๐ฏ Liquid Nanos
Collection
Library of task-specific models: https://www.liquid.ai/blog/introducing-liquid-nanos-frontier-grade-performance-on-everyday-devices โข 26 items โข Updated
โข 110
๏ผ่ฑ่ชใฎๅพใซๆฅๆฌ่ชใ็ถใ๏ผ
LFM2-350M-ENJP-MT
Based on the LFM2-350M model, this checkpoint has been fine-tuned for near real-time bi-directional Japanese/English translation of short-to-medium inputs.
LFM2-350M-ENJP-MT delivers translation quality that is on par with models more than 10 times its size.
๐ Translation Quality
Below are sample translations produced by the model. These examples are meant to give you a feel for its strengths and typical style in both directions (English โก๏ธ Japanese and Japanese โก๏ธ English).
They include a mix of everyday text, technical descriptions, business communication, and news reporting, so you can gauge performance across different domains.
EN โก๏ธ JP
These examples demonstrate the model's strength in product descriptions, technical passages, and formal explanations when translating into Japanese.
| Source Text (EN) | LFM2-350M-ENJP-MT (JP) |
|---|---|
| Fully Tested and Works Properly. 6 Months Warranty included! Item pictured is the actual item for sale. See above for full description, condition, and comments. |
ใๅฎๅ
จ่ฉฆ้จๆธใฟใงๆญฃใใๅไฝใใฆใใพใใไฟ่จผๆ้ใฏ6ใถๆไปๅฑ๏ผใใ ๅ็ใซๅใฃใฆใใๅๅใ่ฒฉๅฃฒใใใฆใใๅฎ็ฉใงใใ ่ฉณใใใ็ถๆ ใใณใกใณใใฏไธ่จๅ็ งใใฆใใ ใใใ |
| Emphasis on human-AI collaboration. Instead of focusing solely on making fully autonomous AI systems, we are excited to build multimodal systems that work with people collaboratively. | ไบบใจAIใฎใณใฉใใฌใผใทใงใณใซ้็นใ็ฝฎใใๅฎๅ จ่ชๅพๅAIใทในใใ ใฎๆง็ฏใซใฎใฟ็ฆ็นใๅฝใฆใใฎใงใฏใชใใไบบใจๅ่ชฟใใฆๅใใใซใใขใผใใซใทในใใ ใๆง็ฏใงใใใใจใซ่ๅฅฎใใฆใใพใใ |
| If your equipment fails due to normal use, please contact our customer service department so that we can assist you, We will repair or replace your equipment at our discretion. In some situations, we may choose to refund the full purchase price of an item. | ใไฝฟ็จไธญใฎๆฉๅจใ้ๅธธไฝฟ็จใซใใๆ ้ใใๅ ดๅใฏใใๆไผใใงใใใใๅผ็คพใซในใฟใใผใตใผใใน้จ้ใซใ้ฃ็ตกใใ ใใใ ๅผ็คพใฎๅคๆญใงๆฉๅจใฎไฟฎ็ใพใใฏไบคๆใ่กใใพใใ็ถๆณใซใใฃใฆใฏใ่ฃฝๅใฎ่ณผๅ ฅไพกๆ ผๅ จ้กใ่ฟ้ใใๅ ดๅใใใใพใใ |
| 2k USD to start for basic, 200 dollars for additional version. - 50% of full amount of deposit, - 3 proposals - end of month(3 drafts), will choose 1 and make final changes based on it - Present another final version in a week |
ๅบๆฌ็ใใๅงใใใฎใซ2,000ใใซใ่ฟฝๅ ใใผใธใงใณใงใฏ200ใใซใฎๆๆฐๆใๅฟ
่ฆใงใใ - ไฟ่จผ้ๅ จ้กใฎ50%ใๆฏๆใใใใ - 3ใคใฎๆก - ๆๆซ๏ผใใฉใใ3ๅๅ๏ผใใใฎๆกใซๅบใฅใใฆ1ใคใ้ธใใงๆ็ต็ใชๅคๆดใ่กใ - ใใใซ1้ฑ้ๅพใซๅฅใฎๆ็ต็ใๆๅบใใใใจ |
| Lifestyle risk factors with strong evidence include lack of exercise, cigarette smoking, alcohol, and obesity. The risk of colon cancer can be reduced by maintaining a normal body weight through a combination of sufficient exercise and eating a healthy diet. | ๅผทๅใช่จผๆ ใใใ็ๆดป็ฟๆ ฃใฎใชในใฏ่ฆๅ ใจใใฆใฏใ้ๅไธ่ถณใๅซ็ ใ้ฃฒ้ ใ่ฅๆบใชใฉใๆใใใใๅๅใช้ๅใจๅฅๅบท็ใช้ฃ็ๆดปใฎ็ตใฟๅใใใซใใๆญฃๅธธใชไฝ้็ถญๆใ้ใใฆใๅคง่ ธใใใฎ็บ็ใชในใฏใๆธใใใใจใใงใใใ |
JP โก๏ธ EN
These examples demonstrate the modelโs ability to preserve nuance in news reporting, colloquial phrasing, and business contexts when translating into English.
| Source Text (JP) | LFM2-350M-ENJP-MT (EN) |
|---|---|
| ใขใใซใใใฎๅ็ญใฏ่ฑ่ชใงใOKใชใฎใงใใใญใ | The answers from the models are okay in English, right? |
| ๆ้ใฎใใใใกใซใใฌไฝๆไฝๆฅญใใใฃใจใฉใฏใซใใใฃใจ้ใใงใใใโโใ ใใ่ใใใใจใฏใใใพใใใ๏ผ |
Have you ever wondered if you could create a cumbersome email newsletter more easily and quickly? |
| X JAPANใฎYOSHIKIใใใขใใกใใใณใใใณใใงใฐใซใผใใฎไปฃ่กจๆฒใใชใใผใธใฅใใๅไธญๆญใไฝฟ็จใใใใใจใๆๆใใฆๅงใพใฃใ่ญฐ่ซใ 8ๆ22ๆฅใซใฏใใใณใใใณใใตใคใใๅ ฌๅผXใง้จๅใ่ฌ็ฝชใYOSHIKIใใใใณใใใณใใตใคใใจๅ่งฃใๅ ฑๅใใใใใใใซ็ฉ่จใใใคใใใฎใใๅผ่ญทๅฃซใฎ็ด่คๆญฃๆจนๆฐใ ใฃใใ |
The discussion began with the point that Yoshiki of X JAPAN mentioned that a song in the anime Dandadan paying homage to the group's signature tune was used as an insert song. On August 22nd, the Dandadan side apologized on their official X page for the controversy, and Yoshiki also reported a reconciliation with the Dandadan side, but lawyer Masaki Kitล objected. |
| ๏ผใใซใผใ ใใผใฐ๏ผ๏ผ ๏ผณ๏ผฏ๏ผญ๏ผฐ๏ผฏใใผใซใใฃใณใฐในใฏ27ๆฅๅคใ็ฑณๅฝใชใฉใไธญๅฟใซๅฑ้ใใๆๅฎณไฟ้บไผ็คพใฎใขในใใณใปใคใณใทใฅใขใฉใณในใปใใผใซใใฃใณใฐในใ่ฒทๅใใใจ็บ่กจใใใ่ฒทๅ็ท้กใฏ็ด5200ๅๅใจใชใใ ใใฅใผใจใผใฏ่จผๅธๅๅผๆใซไธๅ ดใใฆใใใขในใใณใฎๆ ชๅผใ๏ผๆ ชๅฝใใ37.5ใใซ๏ผ็ด5600ๅ๏ผใงๅ
จๆ ชใๅๅพใใใ26ๆฅใฎ็ตๅคใ16๏ผ
ไธๅใๆฐดๆบใ2026ๅนดไธๆไธญใซ่ฒทๅๆ็ถใใๅฎไบใใไบๅฎใ ๏ผณ๏ผฏ๏ผญ๏ผฐ๏ผฏใซใจใฃใฆใฏ17ๅนดใซ็ฑณๆไฟใจใณใใฅใฉใณในใปในใใทใฃใซใใฃใปใใผใซใใฃใณใฐในใ็ด6400ๅๅใง่ฒทๅใใฆไปฅๆฅใฎๅคงๅๆกไปถใจใชใใ |
(Bloomberg): SOMPO Holdings announced on the evening of the 27th that it will acquire Aspen Insurance Holdings, a non-life insurance company operating primarily in the United States and elsewhere, for approximately ยฅ520 billion. The acquisition will involve the purchase of all shares of Aspenโs shares listed on the New York Stock Exchange for $37.5 per share (approximately ยฅ5,600). This surpasses the closing price of the day by 16% and is scheduled to be completed within the first half of 2026. Funds for the acquisition will be provided from the companyโs own capital. For SOMPO, this is the largest acquisition since its 2017 acquisition of Endurance Specialty Holdings for approximately ยฅ640 billion. The acquisition is expected to expand the scale and revenue of its overseas insurance business amidst anticipated shrinking domestic markets due to population decline, and is also expected to contribute to stable revenue through reinsurance transactions. |
| 28ๆญณใซใใฆใคใใใ ใคใณใฐใฉใณใใตใใซใผ็ใงใฎใใฃใณในใ็ใใใใใ ใใฃใณใใชใณใทใใ๏ผ่ฑ๏ผ้จ๏ผใฎๅค่ฑชใใฉใใฏใใผใณใซ้ปๆ็งป็ฑใใๆฃฎไธ้พ็ขใฏๆๆฐ่พผใใงใใใ ใใตใฌใณ้ณฅๆ ใจๅๅคๅฑใฐใฉใณใในใงใใฌใผใใ2024ๅนดใใๆตทใๆธกใฃใฆใฌใฎใขใปใฏใซใทใฃใฏใงๅฅฎ้ใใฆใใๆฃฎไธใฏๅ ๆฅใๅคงๆฉ็ฅ็ดใฎใใผใ ใกใคใใจใชใใใจใๆฑบใพใฃใใ ใๆฅๆฌใงใฏSBใไธปๆฆๅ ดใ ใฃใๆฃฎไธใ ใใๆจๅญฃใฏใใผใฉใณใใงๆปๆ็ใชใใธใทใงใณใซใณใณใใผใใใใใฆใฃใณใฐใใใใไธใซๅ็ทใจๆงใ
ใชๅฝนๅฒใใใชใใใ |
Can he capitalize on his chance in English football, which he seized at the age of 28? Ryuya Morishita, having made a shocking move to Blackburn Rovers, a long-established club in the Championship (British second tier), is eager to make an impression. Having played for Sagan Tosu and Nagoya Grampus, and having been striving with Legia Warsaw since 2024, Morishita recently announced he would become teammates with Yuki Ohashi. For Morishita, his primary playing field in Japan was as a full-back, but he was converted to an attacking position in Poland last season, playing in various roles including wing-back and attacking midfielder. |
๐ While LFM2-350M-ENJP-MT delivers strong out-of-the-box general-purpose English โ๏ธ Japanese translation, our primary goal is to provide a versatile, community-empowering base modelโa foundation designed to make it easy to build best-in-class, task-specific translation systems.
Like any base model, there are open areas for growthโin particular with extreme context lengths and specialized or context-sensitive translations, such as:
- Technical & professional language (medical, legal, engineering)
- Novel proper nouns (new products, brands, cultural references)
- Industry-, domain-, or company-specific nuance (e-commerce, finance, internal corporate terminology)
These are precisely the kinds of challenges that fine-tuningโby both Liquid AI and our developer communityโcan address. We see this model not just as an endpoint, but as a catalyst for a rich ecosystem of fine-tuned translation models tailored to real-world needs.
๐ Model details
Generation parameters: We recommend the following sampling parameters:
temperature: 0.5
top_p: 1.0
min_p: 0.1
repetition_penalty: 1.05
System prompts: LFM2-ENJP-MT requires one of the two following system prompts:
- "Translate to Japanese." for English to Japanese translation.
- "Translate to English." for Japanese to English translation.
โ ๏ธ The model cannot work as intended without one of these two system prompts.
Chat Template
The chat template can be applied using the dedicated .apply_chat_template() function from Hugging Face transformers.
However, you must supply the system prompt that specifies the translation directionality.
E.g.
chat = [
{"role": "system", "content": "Translate to Japanese."},
{"role": "user", "content": "What is C. elegans?"}
]
tokenizer.apply_chat_template(chat, tokenize=False)
With the model response:
<|startoftext|><|im_start|>system
Translate to Japanese.<|im_end|>
<|im_start|>user
What is C. elegans?<|im_end|>
<|im_start|>assistant
C. elegansใจใฏไฝใงใใ๏ผ<|im_end|>
โ ๏ธ The model is intended for single turn conversations.
๐ How to run LFM2
- Huggingface: LFM2-350M
- llama.cpp: LFM2-350M-ENJP-MT-GGUF
- LEAP: LEAP model library
You can use the following Colab notebooks for easy inference and fine-tuning:
| Notebook | Description | Link |
|---|---|---|
| Inference | Run the model with Hugging Face's transformers library. |  |
| SFT (TRL) | Supervised Fine-Tuning (SFT) notebook with a LoRA adapter using TRL. | |
| DPO (TRL) | Preference alignment with Direct Preference Optimization (DPO) using TRL. | |
| SFT (Axolotl) | Supervised Fine-Tuning (SFT) notebook with a LoRA adapter using Axolotl. | |
| SFT (Unsloth) | Supervised Fine-Tuning (SFT) notebook with a LoRA adapter using Unsloth. | |
๐ฌ Contact
If you are interested in custom solutions with edge deployment, please contact our sales team.
Citation
@article{liquidai2025lfm2,
title={LFM2 Technical Report},
author={Liquid AI},
journal={arXiv preprint arXiv:2511.23404},
year={2025}
}
LFM2-350M-ENJP-MT (ๆฅๆฌ่ช)
LFM2-350Mใขใใซใใใผในใซใๆฌใใงใใฏใใคใณใใฏ็ญๆใใไธญ็จๅบฆใฎๅ ฅๅใซๅฏพใใ ๆฅๆฌ่ช/่ฑ่ชใฎๅๆนๅใชใขใซใฟใคใ ็ฟป่จณ ็จใซใใกใคใณใใฅใผใใณใฐใใใฆใใพใใ
LFM2-350M-ENJP-MTใฏใใตใคใบใ10ๅไปฅไธๅคงใใใขใใซใซๅนๆตใใ็ฟป่จณๅ่ณชใๅฎ็พใใพใใ
๐ ็ฟป่จณๅ่ณช
ไปฅไธใฏๆฌใขใใซใ็ๆใใ็ฟป่จณไพใงใใ่ฑ่ชโก๏ธๆฅๆฌ่ชใๆฅๆฌ่ชโก๏ธ่ฑ่ชใฎไธกๆนๅใซใใใๅผทใฟใจๅ ธๅ็ใชในใฟใคใซใ็คบใใฆใใพใใ
ๆฅๅธธๆใๆ่ก็่จ่ฟฐใใใธใในๆๆธใๅ ฑ้ใชใฉใๅซใใงใใใใใพใใพใช้ ๅใงใฎๆง่ฝใ็ขบ่ชใงใใพใใ
่ฑ่ช โก๏ธ ๆฅๆฌ่ช
ใใใใฎไพใฏใๆฅๆฌ่ช็ฟป่จณใซใใใฆใ่ฃฝๅ่ชฌๆใๆ่กๆใๅฝขๅผ็ใช่งฃ่ชฌใงใฎๅผทใฟใ็คบใใฆใใพใใ
| ๅๆ๏ผ่ฑ่ช๏ผ | LFM2-350M-ENJP-MT๏ผๆฅๆฌ่ช๏ผ |
|---|---|
| Fully Tested and Works Properly. 6 Months Warranty included! Item pictured is the actual item for sale. See above for full description, condition, and comments. |
ใๅฎๅ
จ่ฉฆ้จๆธใฟใงๆญฃใใๅไฝใใฆใใพใใไฟ่จผๆ้ใฏ6ใถๆไปๅฑ๏ผใใ ๅ็ใซๅใฃใฆใใๅๅใ่ฒฉๅฃฒใใใฆใใๅฎ็ฉใงใใ ่ฉณใใใ็ถๆ ใใณใกใณใใฏไธ่จๅ็ งใใฆใใ ใใใ |
| Emphasis on human-AI collaboration. Instead of focusing solely on making fully autonomous AI systems, we are excited to build multimodal systems that work with people collaboratively. | ไบบใจAIใฎใณใฉใใฌใผใทใงใณใซ้็นใ็ฝฎใใๅฎๅ จ่ชๅพๅAIใทในใใ ใฎๆง็ฏใซใฎใฟ็ฆ็นใๅฝใฆใใฎใงใฏใชใใไบบใจๅ่ชฟใใฆๅใใใซใใขใผใใซใทในใใ ใๆง็ฏใงใใใใจใซ่ๅฅฎใใฆใใพใใ |
| If your equipment fails due to normal use, please contact our customer service department so that we can assist you, We will repair or replace your equipment at our discretion. In some situations, we may choose to refund the full purchase price of an item. | ใไฝฟ็จไธญใฎๆฉๅจใ้ๅธธไฝฟ็จใซใใๆ ้ใใๅ ดๅใฏใใๆไผใใงใใใใๅผ็คพใซในใฟใใผใตใผใใน้จ้ใซใ้ฃ็ตกใใ ใใใ ๅผ็คพใฎๅคๆญใงๆฉๅจใฎไฟฎ็ใพใใฏไบคๆใ่กใใพใใ็ถๆณใซใใฃใฆใฏใ่ฃฝๅใฎ่ณผๅ ฅไพกๆ ผๅ จ้กใ่ฟ้ใใๅ ดๅใใใใพใใ |
| 2k USD to start for basic, 200 dollars for additional version. - 50% of full amount of deposit, - 3 proposals - end of month(3 drafts), will choose 1 and make final changes based on it - Present another final version in a week |
ๅบๆฌ็ใใๅงใใใฎใซ2,000ใใซใ่ฟฝๅ ใใผใธใงใณใงใฏ200ใใซใฎๆๆฐๆใๅฟ
่ฆใงใใ - ไฟ่จผ้ๅ จ้กใฎ50%ใๆฏๆใใใใ - 3ใคใฎๆก - ๆๆซ๏ผใใฉใใ3ๅๅ๏ผใใใฎๆกใซๅบใฅใใฆ1ใคใ้ธใใงๆ็ต็ใชๅคๆดใ่กใ - ใใใซ1้ฑ้ๅพใซๅฅใฎๆ็ต็ใๆๅบใใใใจ |
| Lifestyle risk factors with strong evidence include lack of exercise, cigarette smoking, alcohol, and obesity. The risk of colon cancer can be reduced by maintaining a normal body weight through a combination of sufficient exercise and eating a healthy diet. | ๅผทๅใช่จผๆ ใใใ็ๆดป็ฟๆ ฃใฎใชในใฏ่ฆๅ ใจใใฆใฏใ้ๅไธ่ถณใๅซ็ ใ้ฃฒ้ ใ่ฅๆบใชใฉใๆใใใใๅๅใช้ๅใจๅฅๅบท็ใช้ฃ็ๆดปใฎ็ตใฟๅใใใซใใๆญฃๅธธใชไฝ้็ถญๆใ้ใใฆใๅคง่ ธใใใฎ็บ็ใชในใฏใๆธใใใใจใใงใใใ |
ๆฅๆฌ่ช โก๏ธ ่ฑ่ช
ใใใใฎไพใฏใใใฅใผใน่จไบใฎใใฅใขใณในใๅฃ่ช่กจ็พใใใธใในๆ่ใไฟใกใชใใ่ฑ่ชใซ็ฟป่จณใงใใใขใใซใฎ่ฝๅใ็คบใใฆใใพใใ
| ๅๆ๏ผๆฅๆฌ่ช๏ผ | LFM2-350M-ENJP-MT๏ผ่ฑ่ช๏ผ |
|---|---|
| ใขใใซใใใฎๅ็ญใฏ่ฑ่ชใงใOKใชใฎใงใใใญใ | The answers from the models are okay in English, right? |
| ๆ้ใฎใใใใกใซใใฌไฝๆไฝๆฅญใใใฃใจใฉใฏใซใใใฃใจ้ใใงใใใโโใ ใใ่ใใใใจใฏใใใพใใใ๏ผ |
Have you ever wondered if you could create a cumbersome email newsletter more easily and quickly? |
| X JAPANใฎYOSHIKIใใใขใใกใใใณใใใณใใงใฐใซใผใใฎไปฃ่กจๆฒใใชใใผใธใฅใใๅไธญๆญใไฝฟ็จใใใใใจใๆๆใใฆๅงใพใฃใ่ญฐ่ซใ 8ๆ22ๆฅใซใฏใใใณใใใณใใตใคใใๅ ฌๅผXใง้จๅใ่ฌ็ฝชใYOSHIKIใใใใณใใใณใใตใคใใจๅ่งฃใๅ ฑๅใใใใใใใซ็ฉ่จใใใคใใใฎใใๅผ่ญทๅฃซใฎ็ด่คๆญฃๆจนๆฐใ ใฃใใ |
The discussion began with the point that Yoshiki of X JAPAN mentioned that a song in the anime Dandadan paying homage to the group's signature tune was used as an insert song. On August 22nd, the Dandadan side apologized on their official X page for the controversy, and Yoshiki also reported a reconciliation with the Dandadan side, but lawyer Masaki Kitล objected. |
| ๏ผใใซใผใ ใใผใฐ๏ผ๏ผ ๏ผณ๏ผฏ๏ผญ๏ผฐ๏ผฏใใผใซใใฃใณใฐในใฏ27ๆฅๅคใ็ฑณๅฝใชใฉใไธญๅฟใซๅฑ้ใใๆๅฎณไฟ้บไผ็คพใฎใขในใใณใปใคใณใทใฅใขใฉใณในใปใใผใซใใฃใณใฐในใ่ฒทๅใใใจ็บ่กจใใใ่ฒทๅ็ท้กใฏ็ด5200ๅๅใจใชใใ ใใฅใผใจใผใฏ่จผๅธๅๅผๆใซไธๅ ดใใฆใใใขในใใณใฎๆ ชๅผใ๏ผๆ ชๅฝใใ37.5ใใซ๏ผ็ด5600ๅ๏ผใงๅ
จๆ ชใๅๅพใใใ26ๆฅใฎ็ตๅคใ16๏ผ
ไธๅใๆฐดๆบใ2026ๅนดไธๆไธญใซ่ฒทๅๆ็ถใใๅฎไบใใไบๅฎใ ๏ผณ๏ผฏ๏ผญ๏ผฐ๏ผฏใซใจใฃใฆใฏ17ๅนดใซ็ฑณๆไฟใจใณใใฅใฉใณในใปในใใทใฃใซใใฃใปใใผใซใใฃใณใฐในใ็ด6400ๅๅใง่ฒทๅใใฆไปฅๆฅใฎๅคงๅๆกไปถใจใชใใ |
(Bloomberg): SOMPO Holdings announced on the evening of the 27th that it will acquire Aspen Insurance Holdings, a non-life insurance company operating primarily in the United States and elsewhere, for approximately ยฅ520 billion. The acquisition will involve the purchase of all shares of Aspenโs shares listed on the New York Stock Exchange for $37.5 per share (approximately ยฅ5,600). This surpasses the closing price of the day by 16% and is scheduled to be completed within the first half of 2026. Funds for the acquisition will be provided from the companyโs own capital. For SOMPO, this is the largest acquisition since its 2017 acquisition of Endurance Specialty Holdings for approximately ยฅ640 billion. The acquisition is expected to expand the scale and revenue of its overseas insurance business amidst anticipated shrinking domestic markets due to population decline, and is also expected to contribute to stable revenue through reinsurance transactions. |
| 28ๆญณใซใใฆใคใใใ ใคใณใฐใฉใณใใตใใซใผ็ใงใฎใใฃใณในใ็ใใใใใ ใใฃใณใใชใณใทใใ๏ผ่ฑ๏ผ้จ๏ผใฎๅค่ฑชใใฉใใฏใใผใณใซ้ปๆ็งป็ฑใใๆฃฎไธ้พ็ขใฏๆๆฐ่พผใใงใใใ ใใตใฌใณ้ณฅๆ ใจๅๅคๅฑใฐใฉใณใในใงใใฌใผใใ2024ๅนดใใๆตทใๆธกใฃใฆใฌใฎใขใปใฏใซใทใฃใฏใงๅฅฎ้ใใฆใใๆฃฎไธใฏๅ ๆฅใๅคงๆฉ็ฅ็ดใฎใใผใ ใกใคใใจใชใใใจใๆฑบใพใฃใใ ใๆฅๆฌใงใฏSBใไธปๆฆๅ ดใ ใฃใๆฃฎไธใ ใใๆจๅญฃใฏใใผใฉใณใใงๆปๆ็ใชใใธใทใงใณใซใณใณใใผใใใใใฆใฃใณใฐใใใใไธใซๅ็ทใจๆงใ
ใชๅฝนๅฒใใใชใใใ |
Can he capitalize on his chance in English football, which he seized at the age of 28? Ryuya Morishita, having made a shocking move to Blackburn Rovers, a long-established club in the Championship (British second tier), is eager to make an impression. Having played for Sagan Tosu and Nagoya Grampus, and having been striving with Legia Warsaw since 2024, Morishita recently announced he would become teammates with Yuki Ohashi. For Morishita, his primary playing field in Japan was as a full-back, but he was converted to an attacking position in Poland last season, playing in various roles including wing-back and attacking midfielder. |
๐ LFM2-350M-ENJP-MTใฏๆฑ็จ็ใช่ฑๆฅ็ฟป่จณใซใใใฆ้ซใๆง่ฝใ็บๆฎใใพใใใๆใ ใฎไธปใช็ฎๆจใฏใใณใใฅใใใฃใซๅใไธใใๆ่ปใชๅบ็คใขใใซใๆไพใใใใจใงใใ
ใใใฏไธๆตใฎใฟในใฏ็นๅๅ็ฟป่จณใทในใใ ใๅฎนๆใซๆง็ฏใงใใใใ่จญ่จใใใๅบ็คใงใใใในใฆใฎๅบ็คใขใใซใจๅๆงใซใๆ้ทใฎไฝๅฐใใใใพใใ็นใซไปฅไธใฎใใใชๅ ด้ขใงใ๏ผ
- ๆฅต็ซฏใซ้ทใๆ่ใๅฐ้็/ๆ่ไพๅญใฎ็ฟป่จณ
- ๅฐ้ๅ้ใฎ่จ่ช๏ผๅป็ใๆณๅพใๅทฅๅญฆ๏ผ
- ๆฐใใๅบๆๅ่ฉ๏ผๆฐ่ฃฝๅใใใฉใณใใๆๅ็ๅ็ ง๏ผ
- ๆฅญ็ใปๅ้ใปไผๆฅญ็นๆใฎใใฅใขใณใน๏ผECใ้่ใ็คพๅ ็จ่ช๏ผ
ใใใใฏLiquid AIใใใณ้็บ่ ใณใใฅใใใฃใซใใใใกใคใณใใฅใผใใณใฐใง่งฃๆฑบๅฏ่ฝใช่ชฒ้กใงใใ
ๆฌใขใใซใๆ็ตๅฐ้็นใงใฏใชใใๅฎไธ็ใซๅณใใๅคๆงใช็ฟป่จณใขใใซ็พคใ็ใฟๅบใ่งฆๅชใจใใฆไฝ็ฝฎไปใใฆใใพใใ
๐ ใขใใซ่ฉณ็ดฐ
็ๆใใฉใกใผใฟ: ไปฅไธใฎ็ๆใใฉใกใผใฟใไฝฟ็จใใใใจๆจๅฅจใใพใ:
temperature: 0.5
top_p: 1.0
min_p: 0.1
repetition_penalty: 1.05
ใทในใใ ใใญใณใใ: LFM2-ENJP-MTใฏไปฅไธใฎใใใใใฎใทในใใ ใใญใณใใใๅฟ ้ ใจใใพใ:
- ่ฑ่ช โ ๆฅๆฌ่ช็ฟป่จณ:
"Translate to Japanese." - ๆฅๆฌ่ช โ ่ฑ่ช็ฟป่จณ:
"Translate to English."
โ ๏ธ ใใใใฎใทในใใ ใใญใณใใใใชใใใฐใขใใซใฏๆๅณ้ใใซๅไฝใใพใใใ
ใใฃใใใใณใใฌใผใ
ใใฃใใใใณใใฌใผใใฏใHugging Face Transformers ใฎๅฐ็จ้ขๆฐ .apply_chat_template() ใไฝฟ็จใใฆ้ฉ็จใงใใพใใ
ใใ ใใ็ฟป่จณๆนๅใๆๅฎใใใทในใใ ใใญใณใใใไธใใๅฟ
่ฆใใใใพใใ
ไพ๏ผ
chat = [
{"role": "system", "content": "Translate to Japanese."},
{"role": "user", "content": "What is C. elegans?"}
]
tokenizer.apply_chat_template(chat, tokenize=False)
ใขใใซใใใฎๅบๅไพ๏ผ
<|startoftext|><|im_start|>system
Translate to Japanese.<|im_end|>
<|im_start|>user
What is C. elegans?<|im_end|>
<|im_start|>assistant
C. elegansใจใฏไฝใงใใ๏ผ<|im_end|>
โ ๏ธ ๆฌใขใใซใฏใทใณใฐใซใฟใผใณไผ่ฉฑ็จใซ่จญ่จใใใฆใใพใใ
๐ LFM2ใฎๅฎ่กๆนๆณ
- Hugging Face: LFM2-350M
- llama.cpp: LFM2-350M-ENJP-MT-GGUF
- LEAP: LEAP ใขใใซใฉใคใใฉใช
| ใใผใใใใฏ | ่ชฌๆ | ใชใณใฏ |
|---|---|---|
| ๆจ่ซ | Hugging Faceใฎtransformersใฉใคใใฉใชใไฝฟ็จใใฆใขใใซใๅฎ่กใใพใใ | |
| SFT (TRL) | TRLใไฝฟ็จใใLoRAใขใใใฟใผใซใใๆๅธซใใๅญฆ็ฟ๏ผSFT๏ผใ่กใใพใใ | |
| DPO (TRL) | TRLใไฝฟ็จใใDPOใซใใ้ธๅฅฝใขใฉใคใกใณใใ่กใใพใใ | |
| SFT (Axolotl) | Axolotlใไฝฟ็จใใLoRAใขใใใฟใผใซใใๆๅธซใใๅญฆ็ฟ๏ผSFT๏ผใ่กใใพใใ | |
| SFT (Unsloth) | Unslothใไฝฟ็จใใLoRAใขใใใฟใผใซใใๆๅธซใใๅญฆ็ฟ๏ผSFT๏ผใ่กใใพใใ | |
๐ฌ ใๅใๅใใ
ใจใใธ็ฐๅขใธใฎๅฐๅ ฅใๅซใใซในใฟใ ใฝใชใฅใผใทใงใณใซใ่ๅณใใใๆนใฏใๅถๆฅญใใผใ ใพใงใๅใๅใใใใ ใใใ
ๅผ็จ
@article{liquidai2025lfm2,
title={LFM2 Technical Report},
author={Liquid AI},
journal={arXiv preprint arXiv:2511.23404},
year={2025}
}
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