{
      "dir": "disk0\/00\/03\/21\/98",
      "thesis_type": "bachelor",
      "datestamp": "2026-07-17 01:54:38",
      "date_type": "published",
      "date": "2026-01-22",
      "ispublished": "pub",
      "userid": 12,
      "uri": "http:\/\/eprints.amikom.ac.id\/id\/eprint\/32198",
      "eprint_status": "archive",
      "eprintid": 32198,
      "creators": [
        {
          "nim": "22.11.4880",
          "name": {
            "honourific": null,
            "lineage": null,
            "family": "Vinanta",
            "given": "Aan Triya"
          }
        }
      ],
      "title": "PENGEMBANGAN CHATBOT HUKUM INDONESIA\r\nBERBASIS RAG DENGAN EVALUASI KINERJA\r\nRETRIEVAL DAN KONSISTENSI FAKTUAL",
      "status_changed": "2026-07-17 01:54:38",
      "corp_creators": [
        "Universitas AMIKOM Yogyakarta"
      ],
      "full_text_status": "restricted",
      "divisions": [
        "if"
      ],
      "thesis_name": "skripsi",
      "type": "thesis",
      "metadata_visibility": "show",
      "contributors": [
        {
          "name": {
            "lineage": null,
            "family": "Baita",
            "honourific": null,
            "given": "Anna"
          }
        }
      ],
      "documents": [
          {
            "files": [
                {
                  "objectid": 322550,
                  "hash": "526b3f0b131d64e8c7528e29133f8c23",
                  "mime_type": "application\/pdf",
                  "fileid": 1140394,
                  "mtime": "2026-07-17 01:47:41",
                  "datasetid": "document",
                  "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1140394",
                  "filesize": 1657375,
                  "hash_type": "MD5",
                  "filename": "COVER.pdf"
                }
            ],
            "content": "published",
            "language": "id",
            "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/322550",
            "eprintid": 32198,
            "formatdesc": "COVER - ABSTRAK",
            "format": "text",
            "placement": 1,
            "docid": 322550,
            "main": "COVER.pdf",
            "pos": 1,
            "mime_type": "application\/pdf",
            "rev_number": 2,
            "security": "public"
          },
          {
            "rev_number": 2,
            "security": "public",
            "docid": 322553,
            "main": "BAB I.pdf",
            "pos": 2,
            "mime_type": "application\/pdf",
            "format": "text",
            "placement": 2,
            "files": [
                {
                  "filename": "BAB I.pdf",
                  "hash_type": "MD5",
                  "filesize": 230720,
                  "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1140399",
                  "datasetid": "document",
                  "mtime": "2026-07-17 01:47:44",
                  "fileid": 1140399,
                  "mime_type": "application\/pdf",
                  "objectid": 322553,
                  "hash": "fcc93ce58d75d91f8223266aa37384b7"
                }
            ],
            "content": "published",
            "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/322553",
            "eprintid": 32198,
            "language": "id",
            "formatdesc": "BAB I"
          },
          {
            "rev_number": 2,
            "security": "validuser",
            "pos": 3,
            "mime_type": "application\/pdf",
            "docid": 322555,
            "main": "BAB II.pdf",
            "placement": 3,
            "format": "text",
            "language": "id",
            "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/322555",
            "eprintid": 32198,
            "formatdesc": "BAB II",
            "files": [
                {
                  "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1140404",
                  "datasetid": "document",
                  "filename": "BAB II.pdf",
                  "filesize": 724131,
                  "hash_type": "MD5",
                  "mime_type": "application\/pdf",
                  "hash": "dc41e6c6c6331b947e7f328ea920cfcd",
                  "objectid": 322555,
                  "mtime": "2026-07-17 01:47:48",
                  "fileid": 1140404
                }
            ],
            "content": "published"
          },
          {
            "placement": 4,
            "format": "text",
            "eprintid": 32198,
            "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/322556",
            "language": "id",
            "formatdesc": "BAB III",
            "files": [
                {
                  "datasetid": "document",
                  "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1140406",
                  "hash_type": "MD5",
                  "filesize": 412510,
                  "filename": "BAB III.pdf",
                  "hash": "0e92007086eb8673b17ee33dc1d65afb",
                  "objectid": 322556,
                  "mime_type": "application\/pdf",
                  "fileid": 1140406,
                  "mtime": "2026-07-17 01:47:51"
                }
            ],
            "content": "published",
            "rev_number": 2,
            "security": "validuser",
            "pos": 4,
            "mime_type": "application\/pdf",
            "docid": 322556,
            "main": "BAB III.pdf"
          },
          {
            "formatdesc": "BAB IV",
            "eprintid": 32198,
            "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/322557",
            "language": "id",
            "content": "published",
            "files": [
                {
                  "mtime": "2026-07-17 01:47:54",
                  "fileid": 1140408,
                  "mime_type": "application\/pdf",
                  "objectid": 322557,
                  "hash": "40a7edc3946c2baa08b779df130e731e",
                  "filename": "BAB IV.pdf",
                  "hash_type": "MD5",
                  "filesize": 1177142,
                  "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1140408",
                  "datasetid": "document"
                }
            ],
            "placement": 5,
            "format": "text",
            "mime_type": "application\/pdf",
            "pos": 5,
            "docid": 322557,
            "main": "BAB IV.pdf",
            "security": "validuser",
            "rev_number": 2
          },
          {
            "rev_number": 2,
            "security": "public",
            "pos": 6,
            "mime_type": "application\/pdf",
            "main": "BAB V.pdf",
            "docid": 322558,
            "placement": 6,
            "format": "text",
            "language": "id",
            "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/322558",
            "eprintid": 32198,
            "formatdesc": "BAB V",
            "files": [
                {
                  "filename": "BAB V.pdf",
                  "hash_type": "MD5",
                  "filesize": 69068,
                  "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1140410",
                  "datasetid": "document",
                  "mtime": "2026-07-17 01:47:58",
                  "fileid": 1140410,
                  "mime_type": "application\/pdf",
                  "hash": "9441ce14919aedfdb3416f4d8481bbe0",
                  "objectid": 322558
                }
            ],
            "content": "published"
          },
          {
            "formatdesc": "DAFTAR PUSTAKA - LAMPIRAN",
            "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/322559",
            "language": "id",
            "eprintid": 32198,
            "content": "published",
            "files": [
                {
                  "fileid": 1140412,
                  "mtime": "2026-07-17 01:48:03",
                  "hash": "cba6fa78ac7f53cc7c8d55c4b4ad1547",
                  "objectid": 322559,
                  "mime_type": "application\/pdf",
                  "filesize": 425149,
                  "hash_type": "MD5",
                  "filename": "Daftar Pustaka dan Lampiran.pdf",
                  "datasetid": "document",
                  "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1140412"
                }
            ],
            "placement": 7,
            "format": "text",
            "mime_type": "application\/pdf",
            "pos": 7,
            "docid": 322559,
            "main": "Daftar Pustaka dan Lampiran.pdf",
            "security": "validuser",
            "rev_number": 2
          },
          {
            "format": "archive",
            "placement": 8,
            "files": [
                {
                  "fileid": 1140414,
                  "mtime": "2026-07-17 01:48:07",
                  "objectid": 322560,
                  "hash": "1d14c52033f829269dc84dcf245133c5",
                  "mime_type": "application\/zip",
                  "filesize": 4059,
                  "hash_type": "MD5",
                  "filename": "Sourcecode - 22.11.4880.zip",
                  "datasetid": "document",
                  "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1140414"
                }
            ],
            "language": "id",
            "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/322560",
            "eprintid": 32198,
            "formatdesc": "SOURCE CODE",
            "rev_number": 2,
            "security": "staffonly",
            "docid": 322560,
            "main": "Sourcecode - 22.11.4880.zip",
            "pos": 8,
            "mime_type": "application\/zip"
          },
          {
            "docid": 322561,
            "main": "Publikasi.pdf",
            "mime_type": "application\/pdf",
            "pos": 9,
            "security": "staffonly",
            "rev_number": 2,
            "content": "published",
            "files": [
                {
                  "filesize": 716512,
                  "hash_type": "MD5",
                  "filename": "Publikasi.pdf",
                  "datasetid": "document",
                  "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1140416",
                  "fileid": 1140416,
                  "mtime": "2026-07-17 01:48:11",
                  "hash": "93976cd210ff306e63c958cd93d3134e",
                  "objectid": 322561,
                  "mime_type": "application\/pdf"
                }
            ],
            "formatdesc": "PUBLIKASI",
            "eprintid": 32198,
            "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/322561",
            "language": "id",
            "format": "text",
            "placement": 9
          }
      ],
      "department": "Fakultas Ilmu Komputer",
      "keywords": "RAG, Hukum Indonesia, Reranking, Faithfulness, LLM, Legal Chatbot.",
      "subjects": [
        "000.000.000A",
        "000.000.004"
      ],
      "rev_number": 16,
      "institution": "Universitas AMIKOM Yogyakarta",
      "abstract": "Rendahnya pengetahuan hukum masyarakat Indonesia sering kali\r\nmenyebabkan kesulitan dalam mencari rujukan pasal yang tepat, yang berujung\r\npada keputusan keliru dan ketidakmerataan akses keadilan, sementara penggunaan\r\nLarge Language Model (LLM) murni berisiko tinggi menghasilkan halusinasi\r\ntanpa sumber rujukan eksplisit. Penelitian ini bertujuan mengatasi permasalahan\r\ntersebut dengan mengembangkan chatbot hukum menggunakan metode RetrievalAugmented\r\n\r\nGeneration (RAG) yang memproses delapan Undang-Undang utama\r\nmelalui teknik recursive chunking dan menyimpannya dalam Qdrant Vector\r\nDatabase. Sistem menggabungkan pencarian semantik dan leksikal yang\r\ndisempurnakan dengan mekanisme reranking menggunakan model cross-encoder\r\nms-marco-MiniLM-L-6-v2, serta menghasilkan jawaban melalui model Gemini2.5\r\nFlash.\r\nHasil\r\nevaluasi\r\nterhadap\r\n42\r\nkueri\r\ngold\r\nset\r\ndari\r\nHukumonline\r\nmenunjukkan\r\n\r\nnilai\r\n\r\nRecall@k sebesar 0,619 dan Mean Reciprocal Rank (MRR) 0,351 yang\r\nmengindikasikan efektivitas penempatan dokumen relevan pada peringkat awal,\r\nserta skor faithfulness 0,478 yang mencerminkan tantangan penalaran pada kueri\r\nalami. Kontribusi penelitian berupa rancangan pipeline RAG yang robust ini dapat\r\ndimanfaatkan oleh masyarakat umum dan praktisi sebagai alat bantu verifikasi\r\nhukum yang akurat untuk meminimalisir kesalahan interpretasi.",
      "lastmod": "2026-07-17 01:54:38"
    }