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---
license: apache-2.0
pipeline_tag: text-generation
library_name: transformers
language: ['en', 'am', 'ar', 'as', 'az', 'be', 'bg', 'bn', 'br', 'bs', 'ca', 'cs', 'cy', 'da', 'de', 'el', 'eo', 'es', 'et', 'eu', 'fa', 'ff', 'fi', 'fr', 'fy', 'ga', 'gd', 'gl', 'gn', 'gu', 'ha', 'he', 'hi', 'hr', 'ht', 'hu', 'hy', 'id', 'ig', 'is', 'it', 'ja', 'jv', 'ka', 'kk', 'km', 'kn', 'ko', 'ku', 'ky', 'la', 'lg', 'li', 'ln', 'lo', 'lt', 'lv', 'mg', 'mk', 'ml', 'mn', 'mr', 'ms', 'my', 'ne', 'nl', 'no', 'ns', 'om', 'or', 'pa', 'pl', 'ps', 'pt', 'qu', 'rm', 'ro', 'ru', 'sa', 'si', 'sc', 'sd', 'sk', 'sl', 'so', 'sq', 'sr', 'ss', 'su', 'sv', 'sw', 'ta', 'te', 'th', 'tl', 'tn', 'tr', 'ug', 'uk', 'ur', 'uz', 'vi', 'wo', 'xh', 'yi', 'yo', 'zu']
datasets: [
    'bigcode/programming-languages-keywords',
    'bigcode/the-stack-smol-xs',
    'nampdn-ai/tiny-textbooks',
    'xu-song/cc100-samples',
    'm-a-p/CodeFeedback-Filtered-Instruction',
    'nampdn-ai/tiny-codes',
    'ajibawa-2023/Maths-College',
    'microsoft/orca-math-word-problems-200k',
    'mlabonne/FineTome-100k',
    'arcee-ai/agent-data',
    'cognitivecomputations/SystemChat-2.0',
    'badrex/llm-emoji-dataset',
]
tags:
- litgpt
- litdata
---

# tangled-llama-33m-32k-base-v0.1

![logo](./misc/logo.png)

[loss, val_loss](https://api.wandb.ai/links/mtasic85/z591qpyv)

[val_ppl](https://api.wandb.ai/links/mtasic85/lku5hbws)

[epoch](https://api.wandb.ai/links/mtasic85/91e4cgdw)

[learning_rate](https://api.wandb.ai/links/mtasic85/y0cvoagd)

## lm-evaluation-harness

|                 Tasks                 |Version|     Filter     |n-shot|  Metric   |   |Value |   |Stderr|
|---------------------------------------|------:|----------------|-----:|-----------|---|-----:|---|-----:|
|arc_challenge                          |      1|none            |     0|acc        |↑  |0.2065|±  |0.0118|
|                                       |       |none            |     0|acc_norm   |↑  |0.2338|±  |0.0124|
|gsm8k                                  |      3|flexible-extract|     5|exact_match|↑  |0.0144|±  |0.0033|
|                                       |       |strict-match    |     5|exact_match|↑  |0.0000|±  |0.0000|
|hellaswag                              |      1|none            |     0|acc        |↑  |0.2614|±  |0.0044|
|                                       |       |none            |     0|acc_norm   |↑  |0.2604|±  |0.0044|
|mmlu                                   |      2|none            |      |acc        |↑  |0.2280|±  |0.0035|
| - humanities                          |      2|none            |      |acc        |↑  |0.2376|±  |0.0062|
|  - formal_logic                       |      1|none            |     0|acc        |↑  |0.2698|±  |0.0397|
|  - high_school_european_history       |      1|none            |     0|acc        |↑  |0.2000|±  |0.0312|
|  - high_school_us_history             |      1|none            |     0|acc        |↑  |0.2500|±  |0.0304|
|  - high_school_world_history          |      1|none            |     0|acc        |↑  |0.2785|±  |0.0292|
|  - international_law                  |      1|none            |     0|acc        |↑  |0.2149|±  |0.0375|
|  - jurisprudence                      |      1|none            |     0|acc        |↑  |0.2407|±  |0.0413|
|  - logical_fallacies                  |      1|none            |     0|acc        |↑  |0.2270|±  |0.0329|
|  - moral_disputes                     |      1|none            |     0|acc        |↑  |0.2341|±  |0.0228|
|  - moral_scenarios                    |      1|none            |     0|acc        |↑  |0.2380|±  |0.0142|
|  - philosophy                         |      1|none            |     0|acc        |↑  |0.1833|±  |0.0220|
|  - prehistory                         |      1|none            |     0|acc        |↑  |0.2160|±  |0.0229|
|  - professional_law                   |      1|none            |     0|acc        |↑  |0.2399|±  |0.0109|
|  - world_religions                    |      1|none            |     0|acc        |↑  |0.3275|±  |0.0360|
| - other                               |      2|none            |      |acc        |↑  |0.2481|±  |0.0077|
|  - business_ethics                    |      1|none            |     0|acc        |↑  |0.3100|±  |0.0465|
|  - clinical_knowledge                 |      1|none            |     0|acc        |↑  |0.2264|±  |0.0258|
|  - college_medicine                   |      1|none            |     0|acc        |↑  |0.2486|±  |0.0330|
|  - global_facts                       |      1|none            |     0|acc        |↑  |0.1700|±  |0.0378|
|  - human_aging                        |      1|none            |     0|acc        |↑  |0.3229|±  |0.0314|
|  - management                         |      1|none            |     0|acc        |↑  |0.1845|±  |0.0384|
|  - marketing                          |      1|none            |     0|acc        |↑  |0.3034|±  |0.0301|
|  - medical_genetics                   |      1|none            |     0|acc        |↑  |0.3100|±  |0.0465|
|  - miscellaneous                      |      1|none            |     0|acc        |↑  |0.2401|±  |0.0153|
|  - nutrition                          |      1|none            |     0|acc        |↑  |0.2418|±  |0.0245|
|  - professional_accounting            |      1|none            |     0|acc        |↑  |0.2411|±  |0.0255|
|  - professional_medicine              |      1|none            |     0|acc        |↑  |0.1838|±  |0.0235|
|  - virology                           |      1|none            |     0|acc        |↑  |0.2831|±  |0.0351|
| - social sciences                     |      2|none            |      |acc        |↑  |0.2155|±  |0.0074|
|  - econometrics                       |      1|none            |     0|acc        |↑  |0.2281|±  |0.0395|
|  - high_school_geography              |      1|none            |     0|acc        |↑  |0.1768|±  |0.0272|
|  - high_school_government_and_politics|      1|none            |     0|acc        |↑  |0.1969|±  |0.0287|
|  - high_school_macroeconomics         |      1|none            |     0|acc        |↑  |0.2103|±  |0.0207|
|  - high_school_microeconomics         |      1|none            |     0|acc        |↑  |0.2143|±  |0.0267|
|  - high_school_psychology             |      1|none            |     0|acc        |↑  |0.1872|±  |0.0167|
|  - human_sexuality                    |      1|none            |     0|acc        |↑  |0.2672|±  |0.0388|
|  - professional_psychology            |      1|none            |     0|acc        |↑  |0.2467|±  |0.0174|
|  - public_relations                   |      1|none            |     0|acc        |↑  |0.2182|±  |0.0396|
|  - security_studies                   |      1|none            |     0|acc        |↑  |0.1755|±  |0.0244|
|  - sociology                          |      1|none            |     0|acc        |↑  |0.2438|±  |0.0304|
|  - us_foreign_policy                  |      1|none            |     0|acc        |↑  |0.2700|±  |0.0446|
| - stem                                |      2|none            |      |acc        |↑  |0.2058|±  |0.0072|
|  - abstract_algebra                   |      1|none            |     0|acc        |↑  |0.1700|±  |0.0378|
|  - anatomy                            |      1|none            |     0|acc        |↑  |0.1778|±  |0.0330|
|  - astronomy                          |      1|none            |     0|acc        |↑  |0.1776|±  |0.0311|
|  - college_biology                    |      1|none            |     0|acc        |↑  |0.2569|±  |0.0365|
|  - college_chemistry                  |      1|none            |     0|acc        |↑  |0.1900|±  |0.0394|
|  - college_computer_science           |      1|none            |     0|acc        |↑  |0.2600|±  |0.0441|
|  - college_mathematics                |      1|none            |     0|acc        |↑  |0.2100|±  |0.0409|
|  - college_physics                    |      1|none            |     0|acc        |↑  |0.2059|±  |0.0402|
|  - computer_security                  |      1|none            |     0|acc        |↑  |0.2400|±  |0.0429|
|  - conceptual_physics                 |      1|none            |     0|acc        |↑  |0.2681|±  |0.0290|
|  - electrical_engineering             |      1|none            |     0|acc        |↑  |0.2345|±  |0.0353|
|  - elementary_mathematics             |      1|none            |     0|acc        |↑  |0.2011|±  |0.0206|
|  - high_school_biology                |      1|none            |     0|acc        |↑  |0.1806|±  |0.0219|
|  - high_school_chemistry              |      1|none            |     0|acc        |↑  |0.1478|±  |0.0250|
|  - high_school_computer_science       |      1|none            |     0|acc        |↑  |0.2400|±  |0.0429|
|  - high_school_mathematics            |      1|none            |     0|acc        |↑  |0.2111|±  |0.0249|
|  - high_school_physics                |      1|none            |     0|acc        |↑  |0.1788|±  |0.0313|
|  - high_school_statistics             |      1|none            |     0|acc        |↑  |0.1620|±  |0.0251|
|  - machine_learning                   |      1|none            |     0|acc        |↑  |0.2768|±  |0.0425|
|truthfulqa_mc2                         |      2|none            |     0|acc        |↑  |0.4975|±  |0.0165|
|winogrande                             |      1|none            |     0|acc        |↑  |0.5146|±  |0.0140|

|      Groups      |Version|Filter|n-shot|Metric|   |Value |   |Stderr|
|------------------|------:|------|------|------|---|-----:|---|-----:|
|mmlu              |      2|none  |      |acc   |↑  |0.2280|±  |0.0035|
| - humanities     |      2|none  |      |acc   |↑  |0.2376|±  |0.0062|
| - other          |      2|none  |      |acc   |↑  |0.2481|±  |0.0077|
| - social sciences|      2|none  |      |acc   |↑  |0.2155|±  |0.0074|
| - stem           |      2|none  |      |acc   |↑  |0.2058|±  |0.0072|