Total runs:
569.8K
Run Growth:
-317.8K
Growth Rate:
-55.76%
Sponsored by
YouArt
ByteDance-Seed / Seed-X-RM-7B
Model's Last Updated: July 31 2025
translation
Introduction of Seed-X-RM-7B
Model Details of Seed-X-RM-7B
Seed-X-RM-7B
Introduction
We are excited to introduce Seed-X , a powerful series of open-source multilingual translation language models, including an instruction model, a reinforcement learning model, and a reward model. It pushes the boundaries of translation capabilities within 7 billion parameters. We develop Seed-X as an accessible, off-the-shelf tool to support the community in advancing translation research and applications:
- Exceptional translation capabilities : Seed-X exhibits state-of-the-art translation capabilities, on par with or outperforming ultra-large models like Gemini-2.5, Claude-3.5, and GPT-4, as validated by human evaluations and automatic metrics.
- Deployment and inference-friendly : With a compact 7B parameter count and mistral architecture, Seed-X offers outstanding translation performance in a lightweight and efficient package, ideal for deployment and inference.
-
Broad domain coverage
: Seed-X excels on a highly challenging translation test set spanning diverse domains, including the internet, science and technology, office dialogues, e-commerce, biomedicine, finance, law, literature, and entertainment.
This repo contains the Seed-X-RM model, with the following features:
- Type: Causal language models
- Training Stage: Pretraining & Post-training
- Data Source: Human preference data on multilingual translation
- Support: Evaluating translation betweeen 28 languages
| Languages | Abbr. | Languages | Abbr. | Languages | Abbr. | Languages | Abbr. |
|---|---|---|---|---|---|---|---|
| Arabic | ar | French | fr | Malay | ms | Russian | ru |
| Czech | cs | Croatian | hr | Norwegian Bokmal | nb | Swedish | sv |
| Danish | da | Hungarian | hu | Dutch | nl | Thai | th |
| German | de | Indonesian | id | Norwegian | no | Turkish | tr |
| English | en | Italian | it | Polish | pl | Ukrainian | uk |
| Spanish | es | Japanese | ja | Portuguese | pt | Vietnamese | vi |
| Finnish | fi | Korean | ko | Romanian | ro | Chinese | zh |
Model Downloads
| Model Name | Description | Download |
|---|---|---|
| Seed-X-Instruct | Instruction-tuned for alignment with user intent. | 🤗 Model |
| Seed-X-PPO | RL trained to boost translation capabilities. | 🤗 Model |
| 👉 Seed-X-RM | Reward model to evaluate the quality of translation. | 🤗 Model |
Quickstart
Seed-X-RM assigns a reward score to the given translation using the same prompt format as Seed-X-PPO.
Evaluation
We evaluated Seed-X on a diverse set of translation benchmarks, including FLORES-200, WMT-25, and a publicly released
challenge set
accompanied by human evaluations.
For detailed benchmark results and analysis, please refer to our
Technical Report
.
License
This project is licensed under OpenMDW. See the LICENSE file for details.
Citation
We will soon publish our technical report on Arxiv.
Runs of ByteDance-Seed Seed-X-RM-7B on huggingface.co
59
Total runs
1
24-hour runs
1
3-day runs
14
7-day runs
-12
30-day runs
More Information About Seed-X-RM-7B huggingface.co Model
Url of Seed-X-RM-7B
Seed-X-RM-7B huggingface.co Url
Provider of Seed-X-RM-7B huggingface.co
Other API from ByteDance-Seed
Updated:April 18 2025
Total runs:
357.0K
Run Growth:
255.7K
Growth Rate:
71.62%
Total runs:
49.7K
Run Growth:
46.8K
Growth Rate:
94.27%
Total runs:
45.1K
Run Growth:
2.9K
Growth Rate:
6.35%
Total runs:
38.7K
Run Growth:
8.8K
Growth Rate:
22.77%
Total runs:
38.5K
Run Growth:
-32.4K
Growth Rate:
-84.01%
Total runs:
14.3K
Run Growth:
1.6K
Growth Rate:
11.41%
Total runs:
5.0K
Run Growth:
3.2K
Growth Rate:
64.68%
Total runs:
4.2K
Run Growth:
2.3K
Growth Rate:
53.21%
Total runs:
4.1K
Run Growth:
-2.8K
Growth Rate:
-68.09%
Total runs:
1.2K
Run Growth:
131
Growth Rate:
10.79%
Total runs:
1.1K
Run Growth:
50
Growth Rate:
4.42%
Total runs:
1.1K
Run Growth:
-547
Growth Rate:
-48.49%
Total runs:
975
Run Growth:
232
Growth Rate:
23.79%
Total runs:
788
Run Growth:
-1.0K
Growth Rate:
-130.20%
Total runs:
522
Run Growth:
-214
Growth Rate:
-41.00%
Total runs:
476
Run Growth:
173
Growth Rate:
36.34%
Total runs:
451
Run Growth:
-867
Growth Rate:
-192.24%
Total runs:
387
Run Growth:
2
Growth Rate:
0.52%
Total runs:
324
Run Growth:
121
Growth Rate:
37.35%
Total runs:
257
Run Growth:
-275
Growth Rate:
-107.00%
Total runs:
239
Run Growth:
103
Growth Rate:
43.10%
Total runs:
232
Run Growth:
124
Growth Rate:
53.45%
Total runs:
204
Run Growth:
89
Growth Rate:
43.63%
Total runs:
187
Run Growth:
34
Growth Rate:
18.18%
Total runs:
185
Run Growth:
-914
Growth Rate:
-494.05%
Total runs:
155
Run Growth:
102
Growth Rate:
65.38%
Total runs:
156
Run Growth:
18
Growth Rate:
11.54%
Total runs:
143
Run Growth:
18
Growth Rate:
12.59%
Total runs:
127
Run Growth:
42
Growth Rate:
33.07%
Total runs:
111
Run Growth:
43
Growth Rate:
39.45%
Total runs:
103
Run Growth:
23
Growth Rate:
22.33%
Total runs:
100
Run Growth:
34
Growth Rate:
34.00%
Total runs:
87
Run Growth:
-27
Growth Rate:
-31.03%
Total runs:
86
Run Growth:
-9
Growth Rate:
-10.47%
Total runs:
74
Run Growth:
7
Growth Rate:
9.59%
Total runs:
70
Run Growth:
7
Growth Rate:
10.00%
Total runs:
68
Run Growth:
13
Growth Rate:
19.12%
Total runs:
66
Run Growth:
20
Growth Rate:
30.30%
Total runs:
51
Run Growth:
-4
Growth Rate:
-7.84%
Total runs:
38
Run Growth:
10
Growth Rate:
26.32%
Total runs:
0
Run Growth:
0
Growth Rate:
0.00%
Total runs:
0
Run Growth:
0
Growth Rate:
0.00%
Total runs:
0
Run Growth:
0
Growth Rate:
0.00%
Total runs:
0
Run Growth:
0
Growth Rate:
0.00%