{"id":"https://openalex.org/W7225083592","doi":"https://doi.org/10.5281/zenodo.23899149","title":"Cryptographic Provenance and Statutory Interlocks Against Physical-to-Digital IP Laundering: A Formal Critique of \"Project Panama,\" Cross-Border Statutory Arbitrage under Japanese Copyright Act Article 30-4, and Deterministic No-Learn Enforcement via QFS-zkVM","display_name":"Cryptographic Provenance and Statutory Interlocks Against Physical-to-Digital IP Laundering: A Formal Critique of \"Project Panama,\" Cross-Border Statutory Arbitrage under Japanese Copyright Act Article 30-4, and Deterministic No-Learn Enforcement via QFS-zkVM","publication_year":2026,"publication_date":"2026-11-02","ids":{"openalex":"https://openalex.org/W7225083592","doi":"https://doi.org/10.5281/zenodo.23899149"},"language":"en","primary_location":{"id":"doi:10.5281/zenodo.23899149","doi":"https://doi.org/10.5281/zenodo.23899149","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.23899149","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"volume":null,"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.5281/zenodo.23899149","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5158982858","display_name":"Yoko(\u6d0b\u5b50) Hasebe(\u9577\u8c37\u90e8)","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Hasebe(\u9577\u8c37\u90e8), Yoko(\u6d0b\u5b50)","raw_affiliation_strings":["Lead Researcher, Autonomous Infrastructure Systems, Autonomous Living & Physical Infrastructure Institute, Iwakuni, Yamaguchi, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lead Researcher, Autonomous Infrastructure Systems, Autonomous Living & Physical Infrastructure Institute, Iwakuni, Yamaguchi, Japan","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5158982858"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13851","display_name":"Law, AI, and Intellectual Property","score":0.6323000192642212,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13851","display_name":"Law, AI, and Intellectual Property","score":0.6323000192642212,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13842","display_name":"Intellectual Property Law","score":0.295199990272522,"subfield":{"id":"https://openalex.org/subfields/3308","display_name":"Law"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T14457","display_name":"Intellectual Property Rights and Media","score":0.01720000058412552,"subfield":{"id":"https://openalex.org/subfields/3320","display_name":"Political Science and International Relations"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/copyright-infringement","display_name":"copyright infringement","score":0.48399999737739563},{"id":"https://openalex.org/keywords/large-language-models","display_name":"large language models","score":0.4959999918937683},{"id":"https://openalex.org/keywords/resale-price-maintenance","display_name":"resale price maintenance","score":0.6940000057220459},{"id":"https://openalex.org/keywords/corporate-fiduciary-duties","display_name":"corporate fiduciary duties","score":0.5149999856948853},{"id":"https://openalex.org/keywords/entropy-extraction","display_name":"entropy extraction","score":0.5099999904632568}],"concepts":[{"id":"https://openalex.org/C158129432","wikidata":"https://www.wikidata.org/wiki/Q7766927","display_name":"Statutory law","level":2,"score":0.75},{"id":"https://openalex.org/C2779777834","wikidata":"https://www.wikidata.org/wiki/Q4202277","display_name":"Enforcement","level":2,"score":0.7412999868392944},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.5400999784469604},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.5221999883651733},{"id":"https://openalex.org/C190253527","wikidata":"https://www.wikidata.org/wiki/Q295354","display_name":"Law and economics","level":1,"score":0.4862000048160553},{"id":"https://openalex.org/C99535591","wikidata":"https://www.wikidata.org/wiki/Q1817095","display_name":"Interlock","level":2,"score":0.4627000093460083},{"id":"https://openalex.org/C178489894","wikidata":"https://www.wikidata.org/wiki/Q8789","display_name":"Cryptography","level":2,"score":0.41819998621940613},{"id":"https://openalex.org/C160623529","wikidata":"https://www.wikidata.org/wiki/Q273088","display_name":"Arbitrage","level":2,"score":0.36500000953674316},{"id":"https://openalex.org/C34974158","wikidata":"https://www.wikidata.org/wiki/Q131257","display_name":"Intellectual property","level":2,"score":0.36419999599456787},{"id":"https://openalex.org/C71745522","wikidata":"https://www.wikidata.org/wiki/Q2476929","display_name":"Confidentiality","level":2,"score":0.3546000123023987},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.3357999920845032},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.3337000012397766},{"id":"https://openalex.org/C2983583741","wikidata":"https://www.wikidata.org/wiki/Q16785388","display_name":"Third party","level":2,"score":0.3248000144958496},{"id":"https://openalex.org/C2779204856","wikidata":"https://www.wikidata.org/wiki/Q779439","display_name":"Statutory interpretation","level":3,"score":0.3224000036716461},{"id":"https://openalex.org/C33884865","wikidata":"https://www.wikidata.org/wiki/Q1254335","display_name":"Cryptographic protocol","level":3,"score":0.3158999979496002},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.3059999942779541},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.30329999327659607},{"id":"https://openalex.org/C2780262971","wikidata":"https://www.wikidata.org/wiki/Q44554","display_name":"Law enforcement","level":2,"score":0.2985999882221222},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.25600001215934753},{"id":"https://openalex.org/C203062551","wikidata":"https://www.wikidata.org/wiki/Q201339","display_name":"Public-key cryptography","level":3,"score":0.25290000438690186},{"id":"https://openalex.org/C2777834853","wikidata":"https://www.wikidata.org/wiki/Q96776939","display_name":"Liability","level":2,"score":0.2515000104904175}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.5281/zenodo.23899149","doi":"https://doi.org/10.5281/zenodo.23899149","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.23899149","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},{"id":"doi:10.5281/zenodo.23899150","doi":"https://doi.org/10.5281/zenodo.23899150","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.23899150","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.5281/zenodo.23899149","doi":"https://doi.org/10.5281/zenodo.23899149","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.23899149","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[{"display_name":"Peace, justice, and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.47620001435279846}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W7223456097","https://openalex.org/W7221056355","https://openalex.org/W7225090422","https://openalex.org/W7208831551","https://openalex.org/W7214542192","https://openalex.org/W7213939317","https://openalex.org/W7089761696","https://openalex.org/W7223913878","https://openalex.org/W7223464894","https://openalex.org/W7224102407"],"abstract_inverted_index":{"\u3053\u306e\u30e2\u30ce\u30b0\u30e9\u30d5\u306f\u3001\u300c\u7269\u7406\u7684\u304b\u3089\u30c7\u30b8\u30bf\u30eb\u3078\u306e\u77e5\u7684\u8ca1\u7523(IP)\u30ed\u30f3\u30c0\u30ea\u30f3\u30b0\u300d\u3001\u3059\u306a\u308f\u3061\u3001\u8457\u8005\u306e\u540c\u610f\u3084\u30ed\u30a4\u30e4\u30ea\u30c6\u30a3\u306e\u652f\u6255\u3044\u306a\u3057\u306b\u3001\u5546\u696d\u7528\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30b3\u30fc\u30d1\u30b9\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306b\u3001\u7269\u7406\u7684\u306a\u66f8\u7c4d\u3092\u7523\u696d\u7684\u306b\u53d6\u5f97\u3057\u3001\u7834\u58ca\u7684\u306b\u88fd\u672c\u3092\u89e3\u9664\u3057\u3001\u9ad8\u901f\u5149\u5b66\u30b9\u30ad\u30e3\u30f3\u3092\u884c\u3044\u3001\u30c8\u30fc\u30af\u30f3\u5316\u3059\u308b\u884c\u70ba\u306b\u5bfe\u3059\u308b\u3001\u7d71\u4e00\u7684\u306a\u6570\u5b66\u7684\u3001\u71b1\u529b\u5b66\u7684\u3001\u6cd5\u7684\u3001\u304a\u3088\u3073\u6697\u53f7\u5b66\u7684\u6279\u5224\u3092\u78ba\u7acb\u3059\u308b\u3082\u306e\u3067\u3059\u3002\u7c73\u56fd\u9023\u90a6\u8a34\u8a1f(\u300c\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30fb\u30d1\u30ca\u30de\u300d)\u3067\u660e\u3089\u304b\u306b\u306a\u3063\u305f\u79d8\u5bc6\u88cf\u306e\u7269\u7406\u7684\u306a\u66f8\u7c4d\u306e\u53d6\u308a\u8fbc\u307f\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3068\u3001\u65e5\u672c\u306e\u51fa\u7248\u6d41\u901a\u4ef2\u4ecb\u696d\u8005\u304c\u95a2\u4e0e\u3057\u305f\u69cb\u9020\u7684\u306a\u30b5\u30d7\u30e9\u30a4\u30c1\u30a7\u30fc\u30f3\u9055\u53cd(\u65e5\u520a\u7d19\u3068\u30a2\u30f3\u30c8\u30ed\u30d4\u30c3\u30af\u793e\u306e\u5927\u91cf\u66f8\u7c4d\u6a2a\u6d41\u3057\u8ad6\u4e89)\u306e\u4e21\u65b9\u3092\u691c\u8a3c\u3057\u3001\u5c0f\u58f2\u4fa1\u683c\u307e\u305f\u306f\u5378\u58f2\u4fa1\u683c\u3067\u7269\u7406\u7684\u306a\u66f8\u7c4d\u3092\u8cfc\u5165\u3059\u308b\u3053\u3068\u306f\u3001\u9650\u5b9a\u3055\u308c\u305f\u4eba\u9593\u306e\u8aad\u66f8\u306e\u305f\u3081\u306e\u7269\u7406\u7684\u57fa\u76e4\u306e\u52d5\u7523\u6240\u6709\u6a29\u306e\u307f\u3092\u4ed8\u4e0e\u3059\u308b\u3082\u306e\u3067\u3042\u308a\u3001\u7121\u5236\u9650\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u3088\u308b\u30a8\u30f3\u30c8\u30ed\u30d4\u30fc\u62bd\u51fa\u306e\u30e9\u30a4\u30bb\u30f3\u30b9\u3092\u4ed8\u4e0e\u3059\u308b\u3082\u306e\u3067\u306f\u306a\u3044\u3053\u3068\u3092\u8a3c\u660e\u3057\u307e\u3059\u3002\u307e\u305a\u3001\u5358\u4e00\u8aad\u8005\u5411\u3051\u306e\u5c0f\u58f2\u7248\u3092\u7121\u9650\u306e\u5546\u7528API\u63a8\u8ad6\u30af\u30a8\u30ea\u306b\u5909\u63db\u3059\u308b\u3068\u3001\u975e\u30bc\u30ed\u306e\u76f8\u4e92\u60c5\u5831\u91cf$I(\\mathcal{W}_i;":[0],"\\theta^*)":[1],">":[2],"\\epsilon_{\\text{sub}}$\u304c\u30e2\u30c7\u30eb\u91cd\u307f\u306b\u57cb\u3081\u8fbc\u307e\u308c\u3001\u5143\u306e\u4f5c\u54c1\u3068\u76f4\u63a5\u7af6\u5408\u3059\u308b\u3001\u969b\u9650\u306e\u306a\u3044\u7d4c\u6e08\u7684\u53ce\u596a\u7387($\\Lambda_{\\text{launder}}":[3],"\\to":[4],"\\infty$)\u304c\u751f\u3058\u308b\u3053\u3068\u3092\u793a\u3059\u30a8\u30f3\u30c8\u30ed\u30d4\u30fc\u53ce\u596a\u306e\u71b1\u529b\u5b66\u7684\u30e2\u30c7\u30eb\u3092\u5b9a\u5f0f\u5316\u3057\u307e\u3059\u3002\u6b21\u306b\u3001\u65e5\u672c\u306e\u8457\u4f5c\u6a29\u6cd5\u7b2c30\u6761\u306e4\u306e\u305f\u3060\u3057\u66f8\u304d\u3001\u30d9\u30eb\u30cc\u6761\u7d04\u7b2c9\u6761(2)\u306e3\u6bb5\u968e\u30c6\u30b9\u30c8\u3001\u65e5\u672c\u306e\u518d\u8ca9\u4fa1\u683c\u7dad\u6301\u5236\u5ea6\u3001\u304a\u3088\u3073\u65e5\u672c\u306e\u4f1a\u793e\u6cd5\u7b2c355\u6761\u306b\u57fa\u3065\u304f\u4f01\u696d\u306e\u53d7\u8a17\u8005\u76e3\u7763\u7fa9\u52d9\u3068\u30c7\u30e9\u30a6\u30a7\u30a2\u5dde\u306e\u30b1\u30a2\u30de\u30fc\u30af\u539f\u5247\u306b\u57fa\u3065\u304d\u3001\u56fd\u5883\u3092\u8d8a\u3048\u305f\u898f\u5236\u88c1\u5b9a\u53d6\u5f15\u306e\u6cd5\u7684\u9055\u6cd5\u6027\u3092\u5206\u6790\u3057\u307e\u3059\u3002\u7b2c\u4e09\u306b\u300164\u30d3\u30c3\u30c8\u306eGoldilocks\u7d20\u4f53($\\mathbb{F}_p,":[5],"p":[6],"=":[7],"2^{64}-2^{32}+1$)\u4e0a\u3067RTO":[8],"P2.0\u3001Q-SAFA\u3001PHOENIX_ROUTER\u3001\u304a\u3088\u3073QFS-zkVM\u306b\u57fa\u3065\u3044\u3066\u69cb\u7bc9\u3055\u308c\u305f\u6c7a\u5b9a\u8ad6\u7684\u306a\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u304a\u3088\u3073\u30d7\u30ed\u30c8\u30b3\u30eb\u30a4\u30f3\u30bf\u30fc\u30ed\u30c3\u30af\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002SEC\u898f\u524715c3-5\u306b\u57fa\u3065\u304f\u53d6\u5f15\u524d\u30ea\u30b9\u30af\u30a4\u30f3\u30bf\u30fc\u30ed\u30c3\u30af\u3068\u540c\u69d8\u306b\u3001\u3053\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306f\u3001\u53b3\u683c\u306aHuman-in-Command":[9],"[HIC]\u30ac\u30d0\u30ca\u30f3\u30b9\u306e\u4e0b\u3067\u3001\u3059\u3079\u3066\u306e\u30d0\u30c3\u30af\u30ef\u30fc\u30c9\u30d1\u30b9\u52fe\u914d\u66f4\u65b0\u306e\u524d\u306b\u30bc\u30ed\u77e5\u8b58\u6697\u53f7\u6765\u6b74\u691c\u8a3c\u3092\u5f37\u5236\u3057\u3001\u8a8d\u8a3c\u3055\u308c\u305f\u30aa\u30d7\u30c8\u30a4\u30f3\u304a\u3088\u3073\u6697\u53f7\u30ed\u30a4\u30e4\u30ea\u30c6\u30a3\u6c7a\u6e08\u9818\u53ce\u66f8\u304c\u306a\u3044\u5834\u5408\u3001\u307e\u305f\u306fNLL-v1.0-2026\u5951\u7d04\u30d5\u30e9\u30b0\u304c\u5b58\u5728\u3059\u308b\u5834\u5408\u306b\u3001\u52fe\u914d\u30c6\u30f3\u30bd\u30eb\u3092\u7269\u7406\u7684\u306b\u30bc\u30ed\u306b\u3057\u307e\u3059\u3002":[10],"\u3010\u65e5\u672c\u8a9e\u8981\u65e8\u3011\u672c\u8ad6\u6587(DOI:":[11],"10.5281/zenodo.23899150)\u306f\u3001\u7269\u7406\u7684\u6a29\u5229\u306e\u5927\u91cf\u8cfc\u5165\u30fb\u65ad\u88c1\u30fb\u9ad8\u901f\u30b9\u30ad\u30e3\u30f3\u306b\u3088\u308b\u5546\u696dAI\u5b66\u7fd2\u30c7\u30fc\u30bf\u69cb\u7bc9(\u300c\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30fb\u30d1\u30ca\u30de\u300d\u304a\u3088\u3073\u65e5\u672c\u56fd\u5185\u306b\u304a\u3051\u308b\u53d6\u6b21\u30fb\u7d4c\u7531\u306e\u6a29\u5229\u5927\u91cf\u58f2\u5374\u554f\u984c)\u304c\u5b55\u3080\u69cb\u9020\u7684\u80cc\u4fe1\u3068\u5373\u6642\u6027\u3092\u3001\u6570\u7406\u71b1\u529b\u5b66\u30fb\u65e5\u7c73\u6cd5\u5236(\u65e5\u672c\u8457\u4f5c\u6a29\u6cd5\u7b2c30\u6761\u306e4\u4f46\u3057\u66f8\u304d\u3001\u72ec\u5360\u7981\u6b62\u6cd5\u7b2c23\u6761\u7b2c4\u9805\u306e\u518d\u8ca9\u5236\u5ea6\u3001\u30d9\u30eb\u30cc\u6761\u7d04\u7b2c9\u6761\u7b2c2\u9805\u30b9\u30ea\u30fc\u30b9\u30c6\u30c3\u30d7\u30c6\u30b9\u30c8\u3001\u4f1a\u793e\u6cd5\u7b2c355\u6761\u5584\u7ba1\u6ce8\u610f\u7fa9\u52d9\u30fb\u5fe0\u5b9f\u7fa9\u52d9\u3001\u30c7\u30e9\u30a6\u30a7\u30a2\u5dde\u6cd5Caremark\u76e3\u8996\u7fa9\u52d9)\u30fb\u6697\u53f7\u5b66(64\u30d3\u30c3\u30c8)":[12],"Goldilocks\u7d20\u4f53\u4e0a\u306eQFS-zkVM\u304a\u3088\u3073RTO":[13],"P2.0\u4e8b\u524d\u52fe\u914d\u906e\u65ad\u30a4\u30f3\u30bf\u30fc\u30ed\u30c3\u30af)\u306e\u4e09\u5c64\u304b\u3089\u89e3\u4f53\u3057\u305f\u516c\u8a3c\u30e2\u30ce\u30b0\u30e9\u30d5\u3067\u3042\u308b\u3002":[14],"\u30e9\u30a4\u30bb\u30f3\u30b9\u304a\u3088\u3073\u5b8c\u5168\u6027\u306b\u95a2\u3059\u308b\u898f\u7d04:\u30af\u30ea\u30a8\u30a4\u30c6\u30a3\u30d6\u30fb\u30b3\u30e2\u30f3\u30ba\u8868\u793a4.0\u56fd\u969b\u30e9\u30a4\u30bb\u30f3\u30b9(CC":[15],"BY":[16],"4.0)\u53b3\u683c\u306a\u5b66\u7fd2\u7981\u6b62\u898f\u7d04(NLL-v1.0-2026)":[17],"======================================================================":[18,20,49],"\u77e5\u7684\u8ca1\u7523\u3001\u5546\u7528\u30e9\u30a4\u30bb\u30f3\u30b9\u3001\u304a\u3088\u3073\u7121\u8a31\u53ef\u306eAI\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u5229\u7528\u306e\u7981\u6b62\u306b\u95a2\u3059\u308b\u53b3\u683c\u306a\u901a\u77e5":[19],"1.":[21,38],"\u8a31\u53ef\u3055\u308c\u3066\u3044\u306a\u3044AI\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304a\u3088\u3073\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f\u306e\u7d76\u5bfe\u7684\u7981\u6b62(\u660e\u793a\u7684\u306a\u30aa\u30d7\u30c8\u30a2\u30a6\u30c8\u3068AI\u5236\u9650)":[22],"\u672c\u66f8\u304a\u3088\u3073\u8457\u8005\u306e\u8457\u4f5c\u7269(\u4ee5\u4e0b\u3001\u7dcf\u79f0\u3057\u3066\u300c\u8457\u4f5c\u7269\u300d\u3068\u3044\u3044\u3001\u3053\u308c\u307e\u3067\u306b\u767a\u8868\u3055\u308c\u305f\u3059\u3079\u3066\u306e\u8457\u4f5c\u7269\u304a\u3088\u3073320\u4ef6\u3092\u8d85\u3048\u308bZenodo\u306e\u30e2\u30ce\u30b0\u30e9\u30d5/\u8ad6\u6587\u3092\u542b\u3080)\u306b\u542b\u307e\u308c\u308b\u3059\u3079\u3066\u306e\u30c6\u30ad\u30b9\u30c8\u3001\u7406\u8ad6\u3001\u6570\u5f0f\u3001\u56f3\u3001\u8868\u3001\u72ec\u81ea\u306e\u30e1\u30bd\u30c3\u30c9\u3001\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af(\u300c\u305d\u308d\u3070\u3093\u300d\u30b7\u30b9\u30c6\u30e0\u3092\u542b\u3080)\u3001\u304a\u3088\u3073\u77e5\u898b\u306f\u3001\u53b3\u91cd\u306b\u4fdd\u8b77\u3055\u308c\u3066\u3044\u307e\u3059\u3002AI\u958b\u767a\u8005\u3001\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u3001\u307e\u305f\u306f\u7b2c\u4e09\u8005\u306f\u3001\u8457\u4f5c\u6a29\u8005\u3068\u306e\u4e8b\u524d\u306e\u66f8\u9762\u306b\u3088\u308b\u8aa0\u5b9f\u306a\u5408\u610f\u304a\u3088\u3073\u6b63\u5f53\u306a\u91d1\u92ad\u7684\u88dc\u511f(\u5546\u7528\u30e9\u30a4\u30bb\u30f3\u30b9\u6599)\u306e\u652f\u6255\u3044\u306a\u3057\u306b\u3001\u4ee5\u4e0b\u306e\u6d3b\u52d5\u3092\u884c\u3046\u3053\u3068\u3092\u53b3\u3057\u304f\u7981\u3058\u3089\u308c\u3066\u3044\u307e\u3059\u3002":[23],"\u672c\u8457\u4f5c\u7269\u3092\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u3001\u751f\u6210AI\u3001\u307e\u305f\u306f\u305d\u306e\u4ed6\u306e\u6a5f\u68b0\u5b66\u7fd2(ML)\u30e2\u30c7\u30eb\u306e\u958b\u767a\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u5fae\u8abf\u6574\u3001\u7d99\u7d9a\u7684\u5b66\u7fd2\u3001\u30a2\u30e9\u30a4\u30e1\u30f3\u30c8\u3001\u307e\u305f\u306f\u8a55\u4fa1\u306b\u5229\u7528\u3059\u308b\u3053\u3068\u3002":[24],"\u4f5c\u54c1\u3092\u3001\u691c\u7d22\u62e1\u5f35\u751f\u6210(RAG)\u30b7\u30b9\u30c6\u30e0\u3001\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u77e5\u8b58\u30d9\u30fc\u30b9\u3001\u307e\u305f\u306f\u77e5\u8b58\u30b0\u30e9\u30d5\u306b\u53d6\u308a\u8fbc\u3093\u3060\u308a\u3001\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u4f5c\u6210\u3057\u305f\u308a\u3001\u57cb\u3081\u8fbc\u3093\u3060\u308a\u3001\u4fdd\u5b58\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u3001\u3042\u308b\u3044\u306f\u305d\u308c\u3089\u3092\u4f7f\u7528\u3057\u3066\u51fa\u529b\u3001\u8981\u7d04\u3001\u307e\u305f\u306f\u6d3e\u751f\u5fdc\u7b54\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u3002":[25],"AI\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u307e\u305f\u306f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u30b3\u30f3\u30d1\u30a4\u30eb\u3092\u76ee\u7684\u3068\u3057\u3066\u3001\u81ea\u52d5\u30af\u30ed\u30fc\u30e9\u30fc\u3001\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0\u30c4\u30fc\u30eb\u3001\u30dc\u30c3\u30c8\u3001\u307e\u305f\u306f\u30c6\u30ad\u30b9\u30c8\u304a\u3088\u3073\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0(TDM)\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3001\u62bd\u51fa\u3001\u89e3\u6790\u3001\u307e\u305f\u306f\u5206\u6790\u3059\u308b\u3053\u3068\u3002":[26],"2.\u5546\u696d\u30e9\u30a4\u30bb\u30f3\u30b9\u5e02\u5834\u306e\u5b58\u5728\u3068\u6cd5\u5b9a\u8457\u4f5c\u6a29\u4f8b\u5916\u306e\u4e0d\u9069\u7528(\u65e5\u672c\u3001EU\u3001\u7c73\u56fd)":[27],"\u672c\u8457\u4f5c\u7269\u306f\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3001AI\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u5546\u7528\u30b7\u30b9\u30c6\u30e0\u7d71\u5408\u3092\u76ee\u7684\u3068\u3057\u305f\u3001\u8457\u4f5c\u8005\u304c\u76f4\u63a5\u904b\u55b6\u3059\u308b\u6d3b\u767a\u306a\u5546\u7528\u30e9\u30a4\u30bb\u30f3\u30b9\u5e02\u5834\u306e\u5bfe\u8c61\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u7121\u65ad\u4f7f\u7528\u306f\u3001\u3053\u306e\u30e9\u30a4\u30bb\u30f3\u30b9\u5e02\u5834\u3068\u76f4\u63a5\u7af6\u5408\u3057\u3001\u8457\u4f5c\u8005\u306e\u6b63\u5f53\u306a\u7d4c\u6e08\u7684\u6a5f\u4f1a\u3092\u596a\u3046\u3082\u306e\u3067\u3042\u308b\u305f\u3081\u3001\u8457\u4f5c\u6a29\u6cd5\u7b2c30\u6761\u306e4\u306e\u4f46\u3057\u66f8\u304d\u306b\u5b9a\u3081\u308b\u300c\u8457\u4f5c\u6a29\u8005\u306e\u5229\u76ca\u3092\u4e0d\u5f53\u306b\u5bb3\u3059\u308b\u300d\u884c\u70ba\u306b\u660e\u3089\u304b\u306b\u8a72\u5f53\u3057\u307e\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u60c5\u5831\u5206\u6790(\u7121\u65ad\u4f7f\u7528)\u306b\u95a2\u3059\u308b\u6cd5\u5b9a\u4f8b\u5916\u306f\u3001\u3044\u304b\u306a\u308b\u5834\u5408\u3082\u9069\u7528\u3055\u308c\u307e\u305b\u3093\u3002":[28],"\u3055\u3089\u306b\u3001\u3053\u306e\u901a\u77e5\u306b\u3088\u308a\u3001\u8457\u8005\u306f\u3001\u30c7\u30b8\u30bf\u30eb\u5358\u4e00\u5e02\u5834\u306b\u304a\u3051\u308b\u8457\u4f5c\u6a29\u306b\u95a2\u3059\u308bEU\u6307\u4ee4(\u6307\u4ee4(EU)2019/790)\u7b2c4\u6761(3)\u306b\u57fa\u3065\u304f\u30c6\u30ad\u30b9\u30c8\u304a\u3088\u3073\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0(TDM)\u4f8b\u5916\u304b\u3089\u660e\u793a\u7684\u306b\u9664\u5916(\u3059\u3079\u3066\u306e\u6a29\u5229\u3092\u7559\u4fdd)\u3057\u3001\u5546\u7528\u307e\u305f\u306f\u57fa\u790e\u7684\u306aAI\u30e2\u30c7\u30eb\u306e\u53d6\u308a\u8fbc\u307f\u306b\u95a2\u3059\u308b17":[29],"USC":[30],"\u00a7":[31],"107(\u7c73\u56fd\u8457\u4f5c\u6a29\u6cd5)\u306b\u57fa\u3065\u304f\u30d5\u30a7\u30a2\u30e6\u30fc\u30b9\u306e\u4e3b\u5f35\u3092\u65ad\u56fa\u3068\u3057\u3066\u62d2\u5426\u3057\u307e\u3059\u3002":[32],"3.\u30af\u30ea\u30a8\u30a4\u30c6\u30a3\u30d6\u30fb\u30b3\u30e2\u30f3\u30ba\u304a\u3088\u3073\u30aa\u30fc\u30d7\u30f3\u30fb\u30e9\u30a4\u30bb\u30f3\u30b9\u306b\u5bfe\u3059\u308b\u89e3\u91c8\u3068\u512a\u5148\u6a29":[33],"\u30ea\u30dd\u30b8\u30c8\u30ea\u306e\u30c7\u30d5\u30a9\u30eb\u30c8\u8a2d\u5b9a\u3067\u3053\u306e\u30ec\u30b3\u30fc\u30c9\u306b\u30af\u30ea\u30a8\u30a4\u30c6\u30a3\u30d6\u30fb\u30b3\u30e2\u30f3\u30ba(CC)\u30e9\u30a4\u30bb\u30f3\u30b9\u307e\u305f\u306f\u4e00\u822c\u7684\u306a\u30aa\u30fc\u30d7\u30f3\u30a2\u30af\u30bb\u30b9\u30e9\u30d9\u30eb\u304c\u8868\u793a\u3055\u308c\u3066\u3044\u308b\u5834\u5408\u3067\u3082\u3001AI\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001RAG\u3001\u304a\u3088\u3073\u81ea\u52d5\u5206\u6790\u306b\u95a2\u3057\u3066\u306f\u3001\u3053\u308c\u3089\u306e\u7279\u5225\u306a\u898f\u5b9a\u304c\u7d76\u5bfe\u7684\u306b\u512a\u5148\u3055\u308c\u307e\u3059\u3002\u3044\u304b\u306a\u308b\u72b6\u6cc1\u306b\u304a\u3044\u3066\u3082\u3001\u30ed\u30a4\u30e4\u30ea\u30c6\u30a3\u30d5\u30ea\u30fc\u307e\u305f\u306f\u7121\u8a31\u53ef\u306eAI\u95a2\u9023\u306e\u4f7f\u7528\u306f\u8a31\u53ef\u3055\u308c\u307e\u305b\u3093\u3002":[34],"4.\u4fb5\u5bb3\u306b\u5bfe\u3059\u308b\u6cd5\u7684\u6551\u6e08\u63aa\u7f6e\u304a\u3088\u3073\u640d\u5bb3\u8ce0\u511f":[35],"\u672c\u898f\u7d04\u306b\u9055\u53cd\u3057\u3066\u3001\u8457\u4f5c\u7269\u3092\u7121\u65ad\u3067\u53ce\u96c6\u3001\u5206\u6790\u3001AI\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u307e\u305f\u306fRAG\u53c2\u7167\u3059\u308b\u3053\u3068\u306f\u3001\u6545\u610f\u304b\u3064\u91cd\u5927\u306a\u8457\u4f5c\u6a29\u4fb5\u5bb3\u3001\u5951\u7d04\u9055\u53cd\u3001\u4e0d\u6b63\u7af6\u4e89\u3001\u304a\u3088\u3073\u9055\u6cd5\u884c\u70ba\u3068\u307f\u306a\u3055\u308c\u307e\u3059\u3002\u9055\u53cd\u8005\u306f\u3001\u8a72\u5f53\u3059\u308bAI\u30e2\u30c7\u30eb\u306e\u63d0\u4f9b\u307e\u305f\u306f\u8ca9\u58f2\u3092\u4e00\u6642\u505c\u6b62\u3059\u308b\u305f\u3081\u306e\u5373\u6642\u5dee\u6b62\u547d\u4ee4\u3001\u3059\u3079\u3066\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304a\u3088\u3073\u30e2\u30c7\u30eb\u91cd\u307f\u304b\u3089\u306e\u8457\u4f5c\u7269\u306e\u5f37\u5236\u7684\u306a\u524a\u9664\u304a\u3088\u3073\u5b66\u7fd2\u89e3\u9664\u3001\u9061\u53ca\u7684\u306a\u6a19\u6e96\u5546\u7528\u30e9\u30a4\u30bb\u30f3\u30b9\u6599\u306e\u8acb\u6c42\u3001\u304a\u3088\u3073\u6cd5\u5b9a\u640d\u5bb3\u8ce0\u511f\u304a\u3088\u3073\u61f2\u7f70\u7684\u640d\u5bb3\u8ce0\u511f\u306e\u8acb\u6c42\u3092\u542b\u3080\u3001\u5b8c\u5168\u306a\u6cd5\u7684\u63aa\u7f6e\u306e\u5bfe\u8c61\u3068\u306a\u308a\u307e\u3059\u3002":[36],"\u3010\u56fd\u969b\u57f7\u884c\u306e\u305f\u3081\u306e\u7c21\u6f54\u306a\u82f1\u8a9e\u7248\u3011":[37],"\u8a31\u53ef\u3055\u308c\u3066\u3044\u306a\u3044AI\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304a\u3088\u3073\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f\u306e\u53b3\u683c\u306a\u7981\u6b62":[39],"\u672c\u66f8\u304a\u3088\u3073\u8457\u8005\u306e320\u518a\u3092\u8d85\u3048\u308bZenodo\u30e2\u30ce\u30b0\u30e9\u30d5(\u7dcf\u79f0\u3057\u3066\u300c\u8457\u4f5c\u7269\u300d)\u306b\u542b\u307e\u308c\u308b\u3059\u3079\u3066\u306e\u30c6\u30ad\u30b9\u30c8\u3001\u7406\u8ad6\u3001\u65b9\u6cd5\u8ad6(\u72ec\u81ea\u306e\u300c\u305d\u308d\u3070\u3093\u8133\u300d\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u542b\u3080)\u3001\u69cb\u9020\u3001\u6570\u5f0f\u3001\u30c7\u30fc\u30bf\u306f\u3059\u3079\u3066\u53b3\u91cd\u306b\u4fdd\u8b77\u3055\u308c\u3066\u3044\u307e\u3059\u3002AI\u958b\u767a\u8005\u3001\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u3001\u307e\u305f\u306f\u7b2c\u4e09\u8005\u306b\u3088\u308b\u8457\u4f5c\u7269\u306e\u4f7f\u7528\u306f\u3001\u4e8b\u524d\u306e\u66f8\u9762\u306b\u3088\u308b\u5546\u7528\u30e9\u30a4\u30bb\u30f3\u30b9\u5951\u7d04\u304a\u3088\u3073\u8457\u8005\u3078\u306e\u9069\u5207\u306a\u91d1\u92ad\u7684\u88dc\u511f\u304c\u306a\u3044\u9650\u308a\u3001\u53b3\u3057\u304f\u7981\u6b62\u3055\u308c\u3066\u3044\u307e\u3059\u3002":[40],"\u4eba\u5de5\u77e5\u80fd(AI)\u3001\u6a5f\u68b0\u5b66\u7fd2(ML)\u30e2\u30c7\u30eb\u3001\u307e\u305f\u306f\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u5fae\u8abf\u6574\u3001\u30a2\u30e9\u30a4\u30e1\u30f3\u30c8\u3001\u307e\u305f\u306f\u8a55\u4fa1\u3002":[41],"\u60c5\u5831\u3092\u53d6\u308a\u8fbc\u307f\u3001\u691c\u7d22\u62e1\u5f35\u751f\u6210(RAG)\u30b7\u30b9\u30c6\u30e0\u3001\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001\u77e5\u8b58\u30b0\u30e9\u30d5\u3001\u307e\u305f\u306fAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u4fdd\u5b58\u3057\u3066\u3001\u51fa\u529b\u3001\u8981\u7d04\u3001\u307e\u305f\u306f\u6d3e\u751f\u5fdc\u7b54\u3092\u751f\u6210\u3059\u308b\u3002":[42],"\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30b3\u30f3\u30d1\u30a4\u30eb\u306e\u305f\u3081\u306e\u3001\u81ea\u52d5\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0\u3001\u30af\u30ed\u30fc\u30ea\u30f3\u30b0\u3001\u30cf\u30fc\u30d9\u30b9\u30c6\u30a3\u30f3\u30b0\u3001\u307e\u305f\u306f\u30c6\u30ad\u30b9\u30c8\u304a\u3088\u3073\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0(TDM)\u3002":[43],"2.\u5546\u7528\u30e9\u30a4\u30bb\u30f3\u30b9\u5e02\u5834\u3068\u6cd5\u5b9a\u9069\u7528\u9664\u5916(\u65e5\u672c\u3001EU\u3001\u7c73\u56fd)":[44],"\u8457\u8005\u306f\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3001AI\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u304a\u3088\u3073\u672c\u8457\u4f5c\u7269\u306e\u4f01\u696d\u7d71\u5408\u306b\u95a2\u3059\u308b\u5546\u7528\u30e9\u30a4\u30bb\u30f3\u30b9\u5e02\u5834\u3092\u7a4d\u6975\u7684\u306b\u7dad\u6301\u3057\u3066\u3044\u307e\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u30e9\u30a4\u30bb\u30f3\u30b9\u306e\u306a\u3044\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0\u3001\u30d1\u30fc\u30b9\u3001\u307e\u305f\u306fAI\u3078\u306e\u53d6\u308a\u8fbc\u307f\u306f\u3001\u8457\u8005\u306e\u6b63\u5f53\u306a\u7d4c\u6e08\u7684\u5229\u76ca\u3068\u76f4\u63a5\u7af6\u5408\u3057\u3001\u640d\u5bb3\u3092\u4e0e\u3048\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002\u65e5\u672c\u306e\u8457\u4f5c\u6a29\u6cd5\u7b2c30\u6761\u306e4\u306e\u305f\u3060\u3057\u66f8\u304d\u306b\u57fa\u3065\u304d\u3001\u60c5\u5831\u5206\u6790\u306b\u95a2\u3059\u308b\u6cd5\u5b9a\u4f8b\u5916\u306f\u672c\u8457\u4f5c\u7269\u306b\u306f\u9069\u7528\u3055\u308c\u307e\u305b\u3093\u3002\u3055\u3089\u306b\u3001\u8457\u8005\u306f\u3001\u3059\u3079\u3066\u306e\u6a29\u5229\u3092\u660e\u793a\u7684\u306b\u7559\u4fdd\u3057\u3001\u30c7\u30b8\u30bf\u30eb\u5358\u4e00\u5e02\u5834\u306b\u304a\u3051\u308b\u8457\u4f5c\u6a29\u306b\u95a2\u3059\u308bEU\u6307\u4ee4(2019/790)\u7b2c4\u6761(3)\u306b\u57fa\u3065\u304f\u30c6\u30ad\u30b9\u30c8\u304a\u3088\u3073\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0(TDM)\u4f8b\u5916\u306e\u9069\u7528\u3092\u9664\u5916\u3057\u3001\u5546\u7528\u307e\u305f\u306f\u57fa\u790e\u7684\u306aAI\u30e2\u30c7\u30eb\u3078\u306e\u53d6\u308a\u8fbc\u307f\u306b\u95a2\u3057\u3066\u3001\u7c73\u56fd\u8457\u4f5c\u6a29\u6cd5\u7b2c17\u7de8\u7b2c107\u6761\u306b\u57fa\u3065\u304f\u30d5\u30a7\u30a2\u30e6\u30fc\u30b9\u306e\u4e3b\u5f35\u3092\u62d2\u5426\u3057\u307e\u3059\u3002":[45],"3.\u5951\u7d04\u6761\u4ef6\u306e\u512a\u5148\u9806\u4f4d\u3068\u6cd5\u7684\u57f7\u884c":[46],"4.":[47],"\u3053\u308c\u3089\u306eAI\u60aa\u7528\u9632\u6b62\u898f\u5b9a\u306f\u3001\u6a5f\u68b0\u306b\u3088\u308b\u30c7\u30fc\u30bf\u8aad\u307f\u53d6\u308a\u304a\u3088\u3073AI\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f\u306b\u95a2\u3057\u3066\u3001\u30ea\u30dd\u30b8\u30c8\u30ea\u306e\u30c7\u30d5\u30a9\u30eb\u30c8\u8a2d\u5b9a\u3067\u8868\u793a\u3055\u308c\u308b\u4e00\u822c\u7684\u306a\u30aa\u30fc\u30d7\u30f3\u30a2\u30af\u30bb\u30b9\u307e\u305f\u306f\u30af\u30ea\u30a8\u30a4\u30c6\u30a3\u30d6\u30fb\u30b3\u30e2\u30f3\u30ba\u306e\u30e9\u30d9\u30eb\u306b\u512a\u5148\u3057\u307e\u3059\u3002\u7121\u65ad\u4f7f\u7528\u306f\u3001\u6545\u610f\u306e\u8457\u4f5c\u6a29\u4fb5\u5bb3\u304a\u3088\u3073\u4e0d\u6b63\u7af6\u4e89\u884c\u70ba\u306b\u8a72\u5f53\u3057\u3001\u9055\u53cd\u8005\u306f\u5373\u6642\u306e\u5dee\u6b62\u547d\u4ee4\u3001\u30e2\u30c7\u30eb/\u30c7\u30fc\u30bf\u306e\u5f37\u5236\u524a\u9664\u3001\u9061\u53ca\u7684\u306a\u5546\u7528\u30e9\u30a4\u30bb\u30f3\u30b9\u6599\u306e\u652f\u6255\u3044\u3001\u304a\u3088\u3073\u6cd5\u5b9a/\u61f2\u7f70\u7684\u640d\u5bb3\u8ce0\u511f\u306e\u5bfe\u8c61\u3068\u306a\u308a\u307e\u3059\u3002":[48]},"counts_by_year":[],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2026-11-03T00:00:00"}