open-llm-leaderboard/details_bigcode__tiny_starcoder_py

该数据集是在模型 bigcode/tiny_starcoder_py 在 Open LLM Leaderboard 上的评估运行期间自动创建的。数据集由 64 个配置组成，每个配置对应一个被评估的任务。数据集是从 2 次运行中生成的，每次运行在每个配置中表示为特定的分割。train 分割始终指向最新的结果。一个名为 results 的额外配置存储了所有运行的聚合结果，这些结果用于计算和显示 Open LLM Leaderboard 上的聚合指标。README 还提供了如何使用 Python 中的 datasets 库加载数据集的示例，并包含了特定运行的最新结果。

原始信息汇总

数据集概述

数据集简介

该数据集是在评估模型 bigcode/tiny_starcoder_py 在 Open LLM Leaderboard 上的自动创建的。数据集包含 64 个配置，每个配置对应一个评估任务。

数据集结构

数据集从 2 次运行中创建，每个运行可以在每个配置中作为一个特定的分割找到，分割名称使用运行的时间戳。"train" 分割始终指向最新的结果。

额外配置

一个额外的配置 "results" 存储所有运行的聚合结果，用于计算和显示 Open LLM Leaderboard 上的聚合指标。

数据加载示例

python from datasets import load_dataset data = load_dataset("open-llm-leaderboard/details_bigcode__tiny_starcoder_py", "harness_winogrande_5", split="train")

最新结果

以下是 2023-09-17T18:41:27.030233 运行的最新结果： python { "all": { "em": 0.0007340604026845638, "em_stderr": 0.0002773614457335755, "f1": 0.015742449664429566, "f1_stderr": 0.0006568370194517889, "acc": 0.2610447871046265, "acc_stderr": 0.00838467769872364 }, "harness|drop|3": { "em": 0.0007340604026845638, "em_stderr": 0.0002773614457335755, "f1": 0.015742449664429566, "f1_stderr": 0.0006568370194517889 }, "harness|gsm8k|5": { "acc": 0.009855951478392721, "acc_stderr": 0.00272107657704166 }, "harness|winogrande|5": { "acc": 0.5122336227308603, "acc_stderr": 0.01404827882040562 } }

配置详情

• config_name: harness_arc_challenge_25

  • data_files:
    • split: 2023_07_19T18_53_24.895112
      • path: **/details_harness|arc:challenge|25_2023-07-19T18:53:24.895112.parquet
    • split: latest
      • path: **/details_harness|arc:challenge|25_2023-07-19T18:53:24.895112.parquet

• config_name: harness_drop_3

  • data_files:
    • split: 2023_09_17T18_41_27.030233
      • path: **/details_harness|drop|3_2023-09-17T18-41-27.030233.parquet
    • split: latest
      • path: **/details_harness|drop|3_2023-09-17T18-41-27.030233.parquet

• config_name: harness_gsm8k_5

  • data_files:
    • split: 2023_09_17T18_41_27.030233
      • path: **/details_harness|gsm8k|5_2023-09-17T18-41-27.030233.parquet
    • split: latest
      • path: **/details_harness|gsm8k|5_2023-09-17T18-41-27.030233.parquet

• config_name: harness_hellaswag_10

  • data_files:
    • split: 2023_07_19T18_53_24.895112
      • path: **/details_harness|hellaswag|10_2023-07-19T18:53:24.895112.parquet
    • split: latest
      • path: **/details_harness|hellaswag|10_2023-07-19T18:53:24.895112.parquet

• config_name: harness_hendrycksTest_5

  • data_files:
    • split: 2023_07_19T18_53_24.895112
      • path:
        • **/details_harness|hendrycksTest-abstract_algebra|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-anatomy|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-astronomy|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-business_ethics|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-clinical_knowledge|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-college_biology|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-college_chemistry|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-college_computer_science|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-college_mathematics|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-college_medicine|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-college_physics|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-computer_security|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-conceptual_physics|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-econometrics|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-electrical_engineering|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-elementary_mathematics|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-formal_logic|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-global_facts|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-high_school_biology|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-high_school_chemistry|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-high_school_computer_science|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-high_school_european_history|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-high_school_geography|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-high_school_government_and_politics|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-high_school_macroeconomics|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-high_school_mathematics|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-high_school_microeconomics|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-high_school_physics|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-high_school_psychology|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-high_school_statistics|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-high_school_us_history|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-high_school_world_history|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-human_aging|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-human_sexuality|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-international_law|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-jurisprudence|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-logical_fallacies|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-machine_learning|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-management|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-marketing|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-medical_genetics|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-miscellaneous|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-moral_disputes|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-moral_scenarios|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-nutrition|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-philosophy|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-prehistory|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-professional_accounting|5_2023-07-19T18:53:24.895112.parquet
        • **/details_harness|hendrycksTest-professional_law|5_202