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Model: lomahony/eleuther-pythia6.9b-hh-dpo
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2026-06-08 22:45:40 +08:00
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dpo-6.9b-eval-files/dpo-pythia-6.9b-0shot-shelloutput.txt Normal file
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bootstrapping for stddev: perplexity
hf (pretrained=lomahony/eleuther-pythia6.9b-hh-dpo), limit: None, num_fewshot: 0, batch_size: 4
| Task |Version|Filter| Metric | Value | |Stderr|
|--------------|-------|------|---------------|------:|---|-----:|
|arc_challenge |Yaml |none |acc | 0.3242|± |0.0137|
| | |none |acc_norm | 0.3541|± |0.0140|
|arc_easy |Yaml |none |acc | 0.6860|± |0.0095|
| | |none |acc_norm | 0.6149|± |0.0100|
|boolq |Yaml |none |acc | 0.6688|± |0.0082|
|hellaswag |Yaml |none |acc | 0.4910|± |0.0050|
| | |none |acc_norm | 0.6487|± |0.0048|
|lambada_openai|Yaml |none |perplexity | 3.7085|± |0.0866|
| | |none |acc | 0.6947|± |0.0064|
|openbookqa |Yaml |none |acc | 0.2760|± |0.0200|
| | |none |acc_norm | 0.3860|± |0.0218|
|piqa |Yaml |none |acc | 0.7622|± |0.0099|
| | |none |acc_norm | 0.7704|± |0.0098|
|sciq |Yaml |none |acc | 0.8940|± |0.0097|
| | |none |acc_norm | 0.8300|± |0.0119|
|wikitext |Yaml |none |word_perplexity|18.1988| | |
| | |none |byte_perplexity| 1.6133| | |
| | |none |bits_per_byte | 0.6900| | |
|winogrande |Yaml |none |acc | 0.6235|± |0.0136|

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dpo-6.9b-eval-files/dpo-pythia-6.9b-0shot/results.json Normal file
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{
"results": {
"arc_challenge": {
"acc,none": 0.3242320819112628,
"acc_stderr,none": 0.013678810399518826,
"acc_norm,none": 0.35409556313993173,
"acc_norm_stderr,none": 0.013975454122756555
},
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"acc_norm,none": 0.61489898989899,
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},
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"acc_norm_stderr,none": 0.00476408459717691
},
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"acc_stderr,none": 0.006415903230922688
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},
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"wikitext": {
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"byte_perplexity,none": 1.6133334471336491,
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},
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"group": [
"ai2_arc",
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],
"dataset_path": "ai2_arc",
"dataset_name": "ARC-Challenge",
"training_split": "train",
"validation_split": "validation",
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"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",
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"higher_is_better": true
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"output_type": "multiple_choice",
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"doc_to_decontamination_query": "Question: {{question}}\nAnswer:"
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"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": "",
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"should_decontaminate": true,
"doc_to_decontamination_query": "Question: {{question}}\nAnswer:"
},
"boolq": {
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"group": [
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],
"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": 0,
"metric_list": [
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],
"output_type": "multiple_choice",
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"doc_to_decontamination_query": "passage"
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"group": [
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],
"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": 0,
"metric_list": [
{
"metric": "acc",
"aggregation": "mean",
"higher_is_better": true
},
{
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"aggregation": "mean",
"higher_is_better": true
}
],
"output_type": "multiple_choice",
"repeats": 1,
"should_decontaminate": false
},
"lambada_openai": {
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"group": [
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"loglikelihood",
"perplexity"
],
"dataset_path": "EleutherAI/lambada_openai",
"dataset_name": "default",
"test_split": "test",
"doc_to_text": "{{text.split(' ')[:-1]|join(' ')}}",
"doc_to_target": "{{' '+text.split(' ')[-1]}}",
"description": "",
"target_delimiter": " ",
"fewshot_delimiter": "\n\n",
"num_fewshot": 0,
"metric_list": [
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"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}}"
},
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"group": [
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"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": 0,
"metric_list": [
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"higher_is_better": true
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],
"output_type": "multiple_choice",
"repeats": 1,
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"doc_to_decontamination_query": "question_stem"
},
"piqa": {
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"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": 0,
"metric_list": [
{
"metric": "acc",
"aggregation": "mean",
"higher_is_better": true
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}
],
"output_type": "multiple_choice",
"repeats": 1,
"should_decontaminate": true,
"doc_to_decontamination_query": "goal"
},
"sciq": {
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"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": 0,
"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": {
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"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",
"doc_to_text": "",
"doc_to_target": "<function wikitext_detokenizer at 0x7fed0a7c5120>",
"description": "",
"target_delimiter": " ",
"fewshot_delimiter": "\n\n",
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"metric_list": [
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{
"metric": "byte_perplexity"
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{
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],
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"repeats": 1,
"should_decontaminate": true,
"doc_to_decontamination_query": "{{page}}"
},
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"validation_split": "validation",
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"fewshot_delimiter": "\n\n",
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"doc_to_decontamination_query": "sentence"
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},
"versions": {
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"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=lomahony/eleuther-pythia6.9b-hh-dpo",
"batch_size": "4",
"batch_sizes": [],
"device": null,
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"limit": null,
"bootstrap_iters": 100000
},
"git_hash": "d1a44c8"
}

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dpo-6.9b-eval-files/dpo-pythia-6.9b-5shot-shelloutput.txt Normal file
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bootstrapping for stddev: perplexity
hf (pretrained=lomahony/eleuther-pythia6.9b-hh-dpo), limit: None, num_fewshot: 5, batch_size: 4
| Task |Version|Filter| Metric | Value | |Stderr|
|--------------|-------|------|---------------|------:|---|-----:|
|arc_challenge |Yaml |none |acc | 0.3746|± |0.0141|
| | |none |acc_norm | 0.4036|± |0.0143|
|arc_easy |Yaml |none |acc | 0.7193|± |0.0092|
| | |none |acc_norm | 0.7197|± |0.0092|
|boolq |Yaml |none |acc | 0.6694|± |0.0082|
|hellaswag |Yaml |none |acc | 0.4890|± |0.0050|
| | |none |acc_norm | 0.6550|± |0.0047|
|lambada_openai|Yaml |none |perplexity | 4.7574|± |0.1175|
| | |none |acc | 0.6487|± |0.0067|
|openbookqa |Yaml |none |acc | 0.2960|± |0.0204|
| | |none |acc_norm | 0.3820|± |0.0218|
|piqa |Yaml |none |acc | 0.7726|± |0.0098|
| | |none |acc_norm | 0.7704|± |0.0098|
|sciq |Yaml |none |acc | 0.9490|± |0.0070|
| | |none |acc_norm | 0.9530|± |0.0067|
|wikitext |Yaml |none |word_perplexity|18.1988| | |
| | |none |byte_perplexity| 1.6133| | |
| | |none |bits_per_byte | 0.6900| | |
|winogrande |Yaml |none |acc | 0.6235|± |0.0136|

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dpo-6.9b-eval-files/dpo-pythia-6.9b-5shot/results.json Normal file
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{
"results": {
"arc_challenge": {
"acc,none": 0.37457337883959047,
"acc_stderr,none": 0.01414419347189344,
"acc_norm,none": 0.4035836177474403,
"acc_norm_stderr,none": 0.014337158914268447
},
"arc_easy": {
"acc,none": 0.7192760942760943,
"acc_stderr,none": 0.009220526174711353,
"acc_norm,none": 0.7196969696969697,
"acc_norm_stderr,none": 0.009216306864088041
},
"boolq": {
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"acc_stderr,none": 0.008227739156121659
},
"hellaswag": {
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"acc_stderr,none": 0.0049885838203099185,
"acc_norm,none": 0.6550487950607449,
"acc_norm_stderr,none": 0.004743808792037855
},
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"perplexity_stderr,none": 0.11748014516027318,
"acc,none": 0.6487483019600233,
"acc_stderr,none": 0.006650578225573465
},
"openbookqa": {
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"acc_norm,none": 0.382,
"acc_norm_stderr,none": 0.021750820591250837
},
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"acc_norm,none": 0.7704026115342764,
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},
"sciq": {
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"acc_stderr,none": 0.006960420062571422,
"acc_norm,none": 0.953,
"acc_norm_stderr,none": 0.006695956678163039
},
"wikitext": {
"word_perplexity,none": 18.198752319892222,
"byte_perplexity,none": 1.6133334471336491,
"bits_per_byte,none": 0.6900446485426469
},
"winogrande": {
"acc,none": 0.6235201262825573,
"acc_stderr,none": 0.013616931960667182
}
},
"configs": {
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"group": [
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"multiple_choice"
],
"dataset_path": "ai2_arc",
"dataset_name": "ARC-Challenge",
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"validation_split": "validation",
"test_split": "test",
"doc_to_text": "Question: {{question}}\nAnswer:",
"doc_to_target": "{{choices.label.index(answerKey)}}",
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"description": "",
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{
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}
],
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},
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],
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"dataset_name": "ARC-Easy",
"training_split": "train",
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"doc_to_text": "Question: {{question}}\nAnswer:",
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{
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],
"output_type": "multiple_choice",
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"should_decontaminate": true,
"doc_to_decontamination_query": "Question: {{question}}\nAnswer:"
},
"boolq": {
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"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",
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"should_decontaminate": true,
"doc_to_decontamination_query": "passage"
},
"hellaswag": {
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"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",
"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",
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"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": {
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],
"dataset_path": "piqa",
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"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",
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"metric_list": [
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{
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],
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"doc_to_decontamination_query": "goal"
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],
"dataset_path": "sciq",
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"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]}}",
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],
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"doc_to_decontamination_query": "{{support}} {{question}}"
},
"wikitext": {
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"group": [
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"loglikelihood_rolling"
],
"dataset_path": "EleutherAI/wikitext_document_level",
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"validation_split": "validation",
"test_split": "test",
"doc_to_text": "",
"doc_to_target": "<function wikitext_detokenizer at 0x7fac47ff5120>",
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"metric_list": [
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{
"metric": "byte_perplexity"
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{
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],
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"should_decontaminate": true,
"doc_to_decontamination_query": "{{page}}"
},
"winogrande": {
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"dataset_path": "winogrande",
"dataset_name": "winogrande_xl",
"training_split": "train",
"validation_split": "validation",
"doc_to_text": "<function doc_to_text at 0x7fac47ff5360>",
"doc_to_target": "<function doc_to_target at 0x7fac47ff56c0>",
"doc_to_choice": "<function doc_to_choice at 0x7fac47ff5a20>",
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],
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"should_decontaminate": true,
"doc_to_decontamination_query": "sentence"
}
},
"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=lomahony/eleuther-pythia6.9b-hh-dpo",
"batch_size": "4",
"batch_sizes": [],
"device": null,
"use_cache": null,
"limit": null,
"bootstrap_iters": 100000
},
"git_hash": "d1a44c8"
}