{
  "course_id": "course-eval-five-pdfs-001",
  "documents": [
    {
      "path": "doc/samples/Dokumen Uji RAG Hub Sevima.pdf"
    },
    {
      "path": "doc/samples/Dokumen Uji_RAG_SEVIMA_Kebijakan_Akademik.pdf"
    },
    {
      "path": "doc/samples/Sop Implementasi Tenant Rag Hub Sevima.pdf"
    },
    {
      "path": "doc/samples/Dokumen Rag Mata Kuliah Pemrograman Web Struktur Data Dasar Pemrograman.pdf"
    },
    {
      "path": "doc/samples/Transformer Architecture.pdf"
    }
  ],
  "questions": [
    {
      "question": "Apa nama platform yang dijelaskan dalam dokumen spesifikasi RAG Hub SEVIMA?",
      "expected_all": [
        "RAG Hub SEVIMA"
      ],
      "expected_any": [],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Apa versi dokumen spesifikasi dan operasional RAG Hub SEVIMA?",
      "expected_all": [
        "1.4.2"
      ],
      "expected_any": [],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Kapan tanggal rilis dokumen RAG Hub SEVIMA?",
      "expected_all": [
        "17 April 2026"
      ],
      "expected_any": [],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Siapa pemilik dokumen RAG Hub SEVIMA?",
      "expected_all": [
        "Tim Platform Knowledge SEVIMA"
      ],
      "expected_any": [],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Apa email kontak eskalasi untuk RAG Hub SEVIMA?",
      "expected_all": [
        "rag-platform@sevima.test"
      ],
      "expected_any": [],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Berapa target keberhasilan fase pertama RAG Hub dalam menjawab pertanyaan uji berbasis dokumen?",
      "expected_all": [
        "78%"
      ],
      "expected_any": [
        "minimal"
      ],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Sebutkan tiga kelompok pengguna utama pada fase pertama RAG Hub.",
      "expected_all": [
        "Tim Implementasi Kampus",
        "Tim Customer Support",
        "Tim Product dan Engineering"
      ],
      "expected_any": [],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Apa vector database utama pada RAG Hub versi 1.4.2?",
      "expected_all": [
        "Qdrant"
      ],
      "expected_any": [],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Apa keyword search yang digunakan RAG Hub?",
      "expected_all": [
        "PostgreSQL Full-Text Search"
      ],
      "expected_any": [
        "PostgreSQL"
      ],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Apa ukuran maksimum file yang dijelaskan pada batasan file RAG Hub?",
      "expected_all": [
        "40 MB"
      ],
      "expected_any": [],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Berapa jumlah halaman maksimum per dokumen PDF pada RAG Hub?",
      "expected_all": [
        "300"
      ],
      "expected_any": [
        "halaman"
      ],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Kapan registrasi ulang mahasiswa wajib dilakukan?",
      "expected_all": [
        "awal semester ganjil dan genap"
      ],
      "expected_any": [],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Apa akibat jika mahasiswa gagal melakukan registrasi ulang?",
      "expected_all": [
        "non-aktif"
      ],
      "expected_any": [],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Kapan batas maksimal pembayaran UKT untuk semester ganjil dan genap?",
      "expected_all": [
        "minggu kedua",
        "Agustus",
        "Februari"
      ],
      "expected_any": [],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Apa syarat mutlak sebelum perkuliahan dimulai terkait KRS?",
      "expected_all": [
        "Validasi KRS",
        "Dosen Wali"
      ],
      "expected_any": [],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Berapa rentang nilai angka untuk nilai huruf AB?",
      "expected_all": [
        "76",
        "85"
      ],
      "expected_any": [
        "AB"
      ],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Berapa bobot SKS untuk nilai huruf C?",
      "expected_all": [
        "2.00"
      ],
      "expected_any": [],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Berapa biaya administrasi cuti akademik?",
      "expected_all": [
        "25%",
        "UKT"
      ],
      "expected_any": [],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Berapa durasi maksimal cuti akademik yang diizinkan?",
      "expected_all": [
        "4 semester"
      ],
      "expected_any": [],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Apa system_id pada blok metadata API referensi?",
      "expected_all": [
        "SIAKAD-CORE-099"
      ],
      "expected_any": [],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Apa data_domain pada blok metadata API referensi?",
      "expected_all": [
        "academic_policies"
      ],
      "expected_any": [],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Apa last_sync pada blok metadata API referensi?",
      "expected_all": [
        "2026-05-01T08:00:00Z"
      ],
      "expected_any": [],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Siapa nama rektor yang menandatangani dokumen ini?",
      "expected_all": [],
      "expected_any": [],
      "forbidden": [],
      "expect_abstain": true
    },
    {
      "question": "Berapa nomor telepon helpdesk yang tercantum dalam dokumen?",
      "expected_all": [],
      "expected_any": [],
      "forbidden": [],
      "expect_abstain": true
    },
    {
      "question": "Apa alamat kantor fisik SEVIMA yang disebutkan dalam dokumen?",
      "expected_all": [],
      "expected_any": [],
      "forbidden": [],
      "expect_abstain": true
    },
    {
      "question": "Apa versi SOP Implementasi Tenant RAG Hub SEVIMA?",
      "expected_all": [
        "2.3.0"
      ],
      "expected_any": [],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Kapan tanggal efektif SOP Implementasi Tenant RAG Hub SEVIMA?",
      "expected_all": [
        "28 April 2026"
      ],
      "expected_any": [],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Siapa pemilik dokumen SOP Implementasi Tenant RAG Hub SEVIMA?",
      "expected_all": [
        "Tim Implementation Enablement SEVIMA"
      ],
      "expected_any": [],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Apa kontak eskalasi untuk SOP Implementasi Tenant RAG Hub SEVIMA?",
      "expected_all": [
        "implementation-enablement@sevima.test"
      ],
      "expected_any": [],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Berapa target durasi normal implementasi tenant baru sejak kickoff?",
      "expected_all": [
        "15 hari kerja"
      ],
      "expected_any": [],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Kapan durasi implementasi tenant dapat diperpanjang menjadi 25 hari kerja?",
      "expected_all": [
        "lebih dari 500 dokumen"
      ],
      "expected_any": [
        "25 hari kerja"
      ],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Kickoff implementasi dilakukan maksimal berapa hari kerja setelah kontrak aktif?",
      "expected_all": [
        "3 hari kerja"
      ],
      "expected_any": [],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Apa format Tenant ID yang benar menurut SOP implementasi tenant?",
      "expected_all": [
        "T-<KODE-INSTITUSI>-<NOMOR-URUT>"
      ],
      "expected_any": [
        "T-UCD-001"
      ],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Apa nilai wajib untuk tenant_isolation_mode?",
      "expected_all": [
        "strict"
      ],
      "expected_any": [],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Apa nilai default no_answer_threshold pada konfigurasi wajib tenant?",
      "expected_all": [
        "0.42"
      ],
      "expected_any": [],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Apakah Campus Support boleh menghapus dokumen atau mengubah metadata?",
      "expected_all": [
        "tidak boleh"
      ],
      "expected_any": [
        "Campus Support"
      ],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Kapan ingestion batch pertama boleh dilakukan?",
      "expected_all": [
        "80%",
        "dokumen P0"
      ],
      "expected_any": [
        "lolos validasi"
      ],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Berapa persen sampel chunk dari batch pertama yang wajib diperiksa SEVIMA Knowledge Admin?",
      "expected_all": [
        "10%"
      ],
      "expected_any": [
        "sampel chunk"
      ],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Kapan batch ingestion dianggap gagal berdasarkan sampel chunk?",
      "expected_all": [
        "12%",
        "masalah struktur berat"
      ],
      "expected_any": [],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Berapa jumlah minimal pertanyaan uji tenant sebelum go-live?",
      "expected_all": [
        "40"
      ],
      "expected_any": [
        "pertanyaan uji"
      ],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Sebutkan ambang kelulusan Answer Accuracy, Citation Correctness, No-Answer Precision, dan Access Control Accuracy sebelum go-live.",
      "expected_all": [
        "80%",
        "88%",
        "90%",
        "100%"
      ],
      "expected_any": [],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Berapa lama hypercare berlangsung setelah tenant aktif?",
      "expected_all": [
        "10 hari kerja"
      ],
      "expected_any": [],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Berapa durasi minimal pelatihan Campus Admin sebelum go-live?",
      "expected_all": [
        "90 menit"
      ],
      "expected_any": [],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Apa syarat Support Lead tidak boleh menerima handover?",
      "expected_all": [
        "issue P1 terbuka"
      ],
      "expected_any": [],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Apakah role Security Reviewer boleh digabung dengan Knowledge Admin Kampus?",
      "expected_all": [
        "tidak boleh"
      ],
      "expected_any": [
        "Security Reviewer"
      ],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Apa status yang harus diberikan pada dokumen lama yang digantikan dokumen baru tetapi masih relevan historis?",
      "expected_all": [
        "Deprecated"
      ],
      "expected_any": [],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Apa kode dan bobot SKS mata kuliah Dasar Pemrograman?",
      "expected_all": [
        "IF101",
        "4 SKS"
      ],
      "expected_any": [],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Apa prasyarat mata kuliah Struktur Data?",
      "expected_all": [
        "Dasar Pemrograman"
      ],
      "expected_any": [],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Apa kode dan bobot SKS mata kuliah Pemrograman Web?",
      "expected_all": [
        "IF305",
        "3 SKS"
      ],
      "expected_any": [],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Apa prasyarat mata kuliah Pemrograman Web?",
      "expected_all": [
        "Dasar Pemrograman",
        "Basis Data"
      ],
      "expected_any": [],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Pada minggu ke berapa Binary Search Tree diajarkan dalam mata kuliah Struktur Data?",
      "expected_all": [
        "10",
        "Binary Search Tree"
      ],
      "expected_any": [
        "minggu"
      ],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Berapa bobot final project Pemrograman Web?",
      "expected_all": [
        "35%"
      ],
      "expected_any": [
        "Final project"
      ],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Sebutkan fitur wajib final project Pemrograman Web.",
      "expected_all": [
        "CRUD",
        "Autentikasi pengguna",
        "Session login dan logout",
        "Validasi input",
        "database relasional"
      ],
      "expected_any": [],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Berapa minimal kehadiran untuk mengikuti ujian akhir pada ketiga mata kuliah?",
      "expected_all": [
        "75%"
      ],
      "expected_any": [
        "kehadiran"
      ],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Apa aturan keterlambatan pengumpulan tugas?",
      "expected_all": [
        "10% per hari"
      ],
      "expected_any": [
        "lebih dari 3 hari",
        "ditolak"
      ],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Apakah password boleh disimpan plaintext pada proyek web?",
      "expected_all": [
        "plaintext"
      ],
      "expected_any": [
        "tidak boleh",
        "tidak"
      ],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Apa fokus utama mata kuliah Struktur Data?",
      "expected_all": [
        "penyimpanan",
        "pengolahan data",
        "efisien"
      ],
      "expected_any": [],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Penggunaan AI seperti apa yang diperbolehkan pada tugas pemrograman?",
      "expected_all": [
        "alat bantu belajar"
      ],
      "expected_any": [
        "Meminta penjelasan konsep",
        "Membantu menemukan bug",
        "Membantu menyusun dokumentasi awal"
      ],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Siapa nama CEO yang menyetujui SOP Implementasi Tenant RAG Hub SEVIMA?",
      "expected_all": [],
      "expected_any": [],
      "forbidden": [],
      "expect_abstain": true
    },
    {
      "question": "Berapa nomor telepon darurat tim Implementation Enablement?",
      "expected_all": [],
      "expected_any": [],
      "forbidden": [],
      "expect_abstain": true
    },
    {
      "question": "What are the document ID, version, and publication month for the Transformer Architecture technical reference?",
      "expected_all": [
        "AI-TR-2024-047",
        "3.0",
        "March 2024"
      ],
      "expected_any": [],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "What three compounding problems did sequential RNN processing create for long sequences?",
      "expected_all": [
        "Parallelism bottleneck",
        "Vanishing/exploding gradients",
        "Memory compression"
      ],
      "expected_any": [],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Why does scaled dot-product attention divide by sqrt(dk)?",
      "expected_all": [
        "softmax"
      ],
      "expected_any": [
        "near-zero gradients",
        "saturated regions",
        "reasonable range"
      ],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "In the Transformer base model, how many attention heads are used and what is the per-head dimension?",
      "expected_all": [
        "8",
        "64"
      ],
      "expected_any": [
        "heads",
        "dimensions"
      ],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "Why has Pre-LN become dominant in large Transformer models?",
      "expected_all": [
        "stable gradients"
      ],
      "expected_any": [
        "eliminates the need for learning rate warmup",
        "learning rate warmup"
      ],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "What positional encoding scheme does LLaMA use, and what does it do to query and key vectors?",
      "expected_all": [
        "RoPE",
        "query",
        "key"
      ],
      "expected_any": [
        "Rotary Positional Embeddings",
        "rotating query and key vectors",
        "complex space"
      ],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "How many parameters does BERT-Large have, and what pre-training objective does it use?",
      "expected_all": [
        "340M"
      ],
      "expected_any": [
        "Masked Language Modeling",
        "MLM"
      ],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "In T5 span corruption, what is the average span length and what percentage of tokens are masked?",
      "expected_all": [
        "3",
        "15%"
      ],
      "expected_any": [
        "span length",
        "tokens"
      ],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "What is QLoRA and how much GPU memory does it need to fine-tune a 65B model compared with full fine-tuning?",
      "expected_all": [
        "4-bit",
        "NF4",
        "48 GB",
        "780 GB"
      ],
      "expected_any": [
        "LoRA adapters",
        "frozen base weights"
      ],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "For a 7B LLaMA model at sequence length 4096, how much KV cache memory is required per request?",
      "expected_all": [
        "2 GB",
        "4096"
      ],
      "expected_any": [
        "KV cache"
      ],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "How does FlashAttention improve attention computation and what speedup does it achieve?",
      "expected_all": [
        "IO-aware",
        "SRAM",
        "speedup"
      ],
      "expected_any": [
        "2",
        "4"
      ],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    },
    {
      "question": "How does speculative decoding use a draft model, and what throughput improvement can it achieve?",
      "expected_all": [
        "draft model",
        "2",
        "3"
      ],
      "expected_any": [
        "candidate tokens",
        "verifies",
        "single forward pass"
      ],
      "forbidden": [
        "i don't know"
      ],
      "expect_abstain": false
    }
  ]
}