{ "cells": [ { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
[07/12/24 00:07:27] INFO     [SentenceTransformer.py:197] >> Load pretrained             SentenceTransformer.py:197\n",
       "                             SentenceTransformer: BAAI/bge-m3                                                      \n",
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\n" ], "text/plain": [ "\u001b[2;36m[07/12/24 00:07:27]\u001b[0m\u001b[2;36m \u001b[0m\u001b[34mINFO \u001b[0m \u001b[1m[\u001b[0mSentenceTransformer.py:\u001b[1;36m197\u001b[0m\u001b[1m]\u001b[0m >> Load pretrained \u001b]8;id=770733;file:///Users/anpigon/Library/Caches/pypoetry/virtualenvs/law-bot-C3zMZhS7-py3.11/lib/python3.11/site-packages/sentence_transformers/SentenceTransformer.py\u001b\\\u001b[2mSentenceTransformer.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=848554;file:///Users/anpigon/Library/Caches/pypoetry/virtualenvs/law-bot-C3zMZhS7-py3.11/lib/python3.11/site-packages/sentence_transformers/SentenceTransformer.py#197\u001b\\\u001b[2m197\u001b[0m\u001b]8;;\u001b\\\n", "\u001b[2;36m \u001b[0m SentenceTransformer: BAAI/bge-m3 \u001b[2m \u001b[0m\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from kiwipiepy import Kiwi\n", "\n", "from langchain_core.output_parsers import StrOutputParser\n", "from langchain_core.runnables import RunnablePassthrough, RunnableLambda\n", "from langchain_community.document_transformers import LongContextReorder\n", "\n", "from libs.embeddings import get_embeddings\n", "from libs.retrievers import load_retrievers\n", "from libs.llm import get_llm\n", "from libs.prompt import get_prompt\n", "\n", "\n", "def kiwi_tokenize(text):\n", " kiwi = Kiwi()\n", " return [token.form for token in kiwi.tokenize(text)]\n", "\n", "\n", "retriever = load_retrievers(get_embeddings())\n", "\n", "rag_chain = (\n", " {\n", " \"context\": retriever | RunnableLambda(LongContextReorder().transform_documents),\n", " \"question\": RunnablePassthrough(),\n", " }\n", " | get_prompt().partial(history=[])\n", " | get_llm(streaming=False).with_config(configurable={\"llm\": \"gpt_4o\"})\n", " | StrOutputParser()\n", ")" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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retrieval_gtqidquerygeneration_gt
0[[fff45aa2-fc19-476e-83df-fc4fe02ac113]]92c99d41-de88-4eba-85ef-9867c5d6e686아버지가 돌아가신 후, 아버지가 가진 노인복지시설 보증금에 대해 저가 아닌 형이 받...[이 사건은 귀하와 관련된 실제 사례가 아니지만, 유사한 판례인 219733,부당이...
1[[9a5ceb80-6113-41c2-ae31-8c9298150153]]c20df26b-8010-4c88-88cf-741af73f3ef1저는 3년 동안 일하다가 퇴사했는데, 퇴직금 계산 시 근무 기간을 어떻게 계산해야 ...[제가 이해한 바로는, 퇴직금 계산 시 근무 기간을 어떻게 계산해야 하는지에 대한 ...
2[[3548ce6b-c9de-47e5-a007-19d3eff1fe34]]a0f28fc3-de71-4b13-bbdf-6b4458bb1735회사 주식 전부를 소유한 외국 법인이 다른 자회사에 주식을 현물출자하고, 이후 원래...[법률 판례와 관련된 질문입니다. 관련 판례는 '230909, 법인세징수처분등취소청...
3[[f27b8a4d-a9a2-4d57-a4c6-fe9f45e286f8]]a2da6f15-3237-4da0-b592-1a971e502778이웃집의 반려견이 매일 밤 매우 크게 짖어서 잠을 설쳐요. 이에 대해 법적으로 대응...[이웃의 반려견으로 인한 소음 피해와 관련된 판례 중 하나는 2018년 서울고등법원...
4[[505e9c85-2c82-480e-9219-85b1c28e7ea7]]7756a8a0-203d-4b3e-a350-ff6c92771714저는 2년 동안 근무한 직장에서 해고되었습니다. 그러나 회사 측에서는 저에게 어떤 ...[근로기준법은 사용자가 근로자를 해고할 때 30일 전에 예고를 하도록 규정하고 있습...
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" ], "text/plain": [ " retrieval_gt \\\n", "0 [[fff45aa2-fc19-476e-83df-fc4fe02ac113]] \n", "1 [[9a5ceb80-6113-41c2-ae31-8c9298150153]] \n", "2 [[3548ce6b-c9de-47e5-a007-19d3eff1fe34]] \n", "3 [[f27b8a4d-a9a2-4d57-a4c6-fe9f45e286f8]] \n", "4 [[505e9c85-2c82-480e-9219-85b1c28e7ea7]] \n", "\n", " qid \\\n", "0 92c99d41-de88-4eba-85ef-9867c5d6e686 \n", "1 c20df26b-8010-4c88-88cf-741af73f3ef1 \n", "2 a0f28fc3-de71-4b13-bbdf-6b4458bb1735 \n", "3 a2da6f15-3237-4da0-b592-1a971e502778 \n", "4 7756a8a0-203d-4b3e-a350-ff6c92771714 \n", "\n", " query \\\n", "0 아버지가 돌아가신 후, 아버지가 가진 노인복지시설 보증금에 대해 저가 아닌 형이 받... \n", "1 저는 3년 동안 일하다가 퇴사했는데, 퇴직금 계산 시 근무 기간을 어떻게 계산해야 ... \n", "2 회사 주식 전부를 소유한 외국 법인이 다른 자회사에 주식을 현물출자하고, 이후 원래... \n", "3 이웃집의 반려견이 매일 밤 매우 크게 짖어서 잠을 설쳐요. 이에 대해 법적으로 대응... \n", "4 저는 2년 동안 근무한 직장에서 해고되었습니다. 그러나 회사 측에서는 저에게 어떤 ... \n", "\n", " generation_gt \n", "0 [이 사건은 귀하와 관련된 실제 사례가 아니지만, 유사한 판례인 219733,부당이... \n", "1 [제가 이해한 바로는, 퇴직금 계산 시 근무 기간을 어떻게 계산해야 하는지에 대한 ... \n", "2 [법률 판례와 관련된 질문입니다. 관련 판례는 '230909, 법인세징수처분등취소청... \n", "3 [이웃의 반려견으로 인한 소음 피해와 관련된 판례 중 하나는 2018년 서울고등법원... \n", "4 [근로기준법은 사용자가 근로자를 해고할 때 30일 전에 예고를 하도록 규정하고 있습... " ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "\n", "qa_df = pd.read_parquet(\"evaluation_data/qa.parquet\", engine=\"pyarrow\")\n", "qa_df.head()" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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questionground_truth
0아버지가 돌아가신 후, 아버지가 가진 노인복지시설 보증금에 대해 저가 아닌 형이 받...[이 사건은 귀하와 관련된 실제 사례가 아니지만, 유사한 판례인 219733,부당이...
1저는 3년 동안 일하다가 퇴사했는데, 퇴직금 계산 시 근무 기간을 어떻게 계산해야 ...[제가 이해한 바로는, 퇴직금 계산 시 근무 기간을 어떻게 계산해야 하는지에 대한 ...
2회사 주식 전부를 소유한 외국 법인이 다른 자회사에 주식을 현물출자하고, 이후 원래...[법률 판례와 관련된 질문입니다. 관련 판례는 '230909, 법인세징수처분등취소청...
3이웃집의 반려견이 매일 밤 매우 크게 짖어서 잠을 설쳐요. 이에 대해 법적으로 대응...[이웃의 반려견으로 인한 소음 피해와 관련된 판례 중 하나는 2018년 서울고등법원...
4저는 2년 동안 근무한 직장에서 해고되었습니다. 그러나 회사 측에서는 저에게 어떤 ...[근로기준법은 사용자가 근로자를 해고할 때 30일 전에 예고를 하도록 규정하고 있습...
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" ], "text/plain": [ " question \\\n", "0 아버지가 돌아가신 후, 아버지가 가진 노인복지시설 보증금에 대해 저가 아닌 형이 받... \n", "1 저는 3년 동안 일하다가 퇴사했는데, 퇴직금 계산 시 근무 기간을 어떻게 계산해야 ... \n", "2 회사 주식 전부를 소유한 외국 법인이 다른 자회사에 주식을 현물출자하고, 이후 원래... \n", "3 이웃집의 반려견이 매일 밤 매우 크게 짖어서 잠을 설쳐요. 이에 대해 법적으로 대응... \n", "4 저는 2년 동안 근무한 직장에서 해고되었습니다. 그러나 회사 측에서는 저에게 어떤 ... \n", "\n", " ground_truth \n", "0 [이 사건은 귀하와 관련된 실제 사례가 아니지만, 유사한 판례인 219733,부당이... \n", "1 [제가 이해한 바로는, 퇴직금 계산 시 근무 기간을 어떻게 계산해야 하는지에 대한 ... \n", "2 [법률 판례와 관련된 질문입니다. 관련 판례는 '230909, 법인세징수처분등취소청... \n", "3 [이웃의 반려견으로 인한 소음 피해와 관련된 판례 중 하나는 2018년 서울고등법원... \n", "4 [근로기준법은 사용자가 근로자를 해고할 때 30일 전에 예고를 하도록 규정하고 있습... " ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "qa_df = qa_df[[\"query\", \"generation_gt\"]]\n", "qa_df.columns = [\"question\", \"ground_truth\"]\n", "qa_df.head()" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 이 사건은 귀하와 관련된 실제 사례가 아니지만, 유사한 판례인 219733,부당이득...\n", "1 제가 이해한 바로는, 퇴직금 계산 시 근무 기간을 어떻게 계산해야 하는지에 대한 판...\n", "2 법률 판례와 관련된 질문입니다. 관련 판례는 '230909, 법인세징수처분등취소청구...\n", "3 이웃의 반려견으로 인한 소음 피해와 관련된 판례 중 하나는 2018년 서울고등법원 ...\n", "4 근로기준법은 사용자가 근로자를 해고할 때 30일 전에 예고를 하도록 규정하고 있습니...\n", "5 공법 제30조에 따라, 공인중개사가 확인 및 설명 의무를 위반하여 임차인에게 재산상...\n", "6 예, 지역주택조합 가입계약을 해제하고 계약금을 반환받을 수 있는 경우가 있습니다. ...\n", "7 예, 저희는 판례와 관련된 내용을 알려드리고 있습니다. 성적 괴롭힘과 보복에 대한 ...\n", "8 네, 유사한 판례가 있습니다. \"238455,요양급여불승인처분취소청구,2020두54...\n", "9 이 사건에 관련된 판례를 소개해 드리겠습니다: \"상속 한정승인자의 예금, 상속재산 ...\n", "10 주어진 판례는 공직자가 직무와 관련된 공식 행사에서 주최 측으로부터 무료로 숙박 서...\n", "11 [1] 공직선거법 제60조의3 제1항 제5호에 따라 예비후보자에게 허용되는 선거운동...\n", "12 준강제추행죄에서 심신상실이란 성적 행위에 대한 정상적인 판단능력이 없는 상태를 의미...\n", "13 검사가 증거로 제출한 CD에 복제된 동영상 파일은 경찰이 피고인에게 참여의 기회를 ...\n", "14 지인 간의 금전 거래에서 발생한 이자에 대한 판례는 상황에 따라 다를 수 있습니다....\n", "15 240649, 임금등청구의소[부당하게 해고된 후 원직이 아닌 업무에 복직된 근로자가...\n", "16 응급 환자의 의료 처치와 관련된 법률 판례는 다양하며, 의료진의 책임은 상황에 따라...\n", "17 사기죄와 관련된 유사한 판례로는 Daum 등의 사건(2003도382)이 있습니다. ...\n", "18 부동산 임대 계약과 관련된 판례 중 하나는, \"임대차가 종료된 후 임차인이 임대인에...\n", "19 법적으로, 돈을 빌려준 사람(채권자)은 돈을 빌려간 사람(채무자)에게 상환을 요구할...\n", "Name: ground_truth, dtype: object" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "qa_df[\"ground_truth\"] = qa_df[\"ground_truth\"].apply(lambda x: x[0])\n", "qa_df[\"ground_truth\"]" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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questionground_truthanswercontexts
0아버지가 돌아가신 후, 아버지가 가진 노인복지시설 보증금에 대해 저가 아닌 형이 받...[이 사건은 귀하와 관련된 실제 사례가 아니지만, 유사한 판례인 219733,부당이...안타깝게도 주어진 문서에서 귀하의 질문에 대한 직접적인 답변을 찾지 못했습니다. 하...[208930,부당이득반환,4290민상290,1957.07.25,대법원,민사,400...
1저는 3년 동안 일하다가 퇴사했는데, 퇴직금 계산 시 근무 기간을 어떻게 계산해야 ...[제가 이해한 바로는, 퇴직금 계산 시 근무 기간을 어떻게 계산해야 하는지에 대한 ...[사건 1]\\n- 사건 이름: 퇴직금\\n- 간단한 설명: 이 사건에서는 근로자가 퇴...[라. 정당한 퇴직금의 계산(1) 매월 지급받은 정기급여는 급여계산기간의 중도에 퇴...
2회사 주식 전부를 소유한 외국 법인이 다른 자회사에 주식을 현물출자하고, 이후 원래...[법률 판례와 관련된 질문입니다. 관련 판례는 '230909, 법인세징수처분등취소청...안녕하세요. 질문해주신 상황에 대해 비슷한 판례를 찾아보았습니다. 아래에 세 가지 ...[230909,법인세징수처분등취소청구,2017두31347,2022.03.31,대법원...
3이웃집의 반려견이 매일 밤 매우 크게 짖어서 잠을 설쳐요. 이에 대해 법적으로 대응...[이웃의 반려견으로 인한 소음 피해와 관련된 판례 중 하나는 2018년 서울고등법원...안타깝게도 주어진 문서에서 귀하의 질문에 대한 직접적인 답변을 찾지 못했습니다. 하...[238929,스토킹범죄의처벌등에관한법률위반[수개월간 반복하여 고의로 소음을 발생시...
4저는 2년 동안 근무한 직장에서 해고되었습니다. 그러나 회사 측에서는 저에게 어떤 ...[근로기준법은 사용자가 근로자를 해고할 때 30일 전에 예고를 하도록 규정하고 있습...안타깝게도 주어진 문서에서 귀하의 질문에 대한 직접적인 답변을 찾지 못했습니다. 하...[,[원고, 상고인] 원고 (소송대리인 법무법인 어울림 담당변호사 구은미 외 2인)...
\n", "
" ], "text/plain": [ " question \\\n", "0 아버지가 돌아가신 후, 아버지가 가진 노인복지시설 보증금에 대해 저가 아닌 형이 받... \n", "1 저는 3년 동안 일하다가 퇴사했는데, 퇴직금 계산 시 근무 기간을 어떻게 계산해야 ... \n", "2 회사 주식 전부를 소유한 외국 법인이 다른 자회사에 주식을 현물출자하고, 이후 원래... \n", "3 이웃집의 반려견이 매일 밤 매우 크게 짖어서 잠을 설쳐요. 이에 대해 법적으로 대응... \n", "4 저는 2년 동안 근무한 직장에서 해고되었습니다. 그러나 회사 측에서는 저에게 어떤 ... \n", "\n", " ground_truth \\\n", "0 [이 사건은 귀하와 관련된 실제 사례가 아니지만, 유사한 판례인 219733,부당이... \n", "1 [제가 이해한 바로는, 퇴직금 계산 시 근무 기간을 어떻게 계산해야 하는지에 대한 ... \n", "2 [법률 판례와 관련된 질문입니다. 관련 판례는 '230909, 법인세징수처분등취소청... \n", "3 [이웃의 반려견으로 인한 소음 피해와 관련된 판례 중 하나는 2018년 서울고등법원... \n", "4 [근로기준법은 사용자가 근로자를 해고할 때 30일 전에 예고를 하도록 규정하고 있습... \n", "\n", " answer \\\n", "0 안타깝게도 주어진 문서에서 귀하의 질문에 대한 직접적인 답변을 찾지 못했습니다. 하... \n", "1 [사건 1]\\n- 사건 이름: 퇴직금\\n- 간단한 설명: 이 사건에서는 근로자가 퇴... \n", "2 안녕하세요. 질문해주신 상황에 대해 비슷한 판례를 찾아보았습니다. 아래에 세 가지 ... \n", "3 안타깝게도 주어진 문서에서 귀하의 질문에 대한 직접적인 답변을 찾지 못했습니다. 하... \n", "4 안타깝게도 주어진 문서에서 귀하의 질문에 대한 직접적인 답변을 찾지 못했습니다. 하... \n", "\n", " contexts \n", "0 [208930,부당이득반환,4290민상290,1957.07.25,대법원,민사,400... \n", "1 [라. 정당한 퇴직금의 계산(1) 매월 지급받은 정기급여는 급여계산기간의 중도에 퇴... \n", "2 [230909,법인세징수처분등취소청구,2017두31347,2022.03.31,대법원... \n", "3 [238929,스토킹범죄의처벌등에관한법률위반[수개월간 반복하여 고의로 소음을 발생시... \n", "4 [,[원고, 상고인] 원고 (소송대리인 법무법인 어울림 담당변호사 구은미 외 2인)... " ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "qa_df[\"answer\"] = qa_df[\"question\"].apply(lambda x: rag_chain.invoke(x))\n", "qa_df[\"contexts\"] = qa_df[\"question\"].apply(\n", " lambda x: [d.page_content for d in retriever.get_relevant_documents(x)]\n", ")\n", "qa_df.head()" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'question': '아버지가 돌아가신 후, 아버지가 가진 노인복지시설 보증금에 대해 저가 아닌 형이 받게 된 경우, 이에 대해 제가 이의를 제기할 수 있을까요? 이와 관련된 판례가 있을까요?',\n", " 'ground_truth': ['이 사건은 귀하와 관련된 실제 사례가 아니지만, 유사한 판례인 219733,부당이득금반환,2021다271183,2022.01.14,대법원,민사,400101.0,판결,선고 사건을 참고할 수 있습니다. 이 판결은 노인복지시설 입소자가 자신의 사망 시 반환금 수취인으로 제3자를 지정한 계약에 대한 것으로, 수취인이 계약서에 기명날인을 하여 수익의 의사표시를 한 경우, 수취인은 계약에 따른 수익자로서의 권리와 이행을 받을 수 있다고 판결한 사례입니다. 이 판결은 구체적인 사실관계에 따라 다를 수 있으므로, 귀하의 상황에 적용하기 위해서는 법률 전문가와 상담하는 것이 좋습니다.'],\n", " 'answer': '안타깝게도 주어진 문서에서 귀하의 질문에 대한 직접적인 답변을 찾지 못했습니다. 하지만 이와 관련하여 다음과 같은 정보를 제공해 드릴 수 있습니다:\\n\\n1. 일반적인 법률 원칙:\\n - 상속: 아버지가 돌아가신 후, 아버지의 재산은 상속인들에게 상속됩니다. 상속인들은 법에 따라 상속분을 나누게 됩니다. 만약 상속분에 대해 이의가 있다면, 법원에 상속재산분할심판을 청구할 수 있습니다.\\n - 유언: 아버지가 유언을 남기셨다면, 유언에 따라 재산이 분배됩니다. 유언이 법적으로 유효한지 여부는 법원에서 판단할 수 있습니다.\\n\\n2. 비슷한 사례:\\n - [사건 1]\\n - 사건 이름: 인지등\\n - 간단한 설명: 미성년자가 부양의무자인 친권자에게 부양료를 청구한 사건입니다.\\n - 질문자의 상황과 비슷한 점: 상속과 관련된 법적 권리를 주장하는 점에서 유사합니다.\\n - 판결 결과: 미성년자는 부양의무자인 친권자에게 직접 부양료를 청구할 수 있다고 판결되었습니다.\\n - 출처: [154671, 인지등, 72므5, 1972.07.11](https://www.law.go.kr/LSW/precInfoP.do?precSeq=154671)\\n\\n3. 추천 행동:\\n - 상속재산분할심판 청구: 형이 아버지의 노인복지시설 보증금을 받게 된 것에 대해 이의를 제기하고 싶다면, 상속재산분할심판을 청구할 수 있습니다. 이를 통해 법원에서 공정하게 상속재산을 분할할 수 있습니다.\\n - 변호사 상담: 상속 문제는 복잡할 수 있으므로, 전문 변호사와 상담하여 구체적인 법률 자문을 받는 것이 좋습니다. 법률 상담 센터나 대한법률구조공단 등에서 무료 또는 저렴한 비용으로 초기 상담을 받을 수 있습니다.\\n\\n이해가 되지 않는 부분이 있거나 추가 질문이 있으시면 언제든 물어보세요. 최선을 다해 도와드리겠습니다.',\n", " 'contexts': ['208930,부당이득반환,4290민상290,1957.07.25,대법원,민사,400101.0,판결,선고, 압수물의 환가처분과 사무관리규정의 준용, 몰수할 수 있는 압수물에 대한 국가기관의 환가처분이 기 경제적 가치를 보존하기 위한 형사소송법상 처분이라고 할지라도 해 물건이 몰수되지 아니하는 경우도 있음으로 우 처분은 타방 해 물건소유자를 위한 사무관리에 준할 행위이라고 할 수 있다 따라서 국가기관이 우 환가를 위하여 체결한 계약에 관하여 계약자의 의무불이행으로 인하여 국가가 취득할 보증금은 재정법 제81조에 의하여 일응 국고에 귀속되는 것이나 해 물건 또는 기 후 환가처분으로 생긴 대금을 몰수하지 아니하게 되는 경우에는 우 국가기관은 사무관리에 관한 규정의 유추적용에 의하여 관리자로서 기 취득한 보증금을 해 물건소유자에게 인도할 의무가 있는 것이다,민법 제697조, 형사소송법 제131조, 제135조, 재정법 제81조, 재정법시행령 제81조,내용없음,【원고, 상고인】 원고 우 소송대리인 변호사 여철현【피고, 피상고인】 대한민국 우 소송대리인 변호사 민동식【원심판결】 광주고등법원 1957. 2. 28. 선고 56민공396 판결【주 문】 원판결을 파기하고 제1심 판결을 취소한다 피고는 원고에게 대하여 금 10만환을 지급하라 총 소송비용은 피고부담으로 한다【이 유】 원고소송대리인 상고이유는 원심은 원고의 청구는 검사가 압수물을 반환치 아니하였음을 원인으로 한 것으로서 즉 형사재판의 집행을 받는 자가 그 집행에 관한 검사의 처분이 부당함을 이유로 한 것이므로 형사소송법 제489조에 의하여 재판을 선고한 법원에 이의신청을 할 것이지 민사소송을 제기할 것이 아니므로써 결국 본건 소는 부적법한 것이므로 그 흠결이 보정하기 불능한 경우라고 인정하고 판결로써 소를 각하하였읍니다 그러나 본건 원고의 청구는 민사소송법상 부적한 것이라고 인정할만한 하 등의 흠결이 무합니다 원심이 적용한 형사소송법 제489조는 재판의 집행에 관한 검사의 처분이 부당함을 이유로하여야 재판을 선고한 법원에 이의신청을 할 수 있다는 형사재판의 집행수속에 관한 규정에 불과한 것입니다민사소송법 제224조 급 기타 규정에 비추어 하등의 흠결이 없는 적법한 본건 원고의 소가 우 형사재판의 집행수속에 관한 이의신청을 하고 아니한 것이 무슨 이유로 민사소송법상 적법 부적법이된다 하는 법률상 또는 논리상 근거를 발견하기 지극히 곤란합니다 본건 원고의 청구는 원고에 대한 형사상 원고 소유압수물의 환가처분에서 생한 대가의 일부를 몰수하지 않은 판결이 확정되어 있으므로 차는 당연히 원고에 반환하여야할 것임에도 불구하고 피고가 몰수금 명목하에 국고수입으로한 것을 이유로하야 부당이득반환을 청구한 것이요 검사의 처분이 부당함을 이유로하야 이의한 것이 아닙니다만 원고가 주장하는 전기 대가의 반환청구에 대한 검사의 불반환처분에 대하여 이의신청과 항고를 하였으나 그 목적을 달치못했다 (원판결 적시사실참조) 고 한것은 본건 청구의 원인사실에 대한 사정과 경위를 진술한 것에 불과합니다 이 진술이 있다고 해서 이것이 본건 청구가 검사의 처분이 부당함을 이유로한 것이라하야 민사소송을 제기한 것이라고 속단할 수 있을까요 가사백보를 양하여 그렇게 해석할 수 있다할지라도 전기 검사의 처분을 확정판결의 기판결과 동시할만한 법률상 근거가 없는 이상 이것을 원심인정의 보정불능의 경우 (○ 피고도 시인한바 여히 원고가 기히 이의신청과 항고까지한 것을) 라고 생각조차해 볼 수 있을까요 민사소송법 제224조의 흠결보정불능경우라한\\u3000것은 소송요건의 흠결중재판소에 관한 것만을 지칭한 것으로써 즉 피고에 대한 재판권의 흠결을 말할 것이요 동 조는 또 구두변론의 원칙을 배제한 규정입니다 예를 들면 동일소송이 다른 재판소에 계속 혹은 종국판결후 취하사건의 재소 또 기히 판결이 확정된 경우 기타 외국의 대사 공사 치외법권을 유한 자 등을 피고로하는 경우라고 생각합니다 과시 그렇다고 하면 본건 원고의 소가 이러한 흠결이 없는 이상 형사재판의 집행수속에 관한 규정에 구속받어 민사소송을 제기할 것이',\n", " '해지·해약되더라도 이 사건 의료재단은 반환을 청구할 수 없다. ② 이 사건 의료재단은 부천시에 주소를 둔 저소득층 노인들을 우선 대상으로 시설을 운영하여야 한다. 다만 원고가 필요하다고 인정하는 경우에는 관외자도 이용하게 할 수 있다. ③ 노인병원은 의료법에 의거 독립채산제 원칙으로 운영하되, 병상수의 50% 이상을 부천시 관내 의료급여수급자를 대상으로 운영하여야 한다. ④ 이 사건 의료재단은 노인병원 운영 이익금의 30%에 해당하는 금액을 원고에게 매년 납부하여야 하며, 원고는 이 사건 의료재단이 납부한 금액을 이 사건 의료재단이 제출한 사업계획서에 의거 노인복지시설 보완·보수 및 운영 등에 재투자한다. ⑤ 요양원 및 재가노인지원센터는 노인복지법 및 노인장기요양보험법, 보건복지부 지침 등의 관련 규정에 의거 운영하며, 시설운영에 필요한 경비 중 일부는 이 사건 의료재단의 부담금으로 하여야 하며, 그 금액은 수탁자 응모시 이 사건 의료재단이 제시한 매년 1억 2천만 원으로 한다. 제8조(회계 및 결산)① 이 사건 의료재단은 매년 9월 30일까지 노인복지시설별 운영에 필요한 다음연도 사업계획서를 이 사건 의료재단의 부담금을 포함한 예산서와 함께 원고에게 제출하여야 하며, 원고는 노인병원을 제외한 수탁사무 수행에 소요되는 비용을 예산의 범위 내에서 이 사건 의료재단에 지원한다. 제12조(해약)① 원고는 다음 각호의 어느 하나에 해당하는 경우에는 계약기간 중이라도 해약할 수 있으며, 이 사건 의료재단은 이로 인한 손실을 청구할 수 없다. 1. 이 사건 의료재단이 시설운영상 중대한 위법 및 약정사항을 위반하였을 때 2. 원고 또는 이 사건 의료재단의 사정에 의거 상호 해약 협약이 있었을 때 [인정 근거] 다툼 없는 사실, 갑 제10 내지 13호증의 각 기재, 변론 전체의 취지 2) 판단 가) 이 사건 노인복지시설 임대의 유·무상성 이 사건 의료재단이 이 사건 노인복지시설 신축비용 합계 37,647,800,000원 중 4,201,000,000원을 부담하였고, 노인병원 운영 이익금의 30%에 해당하는 금액을 원고에게 매년 납부하기로 한 사실은 앞서 본 바와 같다. 위와 같이 이 사건 의료재단이 신축비용 일부를 부담한 것은 노인복지시설 위탁운영자 지정을 받아 위 시설을 운영하기 위한 것이고, 원고가 이 사건 의료재단에 이 사건 노인복지시설 관리를 위탁하기로 한 것이 이 사건 의료재단이 신축비용을 부담하고 피고에게 그 반환을 청구하지 않기로 의사결정을 한 직접적 원인이 되는 점, 노인병원 운영으로 인한 이익금이 발생할지 여부가 불확정적이라고는 하나, 이 사건 의료재단은 수익을 얻을 것으로 예상하고 40억 원이 넘는 돈을 들여 위탁운영자 지정을 받은 것으로 보이며, 운영수익이 발생하는 경우 이 사건 의료재단은 그 이익금의 30%에 해당하는 금액을 원고에게 납부하여야 하는 점, 위 돈은 이 사건 노인복지시설의 보완·보수 및 운영비용으로 재투자되는데, 임대인인 원고로서는 이 사건 노인복지시설을 사용·수익이 가능한 상태로 유지·보수할 의무가 있으므로, 위 돈은 원고에게 귀속되어 원고가 들여야 할 비용으로 사용된다고 봄이 상당한 점, 이 사건 의료재단으로서는 이 사건 노인복지시설을 위탁받아 사용·수익하는 것의 반대급부로 원고에게 신축비용 일부와 노인병원 이익금의 30%를 교부한다고 보아야 할 것이고, 원고로서는 이로써 이 사건 노인복지시설 신축 및 보수비용을 절감할 수 있는 점 등에 비추어, 원고의 이 사건 노인복지시설 임대와 이 사건 의료재단의 신축비용 일부 부담 및 노인병원 이익금의 30% 납부는 실질적·경제적 대가관계에 있다고 보아야 할 것이어서 이 사건 노인복지시설 임대는 용역의 유상공급에 해당한다. 나) 이 사건 노인복지시설 임대의 사업성구 부가가치세법 제2조 제1항 제1호에 의하면 사업목적이 영리이든 비영리이든 관계없이 사업상 독립적으로 재화 또는 용역을 공급하면 사업자성이 인정된다. 부동산의 임대행위가 ‘부동산임대업’의 일환으로 이루어진 것인지 여부는 임대인의',\n", " '있는지의 여부를 알 길이 없어 2중 지급을 방지할 도리가 없다. 채무자가 이의하는 방법이 있지 않느냐고 할 수도 있겠지만, 채무자로서는 송달을 받아보지도 못한 채 집행절차가 진행되는 경우도 허다하다는 점을 굳이 감안하지 않더라도(가령 금융기관부실자산등의효율적처리및한국자산관리공사의설립에관한법률 제45조의2 등 참조), 수소법원의 입장에서 했어야 마땅한 일을 집행법원이나 채무자, 또는 채권자의 양심에 떠넘기는 것은 있을 수 없는 일이다. ② 보전처분에 대한 이의나 취소소송에서 소송비용에 대한 판단을 내리면서 병행심리하는 본안소송의 소송비용청구 부분은 그러면 전부 각하할 것인지, 집행비용만 따로 떼어낸 나머지만 각하할 것인지의 여부는 쉽게 해결될 문제가 아닌 것으로 보인다(보전처분에 대한 이의나 취소소송은 채무자가 그 개시 여부의 선택권을 가지고 있는 절차이기 때문에 채권자가 결과적으로 2중 청구한 입장이 되는 것은 피할 도리가 없다. 다만, 이러한 풀이는 보전처분 결정에 소송비용의 부담을 명시하지 아니하는 현재의 잘못된 관행에 터잡은 것이다. 아래에서 보는 바와 같이, 보전처분 결정에도 소송비용 부담이 명시되어야 하는 것이 원칙이고, 그 소송비용 부담 재판 그 자체가 집행권원이 되는 것이므로 소송비용을 따로 소구하는 것 자체가 논리적으로는 이미 2중 청구인 셈이다. 대법원 1995. 4. 18.자 94마2190 결정 참조). 이와는 달리, 병행심리가 이루어지지 아니하는 경우는 어떻게 할 것인가? 또, 본안에서 원고의 청구가 일부 인용되는 경우 보전처분 취소소송의 소송비용 부담은 도대체 어떤 방식으로 명해야 하는 것인가? ③ 다른 관점에서 달리 생각해보자. 법적 절차비용 등을 청구하기 위하여는 다시 소송비용이 소요된다. 소송비용액확정절차를 이용하면 간이할 뿐만 아니라 비용 또한 매우 저렴함에도 불구하고(가령 소송비용액확정신청서에는 금 1,000원의 인지만 첩부하면 족하다. 민사접수서류에 붙일 인지액 및 그 편철방법에 관한 재판예규 제999-1호 중 일람표 참조) 굳이 본안소송을 통하여 법적 비용을 소구하는 경우 거기에 추가로 드는 소송비용을 과연 채권의 보전이나 행사를 위한 불가피한 비용이라고 할 수 있을까? 더 간이하고 저렴한 방법이 있음에도 힘들고 비싼 방법을 택한 책임을 왜 채무자한테 부담시켜야 하는지 의문이 아닐 수 없다. 소송비용을 소구하기 위한 소송에 소요된 추가 소송비용의 환수를 위하여 또 소송비용을 청구하는 새로운 소송비용 청구의 소도 제기할 수 있을까? 부정적으로 판단해야 한다는 점에는 이론이 있을 수 없겠지만, 이 사건과 같은 첫번째 소송비용 환수 소송을 인정해주는 입장이라면 그 연쇄적인 소송의 고리를 어느 단계에서 무슨 논리로 끊어 줄 수 있을 것인가? ④ 나아가, 일부 승소의 경우는 어떠한가? 예컨대, 원고가 금 100만 원을 청구하면서 법적 비용으로 금 10만 원을 청구하는데 결국 본 청구 중 70%인 금 70만 원만 인용되는 경우라면 법적 비용 청구 부분 금 10만 원 중 금 7만 원만 인용하는 것인가, 아니면 그럼에도 불구하고 전액인 금 10만 원을 인용할 것인가? 어느 경우든 그 논거도 사실 명백하지 않은 것 같다. ⑤ 또, 법적 절차비용에 대한 지연이자율이나 지연이자는 어떤 근거로 어떻게 산정해야 하는가? 보전처분 등에 소요된 비용에 대한 지연이자를 채무불이행책임을 지는 채무자가 부담하는 것은 마땅하다고 볼 수도 있겠지만, 그 지연이자율이 원금에 대한 이자율이나 지연이자율과 동일한 원리하에 산정될 수는 없을 것으로 보임에도 그러한 내용에 대한 언급은 찾아볼 수 없다. 위와 같이 발생할 수 있는 수 많은 의문점들을 도외시한 채 채권의 보전에 소요된 비용을 무턱대고 인용해 줄 수는 없는 노릇이다. 이 사건의 경우, 원고는 피고측의 부동산을 가압류한 비용을 청구한 것으로 보이는데, 가압류 재판으로 인한 비용은 당해 절차에서 인정하는 소송비용액확정절차를 통하여, 그리고 그 가압류 재판의 집행으로 인한 비용은 역시 집행비용액확정절차를 통하여 상환받으면 족할 것이고, 이 사건의 경우와 같이 별도의',\n", " '보아야 할 것이어서 이 사건 노인복지시설 임대는 용역의 유상공급에 해당한다. 나) 이 사건 노인복지시설 임대의 사업성구 부가가치세법 제2조 제1항 제1호에 의하면 사업목적이 영리이든 비영리이든 관계없이 사업상 독립적으로 재화 또는 용역을 공급하면 사업자성이 인정된다. 부동산의 임대행위가 ‘부동산임대업’의 일환으로 이루어진 것인지 여부는 임대인의 부동산 취득 및 보유현황, 조성의 유무, 임대의 규모, 횟수, 태양, 상대방 등에 비추어 그 임대가 사업활동으로 볼 수 있을 정도의 계속성과 반복성이 있는지 등을 고려하여 사회통념에 따라 판단하여야 하고, 그 판단을 할 때에는 당해 임대 부동산에 대한 것뿐만 아니라, 임대인이 보유하는 부동산 전반에 걸쳐 당해 임대가 이루어진 시기의 전후를 통한 모든 사정을 참작함이 상당하다. 갑 제27 내지 제37호증의 각 기재 및 변론 전체의 취지에 의하면, 원고가 보유·관리하는 다수의 행정재산을 지속적으로 제3자에게 임대하여 온 사실을 인정할 수 있는바, 여기에 위 각 증거 및 인정 사실을 종합하여 알 수 있는 다음과 같은 사정, 즉 영리목적의 유무에 관계없이 독립적으로 재화나 용역을 공급하는 자라면 구 부가가치세법 제2조 제1항 제1호의 과세사업자가 되는 점, 이 사건 의료재단은 원고와 별개의 법인인 점, 구 부가가치세법 제12조 제1항 제18호는 지방자치단체가 공급하는 재화나 용역 중 대통령령으로 정하는 것은 부가가치세를 면제하고 있고, 지방자치단체의 부동산 임대는 대부분 수익사업의 성격과 공익사업의 성격을 함께 가지고 있으나, 민간사업자와의 형평성 제고를 위하여 2006. 2. 9. 대통령령을 제19330호로 개정하여 지방자치단체의 부동산 임대업, 음식·숙박업 등을 공익성 유무를 불문하고 면세사업에서 제외한 점, 원고가 공익목적으로 이 사건 의료재단에 이 사건 건물을 사용·수익하게 하였다고 하더라도 그 규모와 기간 등에 비추어 사업 활동으로 볼 수 있는 정도의 계속성과 반복성이 있는 점 등에 비추어 보면, 원고가 이 사건 의료재단에 이 사건 노인복지시설을 사용·수익하도록 한 것은 부동산임대사업의 일환으로 이루어진 것으로서 부가가치세 과세거래에 해당한다고 할 것이다. 다) 소결 이 사건 노인복지시설 임대가 부가가치세법상 과세대상이 되는 이상 이를 위하여 사용되었거나 사용될 재화 또는 용역의 공급에 대한 매입세액은 공제되어야 하므로(다만 이 사건 노인복지시설 임대를 과세대상거래로 보는 이상 공급가액에 대하여 징수할 매출세액에서 매입세액 공제하여야 할 것이다), 이 사건 노인복지시설 조성 관련 매입세액을 매출세액에서 공제하여 달라는 원고의 경정청구를 거부한 이 사건 2처분은 위법하다.3. 결론 그렇다면, 이 사건 2처분의 취소를 구하는 원고의 청구는 이유 있으므로 이를 인용하고, 이 사건 1처분의 취소를 구하는 청구는 이유 없으므로 이를 기각하기로 하여, 주문과 같이 판결한다. [별지 생략]판사 장일혁(재판장) 김연수 김나경',\n", " '154671,인지등,72므5,1972.07.11,대법원,가사,400103.0,판결,선고, 부양을 받을 미성년자라 하더라도 부양의무자인 친권자가 그를 부양하고 있지 않은 이상 그 부양료를 부양의무자인 친권자에게 직접 청구할 수 있다., 미성년자라 하더라도 권리만을 얻는 행위는 법정대리인의 동의가 필요 없으며 친권자와 자 사이에 이해상반되는 행위를 함에는 그 자의 특별대리인을 선임하도록 하는 규정이 있는 점에 비추어 볼 때, 청구인(미성년자인 혼인외의 자)은 피청구인(생부)이 인지를 함으로써 청구인의 친권자가 되어 법정대리인이 된다 하더라도 피청구인이 청구인을 부양하고 있지 않은 이상 그 부양료를 피청구인에게 직접 청구할 수 있다 할 것이다.,민법 제863조, 민법 제975조, 민법 제5조, 민법 제921조, 민법 제909조 제3항,내용없음,【심판청구인, 피상고인】 심판청구인【피심판청구인, 상고인】 피심판청구인【원심판결】 제1심 서울가정, 제2심 서울고등 1972. 3. 14. 선고 71르44 판결【주 문】 상고를 기각한다. 상고소송비용은 피고의 부담으로 한다.【이 유】 피심판청구인 소송대리인의 상고이유 제1점에 대한 판단, 피심판청구인과 심판청구인 아닌 제3자(심판청구인의 생모) 사이의 소론과 같은 약정이나 합의의 효력에 동 약정당시 출생도 하지 않은 심판청구인에게 법률상 효력이 미칠 수 없는 바에는 원판결에 채증법칙 위반이 있다고 할 수 없다. 상고 이유 없다. 같은 상고이유 제2점에 대한 판단 피심판청구인이 심판청구인을 인지하면 심판청구인의 아버지로서 친권자가 될 것이고 생활능력 없는 아들인 심판청구인을 부양할 의무가 있을 것이며 본건에 있어서는 피심판청구인 자신이 심판청구인의 인지 및 부양료 청구를 다투고 있을 뿐 아니라 심판청구인의 생모가 그를 양육하고 있음으로(원심은 생모의 자활 능력없음을 확정하였다) 그가 성년이 될때까지 부양료 지급을 명한 원판결은 정당하며 미성년자라 하더라도 권리만을 얻는 행위는 법정대리인의 동의가 필요 없으며(민법 제5조) 친권자와 자 사이에 이해 상반되는 행위를 함에는 그 자의 특별대리인을 선임하도록 하는 규정(민법 제921조)이 있는 점에 비추어 볼 때 피심판청구인이 심판청구인의 친권자가 되어 법정대리인이 된다 하더라도 피심판청구인이 심판청구인을 부양 하고 있지 않은 이상 그 부양료를 부양의무자에게 직접 청구할 수 있다 할 것이므로 상고 논지는 이유없다. 그러므로 관여한 법관 전원의 일치된 의견으로 주문과 같이 판결한다.대법원판사 나항윤(재판장) 손동욱 방순원 유재방 한봉세']}" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from datasets import Dataset\n", "\n", "dataset = Dataset.from_pandas(qa_df)\n", "dataset[0]" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "11689b9db3104ab599e08d1e4dc7f65e", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Saving the dataset (0/1 shards): 0%| | 0/20 [00:00[07/12/24 00:40:11] INFO [SentenceTransformer.py:197] >> Load pretrained SentenceTransformer.py:197\n", " SentenceTransformer: BAAI/bge-m3 \n", "\n" ], "text/plain": [ "\u001b[2;36m[07/12/24 00:40:11]\u001b[0m\u001b[2;36m \u001b[0m\u001b[34mINFO \u001b[0m \u001b[1m[\u001b[0mSentenceTransformer.py:\u001b[1;36m197\u001b[0m\u001b[1m]\u001b[0m >> Load pretrained \u001b]8;id=631938;file:///Users/anpigon/Library/Caches/pypoetry/virtualenvs/law-bot-C3zMZhS7-py3.11/lib/python3.11/site-packages/sentence_transformers/SentenceTransformer.py\u001b\\\u001b[2mSentenceTransformer.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=578432;file:///Users/anpigon/Library/Caches/pypoetry/virtualenvs/law-bot-C3zMZhS7-py3.11/lib/python3.11/site-packages/sentence_transformers/SentenceTransformer.py#197\u001b\\\u001b[2m197\u001b[0m\u001b]8;;\u001b\\\n", "\u001b[2;36m \u001b[0m SentenceTransformer: BAAI/bge-m3 \u001b[2m \u001b[0m\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "embeddings = get_embeddings()" ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [], "source": [ "from ragas.llms import LangchainLLMWrapper\n", "\n", "# from langchain.chat_models import ChatOpenAI\n", "from langchain_openai import ChatOpenAI\n", "\n", "llm = ChatOpenAI(model=\"gpt-4o\", temperature=0.0)\n", "langchain_llm = LangchainLLMWrapper(llm)" ] }, { "cell_type": "code", "execution_count": 99, "metadata": {}, "outputs": [], "source": [ "# list of metrics we're going to use\n", "metrics = [\n", " faithfulness,\n", " answer_relevancy,\n", " context_recall,\n", " context_precision,\n", " harmfulness,\n", "]\n", "\n", "for m in metrics:\n", " # change LLM for metric\n", " m.__setattr__(\"llm\", langchain_llm)\n", "\n", " # check if this metric needs embeddings\n", " if hasattr(m, \"embeddings\"):\n", " m.__setattr__(\"embeddings\", embeddings)" ] }, { "cell_type": "code", "execution_count": 100, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "85689792d97247c28e745042069227b7", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Evaluating: 0%| | 0/100 [00:00[07/12/24 00:59:46] INFO [_client.py:1773] >> HTTP Request: POST _client.py:1773\n", " https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\" \n", "\n" ], "text/plain": [ "\u001b[2;36m[07/12/24 00:59:46]\u001b[0m\u001b[2;36m \u001b[0m\u001b[34mINFO \u001b[0m \u001b[1m[\u001b[0m_client.py:\u001b[1;36m1773\u001b[0m\u001b[1m]\u001b[0m >> HTTP Request: \u001b[1;33mPOST\u001b[0m \u001b]8;id=523397;file:///Users/anpigon/Library/Caches/pypoetry/virtualenvs/law-bot-C3zMZhS7-py3.11/lib/python3.11/site-packages/httpx/_client.py\u001b\\\u001b[2m_client.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=260756;file:///Users/anpigon/Library/Caches/pypoetry/virtualenvs/law-bot-C3zMZhS7-py3.11/lib/python3.11/site-packages/httpx/_client.py#1773\u001b\\\u001b[2m1773\u001b[0m\u001b]8;;\u001b\\\n", "\u001b[2;36m \u001b[0m \u001b[4;94mhttps://api.openai.com/v1/chat/completions\u001b[0m \u001b[32m\"HTTP/1.1 200 OK\"\u001b[0m \u001b[2m \u001b[0m\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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MetricScore
0faithfulness0.532313
1answer_relevancy0.252284
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\n", "
" ], "text/plain": [ " Metric Score\n", "0 faithfulness 0.532313\n", "1 answer_relevancy 0.252284\n", "2 context_recall 0.443333\n", "3 context_precision 0.578889\n", "4 harmfulness 0.050000" ] }, "execution_count": 102, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_result = pd.DataFrame(list(result.items()), columns=[\"Metric\", \"Score\"])\n", "df_result" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> 각 지표에 대한 설명은 [여기](https://docs.ragas.io/en/stable/concepts/metrics/index.html)에서 확인 가능하다.\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "law-bot-C3zMZhS7-py3.11", "language": "python", "name": "python3" }, "language_info": { "name": "python", "version": "3.11.9" } }, "nbformat": 4, "nbformat_minor": 2 }