Malaysian-Llama-3.2-3B-Instruct-v0.2

2
3.0B
4 languages
llama
by
mesolitica
Other
OTHER
3B params
New
2 downloads
Early-stage
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Edge AI:
Mobile
Laptop
Server
7GB+ RAM
Mobile
Laptop
Server
Quick Summary

AI model with specialized capabilities.

Device Compatibility

Mobile
4-6GB RAM
Laptop
16GB RAM
Server
GPU
Minimum Recommended
3GB+ RAM

Training Data Analysis

🟡 Average (4.8/10)

Researched training datasets used by Malaysian-Llama-3.2-3B-Instruct-v0.2 with quality assessment

Specialized For

general
science
multilingual
reasoning

Training Datasets (4)

common crawl
🔴 2.5/10
general
science
Key Strengths
  • •Scale and Accessibility: At 9.5+ petabytes, Common Crawl provides unprecedented scale for training d...
  • •Diversity: The dataset captures billions of web pages across multiple domains and content types, ena...
  • •Comprehensive Coverage: Despite limitations, Common Crawl attempts to represent the broader web acro...
Considerations
  • •Biased Coverage: The crawling process prioritizes frequently linked domains, making content from dig...
  • •Large-Scale Problematic Content: Contains significant amounts of hate speech, pornography, violent c...
c4
🔵 6/10
general
multilingual
Key Strengths
  • •Scale and Accessibility: 750GB of publicly available, filtered text
  • •Systematic Filtering: Documented heuristics enable reproducibility
  • •Language Diversity: Despite English-only, captures diverse writing styles
Considerations
  • •English-Only: Limits multilingual applications
  • •Filtering Limitations: Offensive content and low-quality text remain despite filtering
wikipedia
🟡 5/10
science
multilingual
Key Strengths
  • •High-Quality Content: Wikipedia articles are subject to community review, fact-checking, and citatio...
  • •Multilingual Coverage: Available in 300+ languages, enabling training of models that understand and ...
  • •Structured Knowledge: Articles follow consistent formatting with clear sections, allowing models to ...
Considerations
  • •Language Inequality: Low-resource language editions have significantly lower quality, fewer articles...
  • •Biased Coverage: Reflects biases in contributor demographics; topics related to Western culture and ...
arxiv
🟡 5.5/10
science
reasoning
Key Strengths
  • •Scientific Authority: Peer-reviewed content from established repository
  • •Domain-Specific: Specialized vocabulary and concepts
  • •Mathematical Content: Includes complex equations and notation
Considerations
  • •Specialized: Primarily technical and mathematical content
  • •English-Heavy: Predominantly English-language papers

Explore our comprehensive training dataset analysis

View All Datasets

Code Examples

MalayMMLUtext
Model   Accuracy   shot by_letter        category
0  Malaysian-Llama-3.2-3B-Instruct  57.552190  0shot      True            STEM
1  Malaysian-Llama-3.2-3B-Instruct  59.605598  0shot      True        Language
2  Malaysian-Llama-3.2-3B-Instruct  58.065915  0shot      True  Social science
3  Malaysian-Llama-3.2-3B-Instruct  57.303910  0shot      True          Others
4  Malaysian-Llama-3.2-3B-Instruct  60.250284  0shot      True      Humanities
{'Social science': 6918, 'Language': 6288, 'Humanities': 4395, 'Others': 4169, 'STEM': 2443}
Model : Malaysian-Llama-3.2-3B-Instruct
Metric : first
Shot : 0shot
average accuracy 58.67922190558791
accuracy for STEM 57.55218993041342
accuracy for Language 59.605597964376585
accuracy for Social science 58.06591500433651
accuracy for Others 57.30390981050611
accuracy for Humanities 60.250284414106936
MalayMMLUtext
Model   Accuracy   shot by_letter        category
0  Malaysian-Llama-3.2-3B-Instruct  57.552190  0shot      True            STEM
1  Malaysian-Llama-3.2-3B-Instruct  59.605598  0shot      True        Language
2  Malaysian-Llama-3.2-3B-Instruct  58.065915  0shot      True  Social science
3  Malaysian-Llama-3.2-3B-Instruct  57.303910  0shot      True          Others
4  Malaysian-Llama-3.2-3B-Instruct  60.250284  0shot      True      Humanities
{'Social science': 6918, 'Language': 6288, 'Humanities': 4395, 'Others': 4169, 'STEM': 2443}
Model : Malaysian-Llama-3.2-3B-Instruct
Metric : first
Shot : 0shot
average accuracy 58.67922190558791
accuracy for STEM 57.55218993041342
accuracy for Language 59.605597964376585
accuracy for Social science 58.06591500433651
accuracy for Others 57.30390981050611
accuracy for Humanities 60.250284414106936
MalayMMLUtext
Model   Accuracy   shot by_letter        category
0  Malaysian-Llama-3.2-3B-Instruct  57.552190  0shot      True            STEM
1  Malaysian-Llama-3.2-3B-Instruct  59.605598  0shot      True        Language
2  Malaysian-Llama-3.2-3B-Instruct  58.065915  0shot      True  Social science
3  Malaysian-Llama-3.2-3B-Instruct  57.303910  0shot      True          Others
4  Malaysian-Llama-3.2-3B-Instruct  60.250284  0shot      True      Humanities
{'Social science': 6918, 'Language': 6288, 'Humanities': 4395, 'Others': 4169, 'STEM': 2443}
Model : Malaysian-Llama-3.2-3B-Instruct
Metric : first
Shot : 0shot
average accuracy 58.67922190558791
accuracy for STEM 57.55218993041342
accuracy for Language 59.605597964376585
accuracy for Social science 58.06591500433651
accuracy for Others 57.30390981050611
accuracy for Humanities 60.250284414106936
MalayMMLUtext
Model   Accuracy   shot by_letter        category
0  Malaysian-Llama-3.2-3B-Instruct  57.552190  0shot      True            STEM
1  Malaysian-Llama-3.2-3B-Instruct  59.605598  0shot      True        Language
2  Malaysian-Llama-3.2-3B-Instruct  58.065915  0shot      True  Social science
3  Malaysian-Llama-3.2-3B-Instruct  57.303910  0shot      True          Others
4  Malaysian-Llama-3.2-3B-Instruct  60.250284  0shot      True      Humanities
{'Social science': 6918, 'Language': 6288, 'Humanities': 4395, 'Others': 4169, 'STEM': 2443}
Model : Malaysian-Llama-3.2-3B-Instruct
Metric : first
Shot : 0shot
average accuracy 58.67922190558791
accuracy for STEM 57.55218993041342
accuracy for Language 59.605597964376585
accuracy for Social science 58.06591500433651
accuracy for Others 57.30390981050611
accuracy for Humanities 60.250284414106936
MalayMMLUtext
Model   Accuracy   shot by_letter        category
0  Malaysian-Llama-3.2-3B-Instruct  57.552190  0shot      True            STEM
1  Malaysian-Llama-3.2-3B-Instruct  59.605598  0shot      True        Language
2  Malaysian-Llama-3.2-3B-Instruct  58.065915  0shot      True  Social science
3  Malaysian-Llama-3.2-3B-Instruct  57.303910  0shot      True          Others
4  Malaysian-Llama-3.2-3B-Instruct  60.250284  0shot      True      Humanities
{'Social science': 6918, 'Language': 6288, 'Humanities': 4395, 'Others': 4169, 'STEM': 2443}
Model : Malaysian-Llama-3.2-3B-Instruct
Metric : first
Shot : 0shot
average accuracy 58.67922190558791
accuracy for STEM 57.55218993041342
accuracy for Language 59.605597964376585
accuracy for Social science 58.06591500433651
accuracy for Others 57.30390981050611
accuracy for Humanities 60.250284414106936
MalayMMLUtext
Model   Accuracy   shot by_letter        category
0  Malaysian-Llama-3.2-3B-Instruct  57.552190  0shot      True            STEM
1  Malaysian-Llama-3.2-3B-Instruct  59.605598  0shot      True        Language
2  Malaysian-Llama-3.2-3B-Instruct  58.065915  0shot      True  Social science
3  Malaysian-Llama-3.2-3B-Instruct  57.303910  0shot      True          Others
4  Malaysian-Llama-3.2-3B-Instruct  60.250284  0shot      True      Humanities
{'Social science': 6918, 'Language': 6288, 'Humanities': 4395, 'Others': 4169, 'STEM': 2443}
Model : Malaysian-Llama-3.2-3B-Instruct
Metric : first
Shot : 0shot
average accuracy 58.67922190558791
accuracy for STEM 57.55218993041342
accuracy for Language 59.605597964376585
accuracy for Social science 58.06591500433651
accuracy for Others 57.30390981050611
accuracy for Humanities 60.250284414106936
MalayMMLUtext
Model   Accuracy   shot by_letter        category
0  Malaysian-Llama-3.2-3B-Instruct  57.552190  0shot      True            STEM
1  Malaysian-Llama-3.2-3B-Instruct  59.605598  0shot      True        Language
2  Malaysian-Llama-3.2-3B-Instruct  58.065915  0shot      True  Social science
3  Malaysian-Llama-3.2-3B-Instruct  57.303910  0shot      True          Others
4  Malaysian-Llama-3.2-3B-Instruct  60.250284  0shot      True      Humanities
{'Social science': 6918, 'Language': 6288, 'Humanities': 4395, 'Others': 4169, 'STEM': 2443}
Model : Malaysian-Llama-3.2-3B-Instruct
Metric : first
Shot : 0shot
average accuracy 58.67922190558791
accuracy for STEM 57.55218993041342
accuracy for Language 59.605597964376585
accuracy for Social science 58.06591500433651
accuracy for Others 57.30390981050611
accuracy for Humanities 60.250284414106936
MalayMMLUtext
Model   Accuracy   shot by_letter        category
0  Malaysian-Llama-3.2-3B-Instruct  57.552190  0shot      True            STEM
1  Malaysian-Llama-3.2-3B-Instruct  59.605598  0shot      True        Language
2  Malaysian-Llama-3.2-3B-Instruct  58.065915  0shot      True  Social science
3  Malaysian-Llama-3.2-3B-Instruct  57.303910  0shot      True          Others
4  Malaysian-Llama-3.2-3B-Instruct  60.250284  0shot      True      Humanities
{'Social science': 6918, 'Language': 6288, 'Humanities': 4395, 'Others': 4169, 'STEM': 2443}
Model : Malaysian-Llama-3.2-3B-Instruct
Metric : first
Shot : 0shot
average accuracy 58.67922190558791
accuracy for STEM 57.55218993041342
accuracy for Language 59.605597964376585
accuracy for Social science 58.06591500433651
accuracy for Others 57.30390981050611
accuracy for Humanities 60.250284414106936
MalayMMLUtext
Model   Accuracy   shot by_letter        category
0  Malaysian-Llama-3.2-3B-Instruct  57.552190  0shot      True            STEM
1  Malaysian-Llama-3.2-3B-Instruct  59.605598  0shot      True        Language
2  Malaysian-Llama-3.2-3B-Instruct  58.065915  0shot      True  Social science
3  Malaysian-Llama-3.2-3B-Instruct  57.303910  0shot      True          Others
4  Malaysian-Llama-3.2-3B-Instruct  60.250284  0shot      True      Humanities
{'Social science': 6918, 'Language': 6288, 'Humanities': 4395, 'Others': 4169, 'STEM': 2443}
Model : Malaysian-Llama-3.2-3B-Instruct
Metric : first
Shot : 0shot
average accuracy 58.67922190558791
accuracy for STEM 57.55218993041342
accuracy for Language 59.605597964376585
accuracy for Social science 58.06591500433651
accuracy for Others 57.30390981050611
accuracy for Humanities 60.250284414106936

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