MODEL PROFILE

kf-deberta-base

kakaobank · kf-deberta-base

**금융도메인 벤치마크** | Model | FN-Sentiment (v1) | FN-Sentiment (v2) | FN-Adnews | FN-NER | KorFPB | KorFiQA-SA | KorHeadline | Avg (FiQA-SA 제외) | |:-------------------:|:-----------------:|:-----------------:|:---------:|:---------:|:---------:|:----------:|:-----------:|:-----------------:| | | ACC | ACC | ACC | F1-micro | ACC | MSE | Mean F1 | | | KLUE-RoBERTa (Base) | 98.26 | 91.21 | 96.34 | 90.31 | 90.97 | 0.0589 | 81.11 | 94.03 | | KoELECTRA (Base) | 98.26 | 90.56 | 96.98 | 89.81 | 92.36 | 0.0652 | 80.69 | 93.90 | | KF-DeBERTa (Base) | **99.36** | **92.29** | **97.63** | **91.80** | **93.47** | **0.0553** | **82.12** | **95.27** | **범용도메인 벤치마크** | Model | NSMC | PAWS | KorNLI | KorSTS | KorQuAD | Avg (KorQuAD 제외) | |:-------------------:|:---------:|:---------:|:---------:|:---------:|:---------------:|:----------------:| | | ACC | ACC | ACC | spearman | EM/F1 | | | KLUE-RoBERTa (Base) | 90.47 | 84.79 | 81.65 | 84.40 | 86.34/94.40 | 85.33 | | KoELECTRA (Base) | 90.63 | 84.45 | 82.24 | 85.53 | 84.83/93.45 | 85.71 | | KF-DeBERTa (Base) | **91.36** | **86.14** | **84.54** | **85.99** | **86.60/95.07** | **87.01** | KF-DeBERTa의 소스코드 및 모델은 MIT 라이선스 하에 공개되어 있습니다. 라이선스 전문은 MIT 파일에서 확인할 수 있습니다. 모델의 사용으로 인해 발생한 어떠한 손해에 대해서도 당사는 책임을 지지 않습니다.

Fill-masklicense:mit
Context windowNot disclosed
Input → OutputText → Text
Model weightsNot verified
Profile updated2026/10/31 06:39:35
OVERVIEW

Model overview

**금융도메인 벤치마크** | Model | FN-Sentiment (v1) | FN-Sentiment (v2) | FN-Adnews | FN-NER | KorFPB | KorFiQA-SA | KorHeadline | Avg (FiQA-SA 제외) | |:-------------------:|:-----------------:|:-----------------:|:---------:|:---------:|:---------:|:----------:|:-----------:|:-----------------:| | | ACC | ACC | ACC | F1-micro | ACC | MSE | Mean F1 | | | KLUE-RoBERTa (Base) | 98.26 | 91.21 | 96.34 | 90.31 | 90.97 | 0.0589 | 81.11 | 94.03 | | KoELECTRA (Base) | 98.26 | 90.56 | 96.98 | 89.81 | 92.36 | 0.0652 | 80.69 | 93.90 | | KF-DeBERTa (Base) | **99.36** | **92.29** | **97.63** | **91.80** | **93.47** | **0.0553** | **82.12** | **95.27** | **범용도메인 벤치마크** | Model | NSMC | PAWS | KorNLI | KorSTS | KorQuAD | Avg (KorQuAD 제외) | |:-------------------:|:---------:|:---------:|:---------:|:---------:|:---------------:|:----------------:| | | ACC | ACC | ACC | spearman | EM/F1 | | | KLUE-RoBERTa (Base) | 90.47 | 84.79 | 81.65 | 84.40 | 86.34/94.40 | 85.33 | | KoELECTRA (Base) | 90.63 | 84.45 | 82.24 | 85.53 | 84.83/93.45 | 85.71 | | KF-DeBERTa (Base) | **91.36** | **86.14** | **84.54** | **85.99** | **86.60/95.07** | **87.01** | KF-DeBERTa의 소스코드 및 모델은 MIT 라이선스 하에 공개되어 있습니다. 라이선스 전문은 MIT 파일에서 확인할 수 있습니다. 모델의 사용으로 인해 발생한 어떠한 손해에 대해서도 당사는 책임을 지지 않습니다.

Key features

特点摘要待依据来源补齐,不凭模型名称推断能力。

Limitations & considerations

Sources are insufficient to establish specific limitations. Verify task performance, latency, data policies, licensing and version lifecycle.

PRICING & COST

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INDEPENDENT BENCHMARKS

Public benchmarks & run configuration

暂无已采集的可核验公开评分。模型未上榜不代表能力较低。

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Frequently asked questions

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Sources & traceability

许可证:mit。模型介绍与第三方评测均以原来源的具体版本和方法为准。