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Invitation to quote for Using Word Embeddings to Detect Cultural Bias in LLM Generated Text
MOE invites quotations for the Provision of technical services to develop and deliver a data pipeline and digital aggregation tool for a research study to compare cultural bias of Large Language Model (LLM)-generated texts against the ground truth of Upper Primary / Secondary (tbd) Social Studies (SS) texts

OPPORTUNITY DETAILS

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The information contained within the procurement notices/documents is intended for the sole purpose of suppliers preparing for their bids, and shall be used only for this intended purpose. They shall not be reproduced, distributed, adapted, modified, republished, displayed, broadcasted, hyperlinked, framed or transmitted in any manner or by any means without prior permission, other than for its intended purpose.
MOE000ETQ26000186
MOE000ETQ26000186
Ministry of Education
23 Jul 2026 10:35AM
30 Days
Services
Expenditure
Non Period Contract
Open Quotation
30 Days
IT&Telecommunication ⇒ IT Services & Software Development
Closing on
03 Aug 2026
01:00PM
Electronic Submission
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QUOTATION DOCUMENTS
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WHO TO CONTACT
(For all queries pertaining to this quotation, please seek clarification from the person(s) listed below.)
CHIA HAI SIANG
Chia_Hai_Siang@moe.gov.sg
9431 5502
Ministry of Education
Educational Technology Division Level 15
1 North Buona Vista Drive
Singapore 138675
AWARDING AGENCY
Ministry of Education
CONTACT PERSON'S DETAILS
CHIA HAI SIANG
Chia_Hai_Siang@moe.gov.sg
9431 5502
Ministry of Education
Educational Technology Division Level 15
1 North Buona Vista Drive
Singapore 138675
ITEMS TO RESPOND
1
Item No. 1
Mandatory to Bid: Yes
Item breakdown is allowed
Develop and deliver a data pipeline for a Rapid Research study on detecting and processing cultural bias
LOT
1.0000
Please provide breakdown of total amount quoted in man-hours and man-hour rate in Annex A (a required submission under clause 5 of specs). For example, total amount = number of man-hours x man-hour rate.
DELIVERY INFORMATION
S/NLocationDelivery DateQuantityDelivery Terms
1Ministry Of Education15 Sep 20261.0000Local Delivery
2
Item No. 2
Mandatory to Bid: Yes
Develop and deliver a digital aggregation tool for crawling of specified digital databases to build ground truth on bias of historical and current national education documents
LOT
1.0000
Please provide breakdown of total amount quoted in man-hours and man-hour rate in Annex A (a required submission under clause 5 of specs). For example, total amount = number of man-hours x man-hour rate.
DELIVERY INFORMATION
S/NLocationDelivery DateQuantityDelivery Terms
1Ministry Of Education15 Sep 20261.0000Local Delivery
3
Item No. 3
Mandatory to Bid: Yes
Item breakdown is allowed
Maintain pipeline as well as collected and processed data up to 12 months after completion and delivery of data pipeline and aggregation tool
LOT
1.0000
Please provide breakdown of total amount quoted in man-hours and man-hour rate in Annex A (a required submission under clause 5 of specs). For example, total amount = number of man-hours x man-hour rate.
DELIVERY INFORMATION
S/NLocationDelivery DateQuantityDelivery Terms
1Ministry Of Education15 Sep 20261.0000Local Delivery
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