth:
-2
Growth Rate:
-2.15%
Total runs:
93
Run Growth:
5
Growth Rate:
5.38%
Total runs:
93
Run Growth:
83
Growth Rate:
89.25%
Total runs:
93
Run Growth:
23
Growth Rate:
24.73%
Total runs:
93
Run Growth:
3
Growth Rate:
3.26%
Total runs:
92
Run Growth:
2
Growth Rate:
2.17%
Total runs:
92
Run Growth:
-1
Growth Rate:
-1.09%
Total runs:
92
Run Growth:
22
Growth Rate:
23.91%
Total runs:
92
Run Growth:
23
Growth Rate:
25.00%
Total runs:
92
Run Growth:
5
Growth Rate:
5.95%
Total runs:
91
Run Growth:
6
Growth Rate:
6.67%
Total runs:
91
Run Growth:
20
Growth Rate:
21.98%
Total runs:
91
Run Growth:
23
Growth Rate:
25.27%
Total runs:
91
Run Growth:
2
Growth Rate:
2.22%
Total runs:
91
Run Growth:
20
Growth Rate:
21.98%
Total runs:
90
Run Growth:
4
Growth Rate:
4.44%
Total runs:
90
Run Growth:
19
Growth Rate:
21.11%
Total runs:
90
Run Growth:
-4
Growth Rate:
-4.44%
Total runs:
90
Run Growth:
-1
Growth Rate:
-1.11%
Total runs:
90
Run Growth:
8
Growth Rate:
8.89%
Total runs:
90
Run Growth:
8
Growth Rate:
8.89%
Total runs:
90
Run Growth:
23
Growth Rate:
25.56%
Total runs:
90
Run Growth:
82
Growth Rate:
91.11%
Total runs:
90
Run Growth:
17
Growth Rate:
18.89%
Total runs:
90
Run Growth:
-3
Growth Rate:
-3.33%
Total runs:
90
Run Growth:
7
Growth Rate:
7.78%
Total runs:
90
Run Growth:
-11
Growth Rate:
-12.22%
Total runs:
89
Run Growth:
17
Growth Rate:
19.10%
Total runs:
89
Run Growth:
20
Growth Rate:
22.47%
Total runs:
89
Run Growth:
79
Growth Rate:
88.76%
Total runs:
89
Run Growth:
17
Growth Rate:
19.10%
Total runs:
89
Run Growth:
19
Growth Rate:
21.35%
Total runs:
89
Run Growth:
-10
Growth Rate:
-11.24%
Total runs:
89
Run Growth:
7
Growth Rate:
7.87%
Total runs:
89
Run Growth:
-38
Growth Rate:
-42.70%
Total runs:
89
Run Growth:
36
Growth Rate:
40.45%
Total runs:
89
Run Growth:
3
Growth Rate:
3.37%