Datasets:
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|---|---|---|---|---|---|---|---|---|
llm-1000-0 | ms | meeting_notes | Mesyuarat e-dagang berlangsung pada 5 Mei 2024. Fokus utama adalah penambahbaikan UI di laman web Crest Enterprise Pte Ltd. Diberi tugasan kepada pasukan UX untuk menguji prototaip baru sebelum 12 Mei. Project Tembusu akan mengintegrasi sistem pembayaran digital di POS di Pusat Bandar Damansara. Anggota teknikal dimint... | [
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llm-1000-1 | en | meeting_notes | Meeting held at the central kitchen on 12 March 2026.
Agenda: review cost‑control, staff rota, and promotional launch for the new menu line.
1. **Cost‑control** – Inventory levels at the Johor supplier exceeded target by 12 %. Action: supplier to provide weekly consumption reports; kitchen manager to adjust orders a... | [] | {
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llm-1000-2 | mixed | support_ticket | Hai, saya order makan pagi pada 9:00 pagi di restoran di Taman Melaka. Tapi food datang tidak seperti menu, ada yang hilang. Saya cuba hubungi customer service, tapi response lambat. Saya nak tukar order atau refund. Sila reply balik ke email hakim.m@sunrise-holdings.example.com atau contact bank account 811209767837 u... | [
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llm-1000-3 | ms | chat | Hai, saya ingin mengingatkan bahawa Vertex Trading Pte Ltd telah meminta maklumat polis tambahan untuk tempoh 12 bulan. Sila hubungi Izzati bt. Ariffin di 60126481182 sebelum hari Rabu supaya kami dapat mengemaskini dokumen. Perkara ini berkaitan dengan Project Merbau yang sedang berjalan. Sila sahkan penerimaan melalu... | [
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llm-1000-5 | en | crm_note | Client called from a mid‑size logistics firm in Kuala Lumpur to discuss expanding their data‑plan capacity. They are currently on the 5G rollout and need additional bandwidth for IoT devices. I confirmed that our Project Falcon will cover the necessary spectrum allocation and outlined the rollout timeline. I also provi... | [
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llm-1000-8 | ms | log_or_config | Log 08:23:45 – Sistem checkout memuatkan modul pembayaran. Konfigurasi redis://reporting:llKBae168Ps3fY@10.145.40.244:6379/core disambungkan ke pangkalan data produk. Semasa proses, token Delta7517* diambil daripada vault dan dihantarkan ke gateway. End point https://10.31.34.140/metrics dikemaskini untuk menghantar no... | [
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llm-1000-10 | ms | support_ticket | Assalamualaikum,
Saya ingin memaklumkan bahawa saya telah menempah satu set baju kaos sekelompok 4 unit pada 15 Jun 2023 melalui laman web anda. Namun, bila menerima penghantaran pada 20 Jun, hanya 3 unit sahaja yang sampai dan satu unit rosak dengan warna yang tidak sama dengan gambar produk. Saya memohon agar anda d... | [] | {
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} | llm:support_ticket:ms:10 | gpt-oss-20b | false |
llm-1000-11 | mixed | chat | Hey team, just a quick reminder about the lab meeting tomorrow at 10am in the science block. Please bring the latest data from the PCR runs and update the PowerPoint with the new figures. I’ve already uploaded the draft slides to the shared drive – check folder "Lab_Meeting_2026_10". Kalau ada file tambahan, upload kat... | [] | {
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} | llm:chat:mixed:11 | gpt-oss-20b | false |
llm-1000-12 | ms | crm_note | Berjaya mencapai pertemuan di pejabat agensi kerajaan di Putrajaya. Pelanggan dari Cahaya Harmoni Trading Bhd mengesahkan komitmen untuk perkhidmatan IT selama 3 tahun dengan nilai kontrak RM3,300,000. Sesi perbincangan melibatkan perbincangan teknikal, SLA, dan jadual penyampaian. Untuk sebarang pertanyaan, sila hubun... | [
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llm-1000-13 | mixed | meeting_notes | Meeting notes – 25/08/2024
Branch: Bukit Bintang, ATM area.
Topik: SLA review dengan Wah Heng Resources Sdn. Bhd..
Discussion: Wah Heng Resources Sdn. Bhd. mengadu delay dalam proses approval. Kita set timeline 3 hari kerja. Project Pelican status: 80% finished, but masih ada bug di module pembayaran.
Action It... | [
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llm-1000-14 | en | log_or_config | 2026-10-05 08:15:32 INFO Initialising core services on grafana-dev-17.svc.internal.
2026-10-05 08:15:34 WARN Database connection retrying with mongodb://svc_api:D49M2XFyr0F86x@10.101.52.247:27017/appdb.
2026-10-05 08:15:36 INFO Authentication module loaded, using Harimau4974# for internal API.
2026-10-05 08:15:38... | [
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llm-1000-16 | en | contract_clause | The Clinic shall provide the Consultant with access to the patient records system and relevant medical equipment for the duration of the appointment. The Consultant agrees to comply with all local health regulations, including the Health Act of Malaysia and the Medical Practice Act of Singapore, and to maintain patient... | [] | {
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llm-1000-17 | ms | crm_note | Di hari 12/09/2024, pelanggan bersemuka di cawangan di Bukit Bintang. Perbincangan mengenai penawaran produk simpanan berjangka, termasuk perbandingan kadar faedah semasa dan potensi keuntungan. Telah menjelaskan keperluan pelanggan untuk pelan pensiun jangka panjang dan mengesahkan bahawa produk Project Atlas sesuai d... | [
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llm-1000-18 | en | chat | Hi team, just a quick update on the Fook Soon Logistics Enterprise policy renewal. We need to confirm the new cover dates and get the endorsement signed by Olivia Morgan. Please send the confirmation to the agent at the office near the MRT station. If any questions, call +65-9514-7632 or ping me here. Also, remember to... | [
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llm-1000-19 | en | hr_record | Employee Onboarding Confirmation
Date: __________________
Employee ID: ___________
Department: __________________
I, the undersigned, confirm that I have completed the mandatory onboarding requirements, including the submission of my identification documents, completion of the company’s code of conduct training... | [] | {
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} | llm:hr_record:en:19 | gpt-oss-20b | false |
llm-1000-20 | en | chat | Hi team, just a quick update on the Project Garuda rollout. We’ve received the final specs from Jaya Utama Technologies Pte. Ltd. and the print copies are ready at the clinic office. Please confirm the appointment slot for the patient intake on 14/10 at 10:30 a.m. If you need to reach the coordinator, call 8716 8443. F... | [
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llm-1000-23 | en | internal_email | Subject: Update on the Teguh Gemilang Resources Enterprise partnership
Hi team,
Just wanted to confirm that the contract with Teguh Gemilang Resources Enterprise was signed yesterday. The agreed RM1,648,000 will be credited to our branch account by the end of this week. Please ensure all documentation is filed in the... | [
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llm-1000-24 | en | crm_note | Meeting held at the plant’s control room on 14 June 2024. Discussed Project Orion rollout and confirmed that Mutiara Makmur Logistics Sdn. Bhd. will require additional 200 kW panels by Q3. The preliminary quote stands at RM303,000. Agreed to schedule a site audit next week to verify compliance with local safety standar... | [
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llm-1000-25 | ms | crm_note | Telah mengesahkan perbincangan bersama Horizon Marketing Enterprise mengenai penilaian risiko baru untuk projek Project Tembusu. Kami telah menyampaikan cadangan pakej perlindungan nilai dan mendapat persetujuan preliminari. Perjanjian ini dijangka mencapai MYR 5.9m dan akan disahkan pada akhir bulan ini. Sila semak la... | [
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llm-1000-26 | en | contract_clause | The appointed agent shall receive a monthly commission of MYR 22,800 for all successful property transactions within the jurisdiction of the Hock Lee Marine Services Bhd. All commissions shall be credited to 7356417112403 within seven (7) business days following settlement. The agent’s date of birth 22/10/1948 must be ... | [
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llm-1000-27 | ms | internal_email | Assalamualaikum,
Perlu makluman bahawa Makmur Jaya Consultancy Berhad telah memberi respon positif terhadap cawangan baru di Taman Desa, dan kami bersedia untuk memulakan proses finalisasi. Sila hubungi Eng Hock Engineering Berhad di 01106869966 bagi menyemak terma dan syarat akhir sebelum minggu depan. Perkara pentin... | [
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} | llm:internal_email:ms:27 | gpt-oss-20b | false |
llm-1000-28 | ms | crm_note | Nota: Sila ambil perhatian bahawa bagi projek Project Orion di pasaran Johor, kami telah mengesahkan tempoh penghantaran tambahan selama 2 minggu. Perbincangan dengan pihak Summit Holdings Pte. Ltd. telah menekankan keperluan bagi penyesuaian jadual kargo di Terminal Tanjung Pelepas. Sila hubungi Azizah binti Latif di ... | [
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} | llm:crm_note:ms:28 | gpt-oss-20b | false |
llm-1000-29 | en | crm_note | Client visit to the plant in Johor Bahru on 15/08/2024. Discussed expansion of the Project Merbau line with increased capacity. Highlighted potential for 20% higher throughput and 15% cost savings. Signed preliminary agreement with Apex Construction Bhd for a pilot run. Quote prepared for RM 4,931,000 worth of equipmen... | [
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llm-1000-30 | ms | meeting_notes | Rapat logistik di lapangan gudang, 12 April 2024. Agenda: penilaian SLA dengan Project Bayan, penambahbaikan proses pemindahan barang, dan perancangan penjadualan penghantaran ke Singapura.
Catatan:
1. Hidayah bt. Osman akan mengesahkan data inventori sebelum 20 April.
2. Tim IT perlu menguji sistem ERP dan lapor... | [
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llm-1000-33 | ms | contract_clause | Sebagai pekerja di rantai restoran ini, anda bersetuju untuk mematuhi semua polisi keselamatan makanan dan standard layanan pelanggan yang ditetapkan oleh pengurusan pusat di Kuala Lumpur. Gaji bulanan anda ditetapkan pada RM28,100.00 dan akan dibayar melalui pindahan automatik ke akaun bank yang anda sediakan, 4637664... | [
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llm-1000-34 | en | crm_note | Client visited the branch at Orchard Road on 12/08/2024. Discussed potential expansion of the Project Borneo portfolio to include SME loans for local tech startups. Client requested a follow‑up meeting at our Bukit Timah office. Sent initial proposal via azizah.r@example.org and confirmed receipt. Scheduled call on 19/... | [
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llm-1000-35 | en | hr_record | Employee Onboarding Record
Date: 12 May 2024
Employee: Hazim b. Hamid
Address: NO. 40, LEBUH CEMPAKA 4/4, KAMPUNG SRI INDAH, 70659 SEREMBAN, NEGERI SEMBILAN
Date of Birth: 10-12-1956
Bank Account: 4650-8971-83
Position: Production Line Operative
Plant: Selangor Manufacturing Hub, Malaysia
Supervisor: –... | [
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llm-1000-36 | en | hr_record | Employee Onboarding Form – Manufacturing Plant
Date: ___/___/____
1. Personal Details
• Nationality: Singaporean/Malaysian
• Date of Birth: ___/___/____
• ID/Passport No.: ___________
2. Contact Information
• Phone: 017-5496025
• Emergency Contact Phone: ___________
3. Bank Details (... | [
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llm-1000-37 | en | hr_record | Employee Onboarding Record – Online Retail Hub, Singapore
Date: 23/10/2026
Name: HO ZHI HAO
National ID: 780704125036
Date of Birth: 04.07.1978
Home Address: No. 115, Lebuh Murni 15, Desa Maju, 15964 Kota Bharu, Kelantan
Position: Customer Service Associate – Malaysia‑Singapore Division
Salary: RM 27,80... | [
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llm-1000-38 | ms | contract_clause | Perjanjian ini dibuat di cawangan bank di Kuala Lumpur pada 12‑03‑2024. Pihak pertama, Wah Heng Consultancy Berhad, dan pihak kedua, Tay Kar Mun, bersetuju bahawa Tay Kar Mun akan memegang jawatan pegawai perbankan dengan tugas memantau transaksi harian dan memberi nasihat kepada pelanggan. Pihak kedua mesti menyerahka... | [
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llm-1000-39 | ms | support_ticket | Assalamualaikum,
Saya ingin memaklumkan bahawa saya telah menukar 5555 5529 0935 6295 pada 12/04/2024, tetapi sistem masih memaparkan nombor lama. Selain itu, saya tidak dapat mengakses akaun 401550424 kerana mesej ralat “kebenaran tidak sah”. Saya telah menempah buku di perpustakaan Universiti Malaya, tetapi tidak da... | [
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"contains_confidential_business": false
} | llm:support_ticket:ms:39 | gpt-oss-20b | false |
llm-1000-40 | en | hr_record | Date of Entry: ______________________
Employee ID: _________________________
National Identity Card Number: 791215011014
Date of Birth: 15/12/1979
Bank Account for Salary: 290112100002
Department: _________________________
Position: ____________________________
Reporting Officer: ___________________
Sig... | [
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} | llm:hr_record:en:40 | gpt-oss-20b | false |
llm-1000-41 | ms | contract_clause | Perkara: Gaji dan Penarikan
Berikut adalah terma gaji bagi jawatan ini. Gaji bulanan ditetapkan pada nilai RM 23,200. Pembayaran gaji akan dibuat secara automatik pada setiap hujung bulan kepada akaun bank yang dinyatakan oleh pihak pengajar di 4657-6875-50. Setiap perubahan nilai gaji atau penyesuaian harus diiktiraf... | [
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] | {
"contains_source_code": false,
"contains_confidential_business": false
} | llm:contract_clause:ms:41 | gpt-oss-20b | false |
llm-1000-43 | mixed | crm_note | Hi team,
Just wanted to update on the demo session with the client at @PLACE. They’re impressed with the new dashboard but want a deeper integration with our ERP system. Need to arrange a technical walk‑through with the dev squad by next Tuesday. Also, the finance dept requested a revised quotation; will send the upd... | [] | {
"contains_source_code": false,
"contains_confidential_business": false
} | llm:crm_note:mixed:43 | gpt-oss-20b | false |
llm-1000-44 | mixed | crm_note | Hi team,
Update on Nusantara Cemerlang Enterprise Pte Ltd project Project Jelutong. Client Soon Lee Enterprise Holdings Berhad sudah menerima demo dan feedback positif. Mereka ingin extend scope ke integration with payroll system, so kita perlu adjust timeline. Proposal baru akan dikirim sebelum end of week. Pastikan ... | [
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llm-1000-45 | mixed | log_or_config | 2024‑07‑18 09:32:05 – Mesin CNC #3 di lantai A mengalami error: “Unexpected stop”. Log masuk ke https://dev-mq-19.svc.internal/login untuk review fault log. Log raw data dihantar ke server monitoring di 172.29.60.160. Semua operator di area tersebut diberitahu via radio FM dan app Teams. Sesi troubleshooting dijadualka... | [
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"contains_source_code": true,
"contains_confidential_business": false
} | llm:log_or_config:mixed:45 | gpt-oss-20b | false |
llm-1000-46 | en | crm_note | Client visited our office in Bukit Bintang on 12 March to discuss renewal of their commercial vehicle insurance. They expressed concern about rising claims costs and requested a bundle with roadside assistance and zero deductible for collision. I presented a tailored quote with a 5% discount for multi-policy purchase a... | [] | {
"contains_source_code": false,
"contains_confidential_business": false
} | llm:crm_note:en:46 | gpt-oss-20b | false |
llm-1000-47 | ms | hr_record | Tarikh: [Tarikh]
Bahagian: Sumber Manusia
Pengguna: Kakitangan Baru
Sila lengkapkan maklumat berikut untuk proses onboarding di balai perkhidmatan awam:
1. Nama penuh (dalam huruf besar)
2. Jawatan yang diterima
3. Tarikh mula kerja
4. Tempat kerja (contoh: Jabatan Keselamatan Awam, Bandar Kuala Lumpur) ... | [] | {
"contains_source_code": false,
"contains_confidential_business": false
} | llm:hr_record:ms:47 | gpt-oss-20b | false |
llm-1000-48 | mixed | internal_email | Hai team,
Malam ini, kita kena finish draft kontrak dengan Mutiara Sejahtera Construction Berhad. Pastikan semua syarat di dalamnya align dengan RM 1.9m. Jennifer Soo telah mengesahkan butiran akhir dan sudah sign off di atas. Sila review dan bagi maklum balas sebelum end of day. Juga, confirm shipping schedule di Po... | [
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"contains_source_code": false,
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} | llm:internal_email:mixed:48 | gpt-oss-20b | false |
llm-1000-49 | mixed | log_or_config | 2024-10-05 08:45:12 | INFO | Mengambil data polis: client_id=12345, dob=10.247.108.43 | 2024-10-05 08:45:13 | DEBUG | Menghubungkan ke DB: redis://svc_api:oF4KEy6yNxWnLT@10.153.226.110:6379/appdb | 2024-10-05 08:45:14 | INFO | Memproses claim #9876, status: pending | 2024-10-05 08:45:15 | WARN | API key tidak sah, cuba... | [
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} | llm:log_or_config:mixed:49 | gpt-oss-20b | false |
llm-1000-50 | ms | log_or_config | 2024-10-05 09:15:32 – Mulai proses autentikasi mesin ATM di cawangan. IP dalaman: 10.59.120.111. Membaca token PIN pelanggan. Log kesalahan: "API key tidak sah". Memanggil sk_test_Gy4ckHHpMvfNoNld5fCIbxrVILi0Aidh ke http://kafka-uat-16.svc.internal:9000/dashboard untuk validasi. Status 200 OK. Menghantar data transaksi... | [
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] | {
"contains_source_code": true,
"contains_confidential_business": false
} | llm:log_or_config:ms:50 | gpt-oss-20b | false |
llm-1000-51 | en | meeting_notes | Meeting held at the office on 12 July 2024. Discussed renewal of the policy for Gemilang Harmoni Holdings Enterprise. Agreed to present the updated MYR 662,000 by end of next week. Confirmed that the premium adjustment will be processed through the bank. Action items:
- Prepare the revised proposal and send to Gemila... | [
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} | llm:meeting_notes:en:51 | gpt-oss-20b | false |
llm-1000-53 | ms | internal_email | Assalamualaikum,
Berikut kemaskini bagi Project Atlas. Sumber data dikumpulkan di pejabat di pusat bandar dan melalui panggilan telefon kepada pembekal. Sila semak lampiran bagi butiran teknikal dan jadual pelaksanaan. Kami juga perlu mengesahkan S$ 3,859,000 sebelum menandatangani kontrak rasmi. Sila hantar maklum ba... | [
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} | llm:internal_email:ms:53 | gpt-oss-20b | false |
llm-1000-54 | en | contract_clause | The Agent hereby confirms that they are a qualified insurance broker operating in the State of Selangor, Malaysia, and shall conduct all business activities in accordance with the Insurance Act 2017 and the guidelines issued by the Financial Services Act 2018. The Agent shall maintain a current licence issued by the re... | [
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llm-1000-55 | ms | contract_clause | Diberikan dengan ini, Penerima Diberi Jawatan (selanjutnya “Pengguna”) akan mematuhi semua polisi dan prosedur yang ditetapkan oleh syarikat, termasuk kod etika dan keselamatan data. Pengguna bersetuju untuk menyelesaikan tugas-tugas utama yang berkaitan dengan pembangunan perisian dan sokongan teknikal, serta melapork... | [
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"contains_source_code": false,
"contains_confidential_business": false
} | llm:contract_clause:ms:55 | gpt-oss-20b | false |
llm-1000-56 | en | contract_clause | This Agreement shall be governed by the laws of the Republic of Malaysia. The Employee shall perform duties at the branch located in the city of Kuala Lumpur, specifically within the premises of the Main Street Branch (Branch ID: 001). The Employee shall adhere to all internal policies, including the use of the branch’... | [] | {
"contains_source_code": false,
"contains_confidential_business": false
} | llm:contract_clause:en:56 | gpt-oss-20b | false |
llm-1000-57 | en | meeting_notes | Meeting Notes – 15 Mar 2024 – Property Agency, Bukit Timah
Agenda: Review Project Kestrel status, client feedback from Tanjong Pagar, and lease renewal for the retail space near Orchard Road.
Key points:
- Project Kestrel is 80 % complete; remaining tasks include finalising the floor plan and obtaining the fire saf... | [
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} | llm:meeting_notes:en:57 | gpt-oss-20b | false |
llm-1000-58 | ms | meeting_notes | Pertemuan bertempat di bilik mesyuarat Universiti Kuala Lumpur pada 12 April 2024. Bahagian Pemasaran telah mengemukakan cadangan kempen digital untuk Eng Hock Marketing Berhad. Penganjur menegaskan keperluan penjadualan sesi latihan bagi staf pengajar pada 5 Mei. Perunding kewangan mencadangkan penilaian semula bajet ... | [
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} | llm:meeting_notes:ms:58 | gpt-oss-20b | false |
llm-1000-59 | en | chat | Good morning team, just a quick update on the pending audit for the new procurement contract with our supplier. We need the signed purchase order by 12 pm today so the finance team can process the payment. Also, remember to submit the revised budget forecast for FY25 to the central office by Friday, otherwise the grant... | [] | {
"contains_source_code": false,
"contains_confidential_business": false
} | llm:chat:en:59 | gpt-oss-20b | false |
llm-1000-60 | ms | log_or_config | Log: 08:45:27 – Sistem PLC pada jalur rakitan gear 3B mencatat kegagalan sensor suhu. Menyambung ke 192.168.57.23 untuk memuat ulang konfigurasi. Password Ember1045$ telah digunakan untuk mengakses modul jaringan.
Konfigurasi:
```
[DB_CONNECTION]
url=mysql://reporting:PHO1sOKizcIyHa@10.141.214.120:3306/appdb
timeou... | [
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"contains_source_code": true,
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} | llm:log_or_config:ms:60 | gpt-oss-20b | false |
llm-1000-61 | en | chat | Hey team, just a quick update on the new menu trial at the Branch #12 outlet near Bukit Bintang. The kitchen staff have reported that the extra prep time for the grilled sambal tofu is about 5 minutes longer than the original recipe. We’ll need to adjust the shift schedules for tomorrow – please move the 14:00‑18:00 sh... | [] | {
"contains_source_code": false,
"contains_confidential_business": false
} | llm:chat:en:61 | gpt-oss-20b | false |
llm-1000-63 | en | meeting_notes | Meeting held at the office of Orbit Resources Pte Ltd on 12/07/2024. Discussed renewal strategy for Sejahtera Nusantara Holdings Enterprise policies, highlighting upcoming claim trends from the local insurance board. Action items:
- Update policy documents with new coverage limits; deadline 20/07.
- Contact mark.b... | [
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} | llm:meeting_notes:en:63 | gpt-oss-20b | false |
llm-1000-64 | ms | hr_record | Tarikh Permulaan: __________
Jabatan: Jualan Dalam Talian
Nama Pekerja: __________
Jawatan: Pengurus Pemasaran Digital
Tarikh Pengambilan: __________
Nombor ID Kakitangan: __________
Senarai Dokumen Yang Perlu Dihantar:
1. Salinan K/P.
2. Salinan Sijil Akademik.
3. Bukti Rekod Perkhidmatan Sedia Ada.... | [] | {
"contains_source_code": false,
"contains_confidential_business": false
} | llm:hr_record:ms:64 | gpt-oss-20b | false |
llm-1000-65 | ms | meeting_notes | Di restoran di Bukit Bintang, 12/03/2024, perbincangan mengenai penambahbaikan menu dan logistik. Bersatu Cemerlang Food Industries Holdings Berhad bertanggungjawab menyediakan bahan mentah, sementara Sentosa Cemerlang Technologies Pte Ltd akan menilai kebersihan dan kecekapan dapur. atiqahharun@example.net disimpan un... | [
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} | llm:meeting_notes:ms:65 | gpt-oss-20b | false |
llm-1000-66 | ms | contract_clause | Sebagai pegawai perhubungan pelanggan di Seng Huat Food Industries Bhd, anda setuju mematuhi garis panduan keselamatan data dan melaksanakan tugas anda dengan penuh integriti. Dalam pengesahan anda, anda menyatakan bahawa tarikh lahir anda adalah 04/06/1986 dan memegang nombor ID anda 860604169789. Keputusan ini mengik... | [
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"label": "financial_figure"
}
] | {
"contains_source_code": false,
"contains_confidential_business": false
} | llm:contract_clause:ms:66 | gpt-oss-20b | false |
llm-1000-67 | ms | meeting_notes | Rapat bertemu di ruang mesyuarat Taman Sri Hartamas, 12/05/2024. Dibincangkan strategi pemasaran polis hayat bagi pelanggan perniagaan kecil di kawasan Selangor. Ditetapkan bahawa Li Ying Tan akan menguruskan kerjasama dengan penjual produk peruncitan tempatan untuk promosi silang. Anggaran kos kampanye dijangka mencap... | [
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} | llm:meeting_notes:ms:67 | gpt-oss-20b | false |
llm-1000-68 | ms | chat | Hai semua,
Masa penghantaran pesanan minggu lepas agak lama sebab supplier di Johor memberi kelebihan stok. Mohon semua periksa catatan jualan di sistem ERP dan laporkan sebarang pesanan yang belum selesai. Juga, sila pastikan semua bahan baku yang diperlukan untuk produk fesyen minat musim hujan telah dipesan. Kalau... | [] | {
"contains_source_code": false,
"contains_confidential_business": false
} | llm:chat:ms:68 | gpt-oss-20b | false |
llm-1000-69 | en | internal_email | Hi team,
We need to confirm the stock levels for the Project Borneo launch on 12 March. Please check the latest shipment status from our supplier in Johor and update the inventory dashboard by end of day. Nurul Huda bt. Osman will handle the customer queries about the new bundle, so forward any urgent tickets to the s... | [
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] | {
"contains_source_code": false,
"contains_confidential_business": false
} | llm:internal_email:en:69 | gpt-oss-20b | false |
llm-1000-70 | ms | log_or_config | Log: 12:34:56 – Sistem rekod pesakit di Klinik Kuningan berjaya menyimpan data baru.
Pesakit: ID = 12345, DOB = 1990-05-12, jenis kelamin = L.
Dokumen rawat jalan dikeluarkan melalui http://10.67.223.226/grafana/d/overview.
Pengesahan API menggunakan kunci sk_live_apxM632EbWgp10HGiwtrxBDJzKLH76sj.
Server pengur... | [
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} | llm:log_or_config:ms:70 | gpt-oss-20b | false |
llm-1000-73 | en | crm_note | Client meeting at the branch on 12 June 2024. Discussed new credit facility for Bestari Makmur Construction Pte. Ltd. with focus on SME growth. Cheryl Yap from the finance team highlighted that the application requires updated audited accounts and a revised cash flow projection. The branch manager will arrange a follow... | [
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"start": 568,... | {
"contains_source_code": false,
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} | llm:crm_note:en:73 | gpt-oss-20b | false |
llm-1000-74 | mixed | crm_note | Hey team,
Just finished a quick call with the faculty office. They’re keen to kick off Project Harimau next term and want a revised proposal by 15 Mar. I sent the draft to umakandasamy@harbour-finance.example.net and asked them for any additional data they need. Also noted that the campus IT hub will handle the integ... | [
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] | {
"contains_source_code": false,
"contains_confidential_business": false
} | llm:crm_note:mixed:74 | gpt-oss-20b | false |
llm-1000-75 | en | contract_clause | This appointment shall commence on the date set out in the signed offer and shall be governed by the regulations of the Ministry of Transport, Kuala Lumpur. The Xin Yi Ong shall report to the Deputy Director at the Ministry’s main office, No. 73, Persiaran Pelangi 6B, Desa Tropika, 70510 Seremban, and shall perform dut... | [
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] | {
"contains_source_code": false,
"contains_confidential_business": false
} | llm:contract_clause:en:75 | gpt-oss-20b | false |
llm-1000-76 | ms | support_ticket | Perihal: Sijil Kualiti Bahan Baku yang Tidak Sesuai
Saya ingin memaklumkan bahawa bahan baku yang diterima pada 12/04/2024 dari pembekal kami di Pasar Baru telah gagal ujian kualiti. Sila semak rekod dan kemaskini status. Saya telah menghubungi pihak anda di cheryl.chin@tropica-systems.example.org dan telefon +6014-47... | [
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"label": "phone"
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"label": "person"
},
{
"start": 426,
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"label": "id_number"
}
] | {
"contains_source_code": false,
"contains_confidential_business": false
} | llm:support_ticket:ms:76 | gpt-oss-20b | false |
llm-1000-77 | ms | hr_record | Form Pendaftaran Kakitangan Baru
Nama: Goh Jing Wen
Tarikh Lahir: 07.08.1992
Alamat Email: goh_wen@summit-engineering.example.org
Jawatan: Doktor Umum
Gaji Bulanan: RM12,400.00
Organisasi: Horizon Technologies Sdn. Bhd.
Sila sahkan maklumat dan tandatangan di bawah. Terima kasih kerana menyertai pasukan kami di klini... | [
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"labe... | {
"contains_source_code": false,
"contains_confidential_business": false
} | llm:hr_record:ms:77 | gpt-oss-20b | false |
llm-1000-78 | en | chat | Good morning, team. We need to confirm that the data from the latest audit of Maju Utama Solutions Enterprise has been uploaded to the secure server by 5 pm today. The backup logs show that the Project Atlas files were processed on schedule, but the checksum for the user profiles shows a mismatch. Please check the inte... | [
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llm-1000-79 | ms | hr_record | Tarikh Pengambilan: __________
Nama Pekerja: __________
Jabatan: Operasi Logistik
Lokasi Kerja: __________
Tarikh Mulai: __________
Pengecaman Pekerjaan:
- Mengurus pengeluaran & penghantaran barang
- Menyemak dokumen bea cukai
- Koordinasi dengan pengedar tempatan
Kelayakan:
- Pengalaman minimum 2... | [] | {
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} | llm:hr_record:ms:79 | gpt-oss-20b | false |
llm-1000-81 | en | hr_record | Employee On‑Boarding Form – Manufacturing Plant
Name: Michael Reid
Date of Birth: ______________
Position: Production Operator
Department: Assembly Line 3
Start Date: ______________
Bank Details for Direct Deposit:
Bank Account Number: 498148166112
Bank Name: ___________________
Salary Information: ... | [
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llm-1000-82 | ms | chat | Selamat petang semua,
Berikut kemaskini bagi Project Falcon. Sehingga 18/11/2024, kita sudah lengkapkan modul API dan uji integrasi dengan backend. Sila semak log fail di repo GitLab dan berikan maklum balas secepat mungkin. Untuk sebarang pertanyaan teknikal, hubungi Balan a/l Muthu di +60 13-261 4599. Jika ada isu ... | [
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llm-1000-83 | ms | meeting_notes | Rundingan pada 15 Mac 2026 di ruang mesyuarat di pusat data Kota Kinabalu.
Agenda:
1. Kemajuan Project Orion – status 70% selesai, perlukan integrasi API dengan sistem billing.
2. Perancangan bajet untuk sukan 2027, anggaran MYR 137,500,000.
3. Perbincangan kontrak penstabilan jaringan dengan pembekal luar.
... | [
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llm-1000-84 | ms | internal_email | Assalamualaikum,
Sila semak status integrasi API yang baru ditayangkan di persekitaran staging. Kami masih ada isu timeout pada endpoint /user/profile yang menimbulkan error 504. Sila periksa log di logstash dan pastikan fail konfigurasi nginx telah dikhaskan dengan parameter keepalive. Jika perlu, ubah setting di Doc... | [] | {
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llm-1000-85 | en | chat | Hey team, quick update on the Project Aurora rollout. We’ve got the policy documents from Soon Lee Technologies Holdings Berhad ready for review; the draft is in the shared folder. Please confirm the cover limits and exclusions before we send the final copy to the client’s legal team. Also, could someone forward the si... | [
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"contains_source_code": false,
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llm-1000-86 | en | chat | Hi team, just a quick reminder that the new batch of conveyor belts from our supplier needs to hit the QC line by 17:00 tomorrow. The inspection checklist is in the shared folder – make sure you tick the “TOL 1.2 compliance” box. If any part fails, please flag it on the dashboard and copy Chong Kok Wei in the loop. For... | [
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llm-1000-87 | ms | crm_note | Nota: Pelanggan yang berpotensi telah menunjukkan minat terhadap penawaran latihan profesional di kampus. Pada 12/10/2024, telah dijadualkan pertemuan di bilik mesyuarat Universiti. Sila pastikan semua bahan pemasaran telah siap dan draf kontrak dikemas kini mengikut garis panduan. Sila sahkan tarikh akhir pembayaran d... | [
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llm-1000-91 | ms | meeting_notes | Perbincangan hari ini di klinik kami di Bukit Bintang, Selangor, menumpukan kepada kemajuan Project Kestrel. Terdapat keperluan untuk menambah peralatan diagnostik baru, dengan anggaran RM1.3m bagi pembelian. Wah Heng Properties Berhad telah mengesahkan pembekalan, dan salinan kontrak telah dihantar kepada dennis_koh@l... | [
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llm-1000-93 | ms | meeting_notes | Perjumpaan 23/10/2026 di pejabat, 5:30 petang, bertemakan penambahbaikan saluran jualan.
Disimpulkan: RM 204,250,000 meningkat 12% berbanding suku tahun lalu, namun perlu dipastikan capaian sasaran bagi Project Aurora XYZ.
**Tindakan:**
1. Kumpulan Pemasaran menyiapkan laporan KPI bagi Project Aurora XYZ sebelum 3... | [
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llm-1000-94 | mixed | chat | Hey team, just a quick heads‑up: the latest build has a minor bug on the login flow when using the new OAuth provider. I’ve pushed a hotfix to the staging branch, so please run the test suite again and let me know if the error still pops up. Also, we need to update the API docs for the payment endpoint – the new parame... | [] | {
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llm-1000-97 | mixed | meeting_notes | Branch meeting di 10:30am. Discuss progress of Project Tembusu. Razak bin Hassan menyatakan isu teknikal pada sistem auto‑deposit, so we will get IT to patch by end of minggu ini. Client Utama Harmoni Holdings Berhad memohon audit tambahan untuk transaksi bulan lalu, so schedule a review session pada 15/10. Tugas: Raza... | [
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llm-1000-98 | en | internal_email | Hi team,
Just wanted to flag that our latest RM 64.15 million from the East Coast network rollout is higher than expected. The RM 5.81 million with the new fibre supplier has been approved, and we’re set to begin deployment next month. Please confirm with Atiqah binti Samad that the test sites at Orchard and Bukit Tim... | [
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] | {
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llm-1000-99 | mixed | contract_clause | Berikut adalah syarat-syarat perjanjian kerja bagi jawatan di pejabat kerajaan di Kota Kinabalu. Anda bersetuju akan mematuhi garis panduan Cahaya Kencana Resources Berhad serta melaksanakan tugas di kawasan Bintulu, Selangor. Tarikh lahir anda 12-01-1964 dan nombor kad pengenalan 640112-16-5699 telah dikemaskini di si... | [
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llm-1001-0 | mixed | chat | Hai team,
Mesej cepat: Sila semak status Project Bayan sebelum 15/11. Pastikan semua dokumen KYC bagi Apex Solutions (Singapore) Pte Ltd sudah lengkap. Kalau ada isu, reply di sini atau hubungi panggilan ringkas. Kami perlukan laporan akhir sebelum meeting pagi 16/11. Terima kasih,
Semoga hari semua baik! | [
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llm-1001-1 | ms | crm_note | Catatan: Pada 12/08/2023, pertemuan di bilik mesyuarat Universiti Teknologi Malaysia berjaya mengesahkan tawaran perkhidmatan kami kepada Maju Jaya Technologies Bhd. Perbincangan memfokus kepada integrasi sistem LMS yang akan meningkatkan kualiti pengajaran. Kami telah menandatangani kontrak senilai RM1.32 million dan ... | [
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llm-1001-3 | en | crm_note | Client Tay Wei Ming from Harbour Construction Enterprise confirmed order for the Project Raptor line. They requested a 10% discount on the bulk purchase, which aligns with our tiered pricing. I quoted a total of RM 2.22 million and noted the payment will be via local bank transfer; the recipient account details will be... | [
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} | llm:crm_note:en:3 | gpt-oss-20b | false |
llm-1001-4 | ms | contract_clause | Perjanjian ini mengikat Pihak Pertama sebagai agen hartanah di kawasan Klang Valley. Pihak Pertama bersetuju untuk mempromosikan hartanah yang dimiliki oleh Pihak Kedua di kawasan Subang, Petaling Jaya, dan Setapak serta memudahkan sesi pemerhatian, penilaian dan urusan sewaan. Pihak Pertama wajib memastikan segala bah... | [] | {
"contains_source_code": false,
"contains_confidential_business": false
} | llm:contract_clause:ms:4 | gpt-oss-20b | false |
llm-1001-5 | en | log_or_config | 2026-10-05 08:12:47 INFO: Initialising packet routing daemon on stg-db-10.svc.internal.
2026-10-05 08:12:48 DEBUG: Establishing secure tunnel to core switch via sk_live_czJ9IRNtoYd53pL1ZNr4l89PhGiEj1oi.
2026-10-05 08:12:49 WARN: Packet loss detected at node 3G‑B1, threshold exceeded.
2026-10-05 08:12:50 ERROR: Un... | [
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llm-1001-6 | en | hr_record | Employee Onboarding Form – Software Startup
Name: ______________________
Date of Birth: 6 Januari 1969
Address: No 35A, Lebuh Bahagia 5/3, Bandar Cahaya, 41822 Klang, Selangor
Contact Phone: 018-0786989
Position: Full‑Stack Developer – Kuala Lumpur, Singapore office
Start Date: ______________________
Sala... | [
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} | llm:hr_record:en:6 | gpt-oss-20b | false |
llm-1001-9 | ms | log_or_config | Log 23/11/2024 08:15:27: Mulai proses sebarang klaim polis. Menyambung ke dev-ldap-8.corp.example melalui mysql://svc_api:z5xQoO2rxASwqK@10.172.175.147:3306/appdb. Alamat IP dalaman: 10.243.37.162. API panggilan untuk penilaian risiko menggunakan kunci sk_test_zUR1Z0vbmBDQ766xZxfyAzHyizXhcc6t. Tindakan: Sahkan dokumen ... | [
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"lab... | {
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} | llm:log_or_config:ms:9 | gpt-oss-20b | false |
llm-1001-10 | mixed | support_ticket | Hai, saya ada masalah dengan penghantaran barang dari Terminal Selayang ke Pulau Pinang. Barang yang saya kirim pada 12‑05‑2024 belum sampai, dan statusnya masih “in transit” pada sistem. Saya cek lagi, dan nampak ada tanda “damaged” di label. Saya mahu tahu apa yang boleh saya lakukan. Sila semak status dan beritahu s... | [
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] | {
"contains_source_code": false,
"contains_confidential_business": false
} | llm:support_ticket:mixed:10 | gpt-oss-20b | false |
llm-1001-11 | mixed | hr_record | Tarikh: __________________
Nama Pekerja: __________________
Posisi: __________________
Tarikh Sila: __________________
**Maklumat Asas:**
Jabatan: Pembuatan / Kesan
Nombor Pekerja: __________________
Tarikh Masuk: __________________
**Kemahiran dan Latihan:**
- Mekanikal asas (ya/tidak)
- Keselama... | [] | {
"contains_source_code": false,
"contains_confidential_business": false
} | llm:hr_record:mixed:11 | gpt-oss-20b | false |
llm-1001-12 | en | log_or_config | 2026-10-05 08:15:32 INFO Starting data ingestion pipeline on jenkins-stg-10.corp.internal.
2026-10-05 08:15:33 DEBUG Connecting to external weather API with key sk_test_VPXzMxT7fwoZ9nbwzf3dcI7NaH911AzL.
2026-10-05 08:15:34 WARN API response delayed; retrying in 5s.
2026-10-05 08:15:39 INFO Retrieved forecast for ... | [
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llm-1001-14 | mixed | contract_clause | Perkara ini mengesahkan perjanjian kerja di klinik swasta kami. Pekerja dibenarkan menggunakan ruang pejabat di 36 Cairnhill Road #04-76, Singapore 329885 dan akan dibayar sebanyak S$19,900 setiap bulan, dengan bonus berdasarkan KPI klinik. Semua dokumen rekod perubatan dan rekod pembayaran perlu disimpan di fail digit... | [
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"contains_source_code": false,
"contains_confidential_business": false
} | llm:contract_clause:mixed:14 | gpt-oss-20b | false |
llm-1001-15 | ms | internal_email | Perkara: Penjadualan Penghantaran Besar ke Johor
Selamat sejahtera,
Berikut status terkini bagi penghantaran besar ke Johor:
1. **Tarikh Penjemputan** – 12‑13 Mei 2026 di Terminal Tanjung Pelepas.
2. **Jumlah Unit** – 120 unit kontena 20’F, 35 unit 40’F.
3. **Dokumen** – Semua dokumen CFS dan CMR sudah disahkan ... | [] | {
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} | llm:internal_email:ms:15 | gpt-oss-20b | false |
llm-1001-17 | ms | support_ticket | Assalamualaikum,
Saya mengalami masalah log masuk ke portal pelanggan selepas kemas kini terbaru. Saya cuba masuk menggunakan email saya, namun sistem memaparkan mesej ralat “Sesi tidak sah”. Saya telah cuba reset kata laluan tetapi tidak berjaya. Saya perlukan bantuan segera kerana saya perlu mengakses data jualan se... | [
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"label"... | {
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} | llm:support_ticket:ms:17 | gpt-oss-20b | false |
llm-1001-18 | en | contract_clause | The Branch Manager at the Kuala Lumpur office shall ensure that all cash handling procedures are strictly adhered to in accordance with the bank’s cash management policy. Cash registers and safes must be reconciled daily, with any discrepancy reported immediately to the Regional Head Office via the secure intranet port... | [] | {
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} | llm:contract_clause:en:18 | gpt-oss-20b | false |
llm-1001-19 | en | support_ticket | I have been using your project management tool for the past two weeks to coordinate our team at the marketing office near Orchard Road. While it generally performs well, I’ve noticed that the time‑tracking feature does not sync properly with our internal calendar system from the local bank’s API. When I log hours for a... | [] | {
"contains_source_code": false,
"contains_confidential_business": false
} | llm:support_ticket:en:19 | gpt-oss-20b | false |
llm-1001-20 | ms | internal_email | Subject: Penjadualan Pengambilan Barang di Pasaraya Taman Sri
Hai semua,
Perlu mengingatkan bahawa pada 12/11/24 kita akan menjemput Kumar a/l Govindasamy dari gudang utama untuk memuat turun barang ke Pasaraya Taman Sri. Sila pastikan semua dokumen bea cukai lengkap dan label SKU terpasang. Jumlah S$ 111.85 million ... | [
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}
] | {
"contains_source_code": false,
"contains_confidential_business": false
} | llm:internal_email:ms:20 | gpt-oss-20b | false |
llm-1001-21 | en | internal_email | Hi team,
Just received a confirmation from KOH KAR MUN that the lease for the unit near Bukit Timah MRT is secured. The finalised RM 129,000 will be payable to our supplier by next week. Please forward the signed contract to koh_mun@example.net and update the client file for Harmoni Bestari Properties Holdings Berhad.... | [
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"end": 37... | {
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} | llm:internal_email:en:21 | gpt-oss-20b | false |
llm-1001-22 | mixed | internal_email | Hi semua,
Sila confirm keperluan bagi Perdana Bestari Resources Sdn Bhd sebelum semalam. Kami kena susun rapat di The Bay, sekitar jam 3 petang. Pastikan semua dokumen lengkap, terutamanya slaid tentang SGD 136m. Kalau ada change, reply balik sebelum 5 pagi. Jom cepat finish supaya kita dapat submit proposal sebelum d... | [
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] | {
"contains_source_code": false,
"contains_confidential_business": false
} | llm:internal_email:mixed:22 | gpt-oss-20b | false |
llm-1001-23 | ms | support_ticket | Perihal: Pengesahan Sijil Pekerja
Saya ingin memohon bantuan daripada agensi ini untuk pengesahan sijil kerja yang saya terima daripada syarikat tempatan di Johor Bahru. Sijil tersebut menyatakan tarikh mula bekerja pada 1 Januari 2022 dan akhir pada 31 Disember 2023. Saya memerlukan pengesahan rasmi bagi keperluan pe... | [] | {
"contains_source_code": false,
"contains_confidential_business": false
} | llm:support_ticket:ms:23 | gpt-oss-20b | false |
llm-1001-24 | en | crm_note | Client Kian Hoe Logistics (Singapore) Pte Ltd has confirmed the revised shipment schedule for the upcoming quarter, with pick‑ups from Tanjung Priok and Sembawang Port. Ahmad b. Ibrahim will oversee the route optimisation and ensure all customs documentation complies with the new ASEAN trade regulations. We will provid... | [
{
"start": 7,
"end": 45,
"label": "client_or_project_name"
},
{
"start": 169,
"end": 185,
"label": "person"
}
] | {
"contains_source_code": false,
"contains_confidential_business": false
} | llm:crm_note:en:24 | gpt-oss-20b | false |
llm-1001-26 | ms | internal_email | Assalamualaikum,
Berikut status terbaru mengenai Project Aurora. Kami telah menandatangani perjanjian dengan klien di kawasan Taman Desa, dan nilai kontrak adalah RM3,506,000. Sila semak terma dan syarat serta sediakan dokumen polis sebelum 30/11. Untuk sebarang pertanyaan, hubungi panggilan 012-4303238. Mohon pastika... | [
{
"start": 50,
"end": 64,
"label": "client_or_project_name"
},
{
"start": 164,
"end": 175,
"label": "financial_figure"
},
{
"start": 294,
"end": 305,
"label": "phone"
}
] | {
"contains_source_code": false,
"contains_confidential_business": false
} | llm:internal_email:ms:26 | gpt-oss-20b | false |
End of preview. Expand in Data Studio
obi-lookout-eval
The evaluation set for obi-lookout: 1569 short documents with exact character spans for sensitive values. 340 documents contain nothing sensitive, so false alarms can be measured.
Use it to evaluate, not to train. Training on it would make results on this set meaningless, including your own comparisons.
What is in it
One JSON object per line in eval.jsonl:
{"id": "llm-1000-3", "lang": "ms", "doc_type": "hr_record", "text": "...", "entities": [{"start": 4, "end": 18, "label": "person"}], "flags": {}, "template_id": "...", "generator": "gpt-oss-20b"}
start and end are character offsets into text, with end exclusive. Spans never overlap. Labels: person, id_number, phone, email, address, date_of_birth, financial_account, organisation, secret, internal_host, financial_figure, client_or_project_name, medical_or_sensitive_category.
| Label | Count |
|---|---|
| client_or_project_name | 832 |
| person | 604 |
| financial_figure | 582 |
| 560 | |
| organisation | 474 |
| internal_host | 421 |
| secret | 348 |
| phone | 345 |
| financial_account | 169 |
| address | 145 |
| id_number | 115 |
| date_of_birth | 98 |
| Language | Count |
|---|---|
| en | 595 |
| ms | 567 |
| mixed | 407 |
| Document type | Count |
|---|---|
| crm_note | 249 |
| chat | 232 |
| meeting_notes | 228 |
| log_or_config | 227 |
| hr_record | 176 |
| contract_clause | 168 |
| internal_email | 164 |
| support_ticket | 125 |
How it was made
Every sensitive value is generated (names, Malaysian and Singapore identity numbers, phone numbers, email addresses at reserved domains, addresses, card and account numbers, hostnames, secrets, amounts). A local language model (gpt-oss-20b) wrote short business documents with placeholders where the values go, in English, Malay and mixed text. Code then filled the placeholders and recorded the exact spans. Documents where the model wrote an extra name, company, address, email or number of its own were rejected by mechanical checks.
No real personal data was used. Generated identifiers can coincide with real ones by chance, since for example Malaysian ID numbers have no check digit. The generators were not audited for this.
Known limits
- The documents come from one writer and one set of generators, so models trained on similar data will score well here. A good score is not a result on real documents.
- A check run after the data was written found 151 documents in which several independent detectors agree on a sensitive-looking value that no label covers. They are probably real misses by the writer (for example a literal date of birth) or generic roles such as "the Consultant" that detectors call people. They are left in.
client_or_project_nameandorganisationare both company names, and the data does not separate them well by context. Expect them to be confused.- Names and company names come from finite lists, so a model that saw the same lists in training can score higher on them than on unseen names.
- Secrets are random strings in realistic shapes (passwords, keys, connection strings). They authenticate nowhere.
medical_or_sensitive_categoryhas no examples.
SHA-256 of eval.jsonl: 2fc1fdfbc4a12989528ed4a77158bb6a9cd34bb3a81648dcdb439009ccc5d51c
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