FINAL-Bench / JGOS-31B-Citizen-R

huggingface.co
Total runs: 22
24-hour runs: 1
7-day runs: 3
30-day runs: 8
Model's Last Updated: July 21 2026
text-generation

Introduction of JGOS-31B-Citizen-R

Model Details of JGOS-31B-Citizen-R

JGOS-31B-Citizen-R

JGOS-31B-Citizen-R 는 한국어 다단계 추론에 특화된 31B 모델입니다.

모델 개요
  • 베이스 모델 : JGOS-31B-Citizen (원본)
  • 기법 : Darwin 교배 — 다양한 공개/자체 모델의 FFN(Feed-Forward Network) 계층을 추출하여 원본 Citizen 백본에 선택적으로 이식(transplant) , 한국어 추론 능력을 강화했습니다.
  • 아키텍처 : Gemma4 계열 (31B)
  • 언어 : 한국어 우선
특징

원본 JGOS-31B-Citizen 대비 한국어 전 영역에서 향상:

  • MuSR(Ko) — 다단계 서사 추론 대폭 향상
  • KMMLU / Com2 / CLIcK — 지식·상식·문화/언어 전 과목 동반 상승

FFN 이식을 통해 한국어 추론 경로가 강화되어, thinking(추론) 모드 에서 최적 성능을 발휘합니다.

사용법 (중요)

반드시 thinking 모드 로 호출하세요. 추론 채널이 꺼지면 성능이 크게 저하됩니다.

{
  "messages": [{"role": "user", "content": "..."}],
  "chat_template_kwargs": {"enable_thinking": true},
  "max_tokens": 8192
}
  • enable_thinking=True 필수
  • max_tokens >= 8192 권장 (충분한 추론 공간 확보)
서빙 (vLLM)
vllm serve FINAL-Bench/JGOS-31B-Citizen-R \
  --served-model-name JGOS-31B-Citizen-R \
  --max-model-len 16384 --trust-remote-code \
  --limit-mm-per-prompt '{"image":0,"video":0}'
라이선스

Gemma Terms of Use (Gemma4 파생).

Runs of FINAL-Bench JGOS-31B-Citizen-R on huggingface.co

22
Total runs
1
24-hour runs
3
3-day runs
3
7-day runs
8
30-day runs

More Information About JGOS-31B-Citizen-R huggingface.co Model

More JGOS-31B-Citizen-R license Visit here:

https://choosealicense.com/licenses/apache-2.0

JGOS-31B-Citizen-R huggingface.co

JGOS-31B-Citizen-R huggingface.co is an AI model on huggingface.co that provides JGOS-31B-Citizen-R's model effect (), which can be used instantly with this FINAL-Bench JGOS-31B-Citizen-R model. huggingface.co supports a free trial of the JGOS-31B-Citizen-R model, and also provides paid use of the JGOS-31B-Citizen-R. Support call JGOS-31B-Citizen-R model through api, including Node.js, Python, http.

JGOS-31B-Citizen-R huggingface.co Url

https://huggingface.co/FINAL-Bench/JGOS-31B-Citizen-R

FINAL-Bench JGOS-31B-Citizen-R online free

JGOS-31B-Citizen-R huggingface.co is an online trial and call api platform, which integrates JGOS-31B-Citizen-R's modeling effects, including api services, and provides a free online trial of JGOS-31B-Citizen-R, you can try JGOS-31B-Citizen-R online for free by clicking the link below.

FINAL-Bench JGOS-31B-Citizen-R online free url in huggingface.co:

https://huggingface.co/FINAL-Bench/JGOS-31B-Citizen-R

JGOS-31B-Citizen-R install

JGOS-31B-Citizen-R is an open source model from GitHub that offers a free installation service, and any user can find JGOS-31B-Citizen-R on GitHub to install. At the same time, huggingface.co provides the effect of JGOS-31B-Citizen-R install, users can directly use JGOS-31B-Citizen-R installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

JGOS-31B-Citizen-R install url in huggingface.co:

https://huggingface.co/FINAL-Bench/JGOS-31B-Citizen-R

Url of JGOS-31B-Citizen-R

JGOS-31B-Citizen-R huggingface.co Url

Provider of JGOS-31B-Citizen-R huggingface.co

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