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bootstrapping for stddev: perplexity
{
"results": {
"arc_challenge": {
"acc,none": 0.16723549488054607,
"acc_stderr,none": 0.010905532724601189,
"acc_norm,none": 0.2090443686006826,
"acc_norm_stderr,none": 0.011882746987406444
},
"arc_easy": {
"acc,none": 0.367003367003367,
"acc_stderr,none": 0.009890173658452116,
"acc_norm,none": 0.3581649831649832,
"acc_norm_stderr,none": 0.009838331651451848
},
"boolq": {
"acc,none": 0.5480122324159021,
"acc_stderr,none": 0.008704643851177517
},
"hellaswag": {
"acc,none": 0.26598287193786097,
"acc_stderr,none": 0.004409521343140176,
"acc_norm,none": 0.2747460665206134,
"acc_norm_stderr,none": 0.004454739415705064
},
"lambada_openai": {
"perplexity,none": 300.2755221103115,
"perplexity_stderr,none": 12.327724137522168,
"acc,none": 0.14341160489035512,
"acc_stderr,none": 0.004883040360919453
},
"openbookqa": {
"acc,none": 0.144,
"acc_stderr,none": 0.015716934945725767,
"acc_norm,none": 0.244,
"acc_norm_stderr,none": 0.01922673489361458
},
"piqa": {
"acc,none": 0.5875952121871599,
"acc_stderr,none": 0.011485407152743137,
"acc_norm,none": 0.588139281828074,
"acc_norm_stderr,none": 0.011483141106304395
},
"sciq": {
"acc,none": 0.622,
"acc_stderr,none": 0.015341165254026637,
"acc_norm,none": 0.589,
"acc_norm_stderr,none": 0.01556667341859927
},
"wikitext": {
"word_perplexity,none": 112.6458354552029,
"byte_perplexity,none": 2.1788907860475493,
"bits_per_byte,none": 1.1235938851292067
},
"winogrande": {
"acc,none": 0.5295974743488555,
"acc_stderr,none": 0.014027843827840085
}
},
"configs": {
"arc_challenge": {
"task": "arc_challenge",
"group": [
"ai2_arc",
"multiple_choice"
],
"dataset_path": "ai2_arc",
"dataset_name": "ARC-Challenge",
"training_split": "train",
"validation_split": "validation",
"test_split": "test",
"doc_to_text": "Question: {{question}}\nAnswer:",
"doc_to_target": "{{choices.label.index(answerKey)}}",
"doc_to_choice": "{{choices.text}}",
"description": "",
"target_delimiter": " ",
"fewshot_delimiter": "\n\n",
"num_fewshot": 5,
"metric_list": [
{
"metric": "acc",
"aggregation": "mean",
"higher_is_better": true
},
{
"metric": "acc_norm",
"aggregation": "mean",
"higher_is_better": true
}
],
"output_type": "multiple_choice",
"repeats": 1,
"should_decontaminate": true,
"doc_to_decontamination_query": "Question: {{question}}\nAnswer:"
},
"arc_easy": {
"task": "arc_easy",
"group": [
"ai2_arc",
"multiple_choice"
],
"dataset_path": "ai2_arc",
"dataset_name": "ARC-Easy",
"training_split": "train",
"validation_split": "validation",
"test_split": "test",
"doc_to_text": "Question: {{question}}\nAnswer:",
"doc_to_target": "{{choices.label.index(answerKey)}}",
"doc_to_choice": "{{choices.text}}",
"description": "",
"target_delimiter": " ",
"fewshot_delimiter": "\n\n",
"num_fewshot": 5,
"metric_list": [
{
"metric": "acc",
"aggregation": "mean",
"higher_is_better": true
},
{
"metric": "acc_norm",
"aggregation": "mean",
"higher_is_better": true
}
],
"output_type": "multiple_choice",
"repeats": 1,
"should_decontaminate": true,
"doc_to_decontamination_query": "Question: {{question}}\nAnswer:"
},
"boolq": {
"task": "boolq",
"group": [
"super-glue-lm-eval-v1"
],
"dataset_path": "super_glue",
"dataset_name": "boolq",
"training_split": "train",
"validation_split": "validation",
"doc_to_text": "{{passage}}\nQuestion: {{question}}?\nAnswer:",
"doc_to_target": "label",
"doc_to_choice": [
"no",
"yes"
],
"description": "",
"target_delimiter": " ",
"fewshot_delimiter": "\n\n",
"num_fewshot": 5,
"metric_list": [
{
"metric": "acc"
}
],
"output_type": "multiple_choice",
"repeats": 1,
"should_decontaminate": true,
"doc_to_decontamination_query": "passage"
},
"hellaswag": {
"task": "hellaswag",
"group": [
"multiple_choice"
],
"dataset_path": "hellaswag",
"training_split": "train",
"validation_split": "validation",
"doc_to_text": "{% set text = activity_label ~ ': ' ~ ctx_a ~ ' ' ~ ctx_b.capitalize() %}{{text|trim|replace(' [title]', '. ')|regex_replace('\\[.*?\\]', '')|replace(' ', ' ')}}",
"doc_to_target": "{{label}}",
"doc_to_choice": "{{endings|map('trim')|map('replace', ' [title]', '. ')|map('regex_replace', '\\[.*?\\]', '')|map('replace', ' ', ' ')|list}}",
"description": "",
"target_delimiter": " ",
"fewshot_delimiter": "\n\n",
"num_fewshot": 5,
"metric_list": [
{
"metric": "acc",
"aggregation": "mean",
"higher_is_better": true
},
{
"metric": "acc_norm",
"aggregation": "mean",
"higher_is_better": true
}
],
"output_type": "multiple_choice",
"repeats": 1,
"should_decontaminate": false
},
"lambada_openai": {
"task": "lambada_openai",
"group": [
"lambada",
"loglikelihood",
"perplexity"
],
"dataset_path": "EleutherAI/lambada_openai",
"dataset_name": "default",
"test_split": "test",
"template_aliases": "",
"doc_to_text": "{{text.split(' ')[:-1]|join(' ')}}",
"doc_to_target": "{{' '+text.split(' ')[-1]}}",
"description": "",
"target_delimiter": " ",
"fewshot_delimiter": "\n\n",
"num_fewshot": 5,
"metric_list": [
{
"metric": "perplexity",
"aggregation": "perplexity",
"higher_is_better": false
},
{
"metric": "acc",
"aggregation": "mean",
"higher_is_better": true
}
],
"output_type": "loglikelihood",
"repeats": 1,
"should_decontaminate": true,
"doc_to_decontamination_query": "{{text}}"
},
"openbookqa": {
"task": "openbookqa",
"group": [
"multiple_choice"
],
"dataset_path": "openbookqa",
"dataset_name": "main",
"training_split": "train",
"validation_split": "validation",
"test_split": "test",
"doc_to_text": "question_stem",
"doc_to_target": "{{choices.label.index(answerKey.lstrip())}}",
"doc_to_choice": "{{choices.text}}",
"description": "",
"target_delimiter": " ",
"fewshot_delimiter": "\n\n",
"num_fewshot": 5,
"metric_list": [
{
"metric": "acc",
"aggregation": "mean",
"higher_is_better": true
},
{
"metric": "acc_norm",
"aggregation": "mean",
"higher_is_better": true
}
],
"output_type": "multiple_choice",
"repeats": 1,
"should_decontaminate": true,
"doc_to_decontamination_query": "question_stem"
},
"piqa": {
"task": "piqa",
"group": [
"multiple_choice"
],
"dataset_path": "piqa",
"training_split": "train",
"validation_split": "validation",
"doc_to_text": "Question: {{goal}}\nAnswer:",
"doc_to_target": "label",
"doc_to_choice": "{{[sol1, sol2]}}",
"description": "",
"target_delimiter": " ",
"fewshot_delimiter": "\n\n",
"num_fewshot": 5,
"metric_list": [
{
"metric": "acc",
"aggregation": "mean",
"higher_is_better": true
},
{
"metric": "acc_norm",
"aggregation": "mean",
"higher_is_better": true
}
],
"output_type": "multiple_choice",
"repeats": 1,
"should_decontaminate": true,
"doc_to_decontamination_query": "goal"
},
"sciq": {
"task": "sciq",
"group": [
"multiple_choice"
],
"dataset_path": "sciq",
"training_split": "train",
"validation_split": "validation",
"test_split": "test",
"doc_to_text": "{{support.lstrip()}}\nQuestion: {{question}}\nAnswer:",
"doc_to_target": 3,
"doc_to_choice": "{{[distractor1, distractor2, distractor3, correct_answer]}}",
"description": "",
"target_delimiter": " ",
"fewshot_delimiter": "\n\n",
"num_fewshot": 5,
"metric_list": [
{
"metric": "acc",
"aggregation": "mean",
"higher_is_better": true
},
{
"metric": "acc_norm",
"aggregation": "mean",
"higher_is_better": true
}
],
"output_type": "multiple_choice",
"repeats": 1,
"should_decontaminate": true,
"doc_to_decontamination_query": "{{support}} {{question}}"
},
"wikitext": {
"task": "wikitext",
"group": [
"perplexity",
"loglikelihood_rolling"
],
"dataset_path": "EleutherAI/wikitext_document_level",
"dataset_name": "wikitext-2-raw-v1",
"training_split": "train",
"validation_split": "validation",
"test_split": "test",
"template_aliases": "",
"doc_to_text": "",
"doc_to_target": "<function wikitext_detokenizer at 0x7fa6ad108040>",
"description": "",
"target_delimiter": " ",
"fewshot_delimiter": "\n\n",
"num_fewshot": 5,
"metric_list": [
{
"metric": "word_perplexity"
},
{
"metric": "byte_perplexity"
},
{
"metric": "bits_per_byte"
}
],
"output_type": "loglikelihood_rolling",
"repeats": 1,
"should_decontaminate": true,
"doc_to_decontamination_query": "{{page}}"
},
"winogrande": {
"task": "winogrande",
"dataset_path": "winogrande",
"dataset_name": "winogrande_xl",
"training_split": "train",
"validation_split": "validation",
"doc_to_text": "<function doc_to_text at 0x7fa6ad0daef0>",
"doc_to_target": "<function doc_to_target at 0x7fa6ad0db370>",
"doc_to_choice": "<function doc_to_choice at 0x7fa6ad0db5b0>",
"description": "",
"target_delimiter": " ",
"fewshot_delimiter": "\n\n",
"num_fewshot": 5,
"metric_list": [
{
"metric": "acc",
"aggregation": "mean",
"higher_is_better": true
}
],
"output_type": "multiple_choice",
"repeats": 1,
"should_decontaminate": false
}
},
"versions": {
"arc_challenge": "Yaml",
"arc_easy": "Yaml",
"boolq": "Yaml",
"hellaswag": "Yaml",
"lambada_openai": "Yaml",
"openbookqa": "Yaml",
"piqa": "Yaml",
"sciq": "Yaml",
"wikitext": "Yaml",
"winogrande": "Yaml"
},
"config": {
"model": "hf",
"model_args": "pretrained=EleutherAI/pythia-70m",
"num_fewshot": 5,
"batch_size": 16,
"batch_sizes": [],
"device": "cuda:0",
"use_cache": null,
"limit": null,
"bootstrap_iters": 100000
},
"git_hash": "4e44f0a"
}
hf (pretrained=EleutherAI/pythia-70m), limit: None, num_fewshot: 5, batch_size: 16
| Task |Version|Filter| Metric | Value | |Stderr |
|--------------|-------|------|---------------|-------:|---|------:|
|arc_challenge |Yaml |none |acc | 0.1672|± | 0.0109|
| | |none |acc_norm | 0.2090|± | 0.0119|
|arc_easy |Yaml |none |acc | 0.3670|± | 0.0099|
| | |none |acc_norm | 0.3582|± | 0.0098|
|boolq |Yaml |none |acc | 0.5480|± | 0.0087|
|hellaswag |Yaml |none |acc | 0.2660|± | 0.0044|
| | |none |acc_norm | 0.2747|± | 0.0045|
|lambada_openai|Yaml |none |perplexity |300.2755|± |12.3277|
| | |none |acc | 0.1434|± | 0.0049|
|openbookqa |Yaml |none |acc | 0.1440|± | 0.0157|
| | |none |acc_norm | 0.2440|± | 0.0192|
|piqa |Yaml |none |acc | 0.5876|± | 0.0115|
| | |none |acc_norm | 0.5881|± | 0.0115|
|sciq |Yaml |none |acc | 0.6220|± | 0.0153|
| | |none |acc_norm | 0.5890|± | 0.0156|
|wikitext |Yaml |none |word_perplexity|112.6458| | |
| | |none |byte_perplexity| 2.1789| | |
| | |none |bits_per_byte | 1.1236| | |
|winogrande |Yaml |none |acc | 0.5296|± | 0.0140|
|