You will get professional Vietnamese AI response evaluation and LLM quality review
Top Rated
Project details
You will receive professional Vietnamese and English AI response evaluation completed by a native Vietnamese AI trainer and Top Rated Upwork freelancer.
I will compare AI-generated response pairs using your rubric and evaluate instruction following, factual accuracy, relevance, clarity, language quality, safety, and cultural appropriateness. Depending on your selected package, the deliverables may include preference rankings, criterion-based scores, error labels, concise evaluator notes, and a final quality summary.
I have hands-on experience with AI model training, LLM response evaluation, data annotation, audio evaluation, transcription, and quality assurance. I follow project guidelines carefully and maintain consistent decisions across the complete dataset.
Your information will be treated confidentially. Please contact me before ordering if your responses are long-form or involve specialized legal, medical, financial, scientific, or highly technical content.
I will compare AI-generated response pairs using your rubric and evaluate instruction following, factual accuracy, relevance, clarity, language quality, safety, and cultural appropriateness. Depending on your selected package, the deliverables may include preference rankings, criterion-based scores, error labels, concise evaluator notes, and a final quality summary.
I have hands-on experience with AI model training, LLM response evaluation, data annotation, audio evaluation, transcription, and quality assurance. I follow project guidelines carefully and maintain consistent decisions across the complete dataset.
Your information will be treated confidentially. Please contact me before ordering if your responses are long-form or involve specialized legal, medical, financial, scientific, or highly technical content.
AI Algorithms
Large Language Model, Multimodal Large Language Model, Transformer ModelAI Applications
AI Chatbot, AI-Enhanced Classification, Automatic Speech Recognition, Conversational AI, Machine Translation, Natural Language Generation, Natural Language Understanding, Sentiment AnalysisAI Tools
Azure OpenAI, Hugging Face, Microsoft 365 CopilotAI Models
BERT, ChatGPT, GPT-4, WhisperWhat's included
| Service Tiers |
Starter
$35
|
Standard
$90
|
Advanced
$180
|
|---|---|---|---|
| Delivery Time | 2 days | 5 days | 8 days |
Number of Revisions | 1 | 2 | 3 |
AI Model Integration | - | - | - |
Batch Normalization | - | - | - |
Database Integration | - | - | - |
Detailed Code Comments | - | - | - |
Image Upscaling | - | - | - |
MLOps | - | - | - |
Model Deployment | - | - | - |
Model Documentation | - | ||
Model Monitoring | - | - | - |
Model Testing & Optimization | |||
Model Tuning | - | - | - |
Natural Language Processing | |||
NLP Tokenization | - | - | - |
Pre-Training | - | - | - |
Prompt Engineering | - | - | |
Setup File | - | - | - |
Source Code | - | - | - |
Optional add-ons
You can add these on the next page.
Extra 25 Response Pairs
(+ 2 Days)
+$30
Detailed Error Analysis Report
(+ 2 Days)
+$25Frequently asked questions
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AB
Ashwin B.
Jul 29, 2026
Participants needed to rate AI-Generated Podcast Clips
Has been extremely helpful through this almost month long project. Has always been very quick to respond, even through delays in the work itself, pays a lot of attention to the work she does and is very detail oriented too. Her feedback in the early stages has been very helpful for the rest of the project.
SA
Sparsh A.
Jun 28, 2026
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DE
Daniel E.
Apr 10, 2026
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Maria K.
Mar 26, 2026
Students Needed to Test AI Study App and Give Feedback
Anna was a pleasure to work with. She provided very thoughtful, detailed, and honest feedback that was extremely valuable for improving the app. Her insights were clear, well-structured, and focused on real user experience, which made them especially useful.
Communication was smooth and professional throughout the process. I truly appreciate her effort and the quality of her work, and I would highly recommend her to anyone looking for reliable and insightful feedback.
Thank you again, Anna!
Communication was smooth and professional throughout the process. I truly appreciate her effort and the quality of her work, and I would highly recommend her to anyone looking for reliable and insightful feedback.
Thank you again, Anna!
JC
Jena C.
Mar 6, 2026
Video Game Testing for Puzzle Game on Steam
Provided extremely detailed testing, and a point by point breakdown for the levels of the game and everything that needed to be addressed to improve each level. This was summarized in a very detailed report with significant details for how to reproduce and fix each issue with a lot of amazing suggestions for improvements. Just amazing! We highly recommend. Thank you!
About Anna
AI Trainer & LLM Evaluator | Vietnamese Data Annotation & QA
100%
Job Success
Rach Gia, Vietnam - 9:16 pm local time
My experience includes evaluating AI-generated responses, comparing and ranking model outputs, reviewing prompt-response pairs, identifying factual and linguistic errors, annotating text and audio data, and checking transcripts for accuracy.
My services include:
• AI response evaluation and quality rating
• LLM output comparison and preference ranking
• Prompt-response evaluation
• Vietnamese linguistic annotation
• Text and audio data annotation
• Transcription and transcript quality assurance
• Content classification and relevance evaluation
• Fact-checking and error identification
• Data labeling and dataset validation
I follow detailed guidelines carefully, handle ambiguous cases, and maintain consistent evaluation standards across large task batches.
I am a Top Rated Upwork freelancer with a 100% Job Success Score. Clients value my attention to detail, fast communication, and reliable delivery. As a native Vietnamese speaker with strong English proficiency, I am particularly suited to Vietnamese and multilingual AI training projects.
Send me your guidelines or a sample task, and I will confirm the requirements, turnaround time, and next steps.
Steps for completing your project
After purchasing the project, send requirements so Anna can start the project.
Delivery time starts when Anna receives requirements from you.
Anna works on your project following the steps below.
Revisions may occur after the delivery date.
Requirements and Rubric Review
I will review your response pairs, evaluation rubric, scoring scale, language, volume, and delivery requirements.
Sample Evaluation and Alignment
I will evaluate an initial sample to confirm the criteria and maintain consistent decisions throughout the dataset.