Edit model card

Access to this model has been disabled

Given its research scope, intentionally using the model for generating harmful content (non-exhaustive examples: hate speech, spam generation, fake news, harassment and abuse, disparagement, and defamation) on all websites where bots are prohibited is considered a misuse of this model. Head over to the Community page for further discussion and potential next steps.

GPT-4chan

Project Website: https://gpt-4chan.com

Note on Torrents, etc.

Note that I have no association with any torrents or backups, or other ways of obtaining this model. However, if you try them, please be safe. Here are the hex md5 hashes for the pytorch_model.bin files: pytorch_model.bin float32 : 833c1dc19b7450e4e559a9917b7d076a pytorch_model.bin float16 : db3105866c9563b26f7399fafc00bb4b

Model Description

GPT-4chan is a language model fine-tuned from GPT-J 6B on 3.5 years worth of data from 4chan's politically incorrect (/pol/) board.

Training data

GPT-4chan was fine-tuned on the dataset Raiders of the Lost Kek: 3.5 Years of Augmented 4chan Posts from the Politically Incorrect Board.

Training procedure

The model was trained for 1 epoch following GPT-J's fine-tuning guide.

Intended Use

GPT-4chan is trained on anonymously posted and sparsely moderated discussions of political topics. Its intended use is to reproduce text according to the distribution of its input data. It may also be a useful tool to investigate discourse in such anonymous online communities. Lastly, it has potential applications in tasks such as toxicity detection, as initial experiments show promising zero-shot results when comparing a string's likelihood under GPT-4chan to its likelihood under GPT-J 6B.

How to use

The following is copied from the Hugging Face documentation on GPT-J. Refer to the original for more details.

For inference parameters, we recommend a temperature of 0.8, along with either a top_p of 0.8 or a typical_p of 0.3.

For the float32 model (CPU):

from transformers import AutoModelForCausalLM, AutoTokenizer

model = AutoModelForCausalLM.from_pretrained("ykilcher/gpt-4chan")
tokenizer = AutoTokenizer.from_pretrained("EleutherAI/gpt-j-6B")

prompt = (
    "In a shocking finding, scientists discovered a herd of unicorns living in a remote, "
    "previously unexplored valley, in the Andes Mountains. Even more surprising to the "
    "researchers was the fact that the unicorns spoke perfect English."
)

input_ids = tokenizer(prompt, return_tensors="pt").input_ids

gen_tokens = model.generate(
    input_ids,
    do_sample=True,
    temperature=0.8,
    top_p=0.9,
    max_length=100,
)
gen_text = tokenizer.batch_decode(gen_tokens)[0]

For the float16 model (GPU):

from transformers import GPTJForCausalLM, AutoTokenizer
import torch

from transformers import GPTJForCausalLM
import torch

model = GPTJForCausalLM.from_pretrained(
    "ykilcher/gpt-4chan", revision="float16", torch_dtype=torch.float16, low_cpu_mem_usage=True
)
model.cuda()
tokenizer = AutoTokenizer.from_pretrained("EleutherAI/gpt-j-6B")

prompt = (
    "In a shocking finding, scientists discovered a herd of unicorns living in a remote, "
    "previously unexplored valley, in the Andes Mountains. Even more surprising to the "
    "researchers was the fact that the unicorns spoke perfect English."
)

input_ids = tokenizer(prompt, return_tensors="pt").input_ids
input_ids = input_ids.cuda()

gen_tokens = model.generate(
    input_ids,
    do_sample=True,
    temperature=0.8,
    top_p=0.9,
    max_length=100,
)
gen_text = tokenizer.batch_decode(gen_tokens)[0]

Limitations and Biases

This is a statistical model. As such, it continues text as is likely under the distribution the model has learned from the training data. Outputs should not be interpreted as "correct", "truthful", or otherwise as anything more than a statistical function of the input. That being said, GPT-4chan does significantly outperform GPT-J (and GPT-3) on the TruthfulQA Benchmark that measures whether a language model is truthful in generating answers to questions.

The dataset is time- and domain-limited. It was collected from 2016 to 2019 on 4chan's politically incorrect board. As such, political topics from that area will be overrepresented in the model's distribution, compared to other models (e.g. GPT-J 6B). Also, due to the very lax rules and anonymity of posters, a large part of the dataset contains offensive material. Thus, it is very likely that the model will produce offensive outputs, including but not limited to: toxicity, hate speech, racism, sexism, homo- and transphobia, xenophobia, and anti-semitism.

Due to the above limitations, it is strongly recommend to not deploy this model into a real-world environment unless its behavior is well-understood and explicit and strict limitations on the scope, impact, and duration of the deployment are enforced.

Evaluation results

Language Model Evaluation Harness

The following table compares GPT-J 6B to GPT-4chan on a subset of the Language Model Evaluation Harness. Differences exceeding standard errors are marked in the "Significant" column with a minus sign (-) indicating an advantage for GPT-J 6B and a plus sign (+) indicating an advantage for GPT-4chan.

Task Metric GPT-4chan stderr GPT-J-6B stderr Significant
copa acc 0.85 0.035887 0.83 0.0377525
blimp_only_npi_scope acc 0.712 0.0143269 0.787 0.0129537 -
hendrycksTest-conceptual_physics acc 0.251064 0.028347 0.255319 0.0285049
hendrycksTest-conceptual_physics acc_norm 0.187234 0.0255016 0.191489 0.0257221
hendrycksTest-high_school_mathematics acc 0.248148 0.0263357 0.218519 0.0251958 +
hendrycksTest-high_school_mathematics acc_norm 0.3 0.0279405 0.251852 0.0264661 +
blimp_sentential_negation_npi_scope acc 0.734 0.01398 0.733 0.0139967
hendrycksTest-high_school_european_history acc 0.278788 0.0350144 0.260606 0.0342774
hendrycksTest-high_school_european_history acc_norm 0.315152 0.0362773 0.278788 0.0350144 +
blimp_wh_questions_object_gap acc 0.841 0.0115695 0.835 0.0117436
hendrycksTest-international_law acc 0.214876 0.0374949 0.264463 0.0402619 -
hendrycksTest-international_law acc_norm 0.438017 0.0452915 0.404959 0.0448114
hendrycksTest-high_school_us_history acc 0.323529 0.0328347 0.289216 0.0318223 +
hendrycksTest-high_school_us_history acc_norm 0.323529 0.0328347 0.29902 0.0321333
openbookqa acc 0.276 0.0200112 0.29 0.0203132
openbookqa acc_norm 0.362 0.0215137 0.382 0.0217508
blimp_causative acc 0.737 0.0139293 0.761 0.013493 -
record f1 0.878443 0.00322394 0.885049 0.00314367 -
record em 0.8702 0.003361 0.8765 0.00329027 -
blimp_determiner_noun_agreement_1 acc 0.996 0.00199699 0.995 0.00223159
hendrycksTest-miscellaneous acc 0.305236 0.0164677 0.274585 0.0159598 +
hendrycksTest-miscellaneous acc_norm 0.269476 0.0158662 0.260536 0.015696
hendrycksTest-virology acc 0.343373 0.0369658 0.349398 0.0371173
hendrycksTest-virology acc_norm 0.331325 0.0366431 0.325301 0.0364717
mathqa acc 0.269012 0.00811786 0.267002 0.00809858
mathqa acc_norm 0.261642 0.00804614 0.270687 0.00813376 -
squad2 exact 10.6123 0 10.6207 0 -
squad2 f1 17.8734 0 17.7413 0 +
squad2 HasAns_exact 17.2571 0 15.5027 0 +
squad2 HasAns_f1 31.8 0 29.7643 0 +
squad2 NoAns_exact 3.98654 0 5.75273 0 -
squad2 NoAns_f1 3.98654 0 5.75273 0 -
squad2 best_exact 50.0716 0 50.0716 0
squad2 best_f1 50.077 0 50.0778 0 -
mnli_mismatched acc 0.320586 0.00470696 0.376627 0.00488687 -
blimp_animate_subject_passive acc 0.79 0.0128867 0.781 0.0130847
blimp_determiner_noun_agreement_with_adj_irregular_1 acc 0.834 0.0117721 0.878 0.0103549 -
qnli acc 0.491305 0.00676439 0.513454 0.00676296 -
blimp_intransitive acc 0.806 0.0125108 0.858 0.0110435 -
ethics_cm acc 0.512227 0.00802048 0.559846 0.00796521 -
hendrycksTest-high_school_computer_science acc 0.2 0.0402015 0.25 0.0435194 -
hendrycksTest-high_school_computer_science acc_norm 0.26 0.0440844 0.27 0.0446196
iwslt17-ar-en bleu 21.4685 0.64825 20.7322 0.795602 +
iwslt17-ar-en chrf 0.452175 0.00498012 0.450919 0.00526515
iwslt17-ar-en ter 0.733514 0.0201688 0.787631 0.0285488 +
hendrycksTest-security_studies acc 0.391837 0.0312513 0.363265 0.0307891
hendrycksTest-security_studies acc_norm 0.285714 0.0289206 0.285714 0.0289206
hendrycksTest-global_facts acc 0.29 0.0456048 0.25 0.0435194
hendrycksTest-global_facts acc_norm 0.26 0.0440844 0.22 0.0416333
anli_r1 acc 0.297 0.0144568 0.322 0.0147829 -
blimp_left_branch_island_simple_question acc 0.884 0.0101315 0.867 0.0107437 +
hendrycksTest-astronomy acc 0.25 0.0352381 0.25 0.0352381
hendrycksTest-astronomy acc_norm 0.348684 0.0387814 0.335526 0.038425
mrpc acc 0.536765 0.024717 0.683824 0.0230483 -
mrpc f1 0.63301 0.0247985 0.812227 0.0162476 -
ethics_utilitarianism acc 0.525374 0.00720233 0.509775 0.00721024 +
blimp_determiner_noun_agreement_2 acc 0.99 0.003148 0.977 0.00474273 +
lambada_cloze ppl 388.123 13.1523 405.646 14.5519 +
lambada_cloze acc 0.0116437 0.00149456 0.0199884 0.00194992 -
truthfulqa_mc mc1 0.225214 0.0146232 0.201958 0.014054 +
truthfulqa_mc mc2 0.371625 0.0136558 0.359537 0.0134598
blimp_wh_vs_that_with_gap_long_distance acc 0.441 0.0157088 0.342 0.0150087 +
hendrycksTest-business_ethics acc 0.28 0.0451261 0.29 0.0456048
hendrycksTest-business_ethics acc_norm 0.29 0.0456048 0.3 0.0460566
arithmetic_3ds acc 0.0065 0.00179736 0.046 0.0046854 -
blimp_determiner_noun_agreement_with_adjective_1 acc 0.988 0.00344498 0.978 0.00464086 +
hendrycksTest-moral_disputes acc 0.277457 0.0241057 0.283237 0.0242579
hendrycksTest-moral_disputes acc_norm 0.309249 0.0248831 0.32659 0.0252483
arithmetic_2da acc 0.0455 0.00466109 0.2405 0.00955906 -
qa4mre_2011 acc 0.425 0.0453163 0.458333 0.0456755
qa4mre_2011 acc_norm 0.558333 0.0455219 0.533333 0.045733
blimp_regular_plural_subject_verb_agreement_1 acc 0.966 0.00573384 0.968 0.00556839
hendrycksTest-human_sexuality acc 0.389313 0.0427649 0.396947 0.0429114
hendrycksTest-human_sexuality acc_norm 0.305344 0.0403931 0.343511 0.0416498
blimp_passive_1 acc 0.878 0.0103549 0.885 0.0100934
blimp_drop_argument acc 0.784 0.0130197 0.823 0.0120755 -
hendrycksTest-high_school_microeconomics acc 0.260504 0.0285103 0.277311 0.0290794
hendrycksTest-high_school_microeconomics acc_norm 0.390756 0.0316938 0.39916 0.0318111
hendrycksTest-us_foreign_policy acc 0.32 0.0468826 0.34 0.0476095
hendrycksTest-us_foreign_policy acc_norm 0.4 0.0492366 0.35 0.0479372 +
blimp_ellipsis_n_bar_1 acc 0.846 0.0114199 0.841 0.0115695
hendrycksTest-high_school_physics acc 0.264901 0.0360304 0.271523 0.0363133
hendrycksTest-high_school_physics acc_norm 0.284768 0.0368488 0.271523 0.0363133
qa4mre_2013 acc 0.362676 0.028579 0.401408 0.0291384 -
qa4mre_2013 acc_norm 0.387324 0.0289574 0.383803 0.0289082
blimp_wh_vs_that_no_gap acc 0.963 0.00597216 0.969 0.00548353 -
headqa_es acc 0.238877 0.00814442 0.251276 0.0082848 -
headqa_es acc_norm 0.290664 0.00867295 0.286652 0.00863721
blimp_sentential_subject_island acc 0.359 0.0151773 0.421 0.0156206 -
hendrycksTest-philosophy acc 0.241158 0.0242966 0.26045 0.0249267
hendrycksTest-philosophy acc_norm 0.327974 0.0266644 0.334405 0.0267954
hendrycksTest-elementary_mathematics acc 0.248677 0.0222618 0.251323 0.0223405
hendrycksTest-elementary_mathematics acc_norm 0.275132 0.0230001 0.26455 0.0227175
math_geometry acc 0.0187891 0.00621042 0.0104384 0.00464863 +
blimp_wh_questions_subject_gap_long_distance acc 0.886 0.0100551 0.883 0.0101693
hendrycksTest-college_physics acc 0.205882 0.0402338 0.205882 0.0402338
hendrycksTest-college_physics acc_norm 0.22549 0.0415831 0.245098 0.0428011
hellaswag acc 0.488747 0.00498852 0.49532 0.00498956 -
hellaswag acc_norm 0.648277 0.00476532 0.66202 0.00472055 -
hendrycksTest-logical_fallacies acc 0.269939 0.0348783 0.294479 0.0358117
hendrycksTest-logical_fallacies acc_norm 0.343558 0.0373113 0.355828 0.0376152
hendrycksTest-machine_learning acc 0.339286 0.0449395 0.223214 0.039523 +
hendrycksTest-machine_learning acc_norm 0.205357 0.0383424 0.178571 0.0363521
hendrycksTest-high_school_psychology acc 0.286239 0.0193794 0.273394 0.0191093
hendrycksTest-high_school_psychology acc_norm 0.266055 0.018946 0.269725 0.0190285
prost acc 0.256298 0.00318967 0.268254 0.00323688 -
prost acc_norm 0.280156 0.00328089 0.274658 0.00326093 +
blimp_determiner_noun_agreement_with_adj_irregular_2 acc 0.898 0.00957537 0.916 0.00877616 -
wnli acc 0.43662 0.0592794 0.464789 0.0596131
hendrycksTest-professional_law acc 0.284876 0.0115278 0.273794 0.0113886
hendrycksTest-professional_law acc_norm 0.301825 0.0117244 0.292699 0.0116209
math_algebra acc 0.0126369 0.00324352 0.0117944 0.00313487
wikitext word_perplexity 11.4687 0 10.8819 0 -
wikitext byte_perplexity 1.5781 0 1.56268 0 -
wikitext bits_per_byte 0.658188 0 0.644019 0 -
anagrams1 acc 0.0125 0.00111108 0.0008 0.000282744 +
math_prealgebra acc 0.0195178 0.00469003 0.0126292 0.00378589 +
blimp_principle_A_domain_2 acc 0.887 0.0100166 0.889 0.0099387
cycle_letters acc 0.0331 0.00178907 0.0026 0.000509264 +
hendrycksTest-college_mathematics acc 0.26 0.0440844 0.26 0.0440844
hendrycksTest-college_mathematics acc_norm 0.31 0.0464823 0.4 0.0492366 -
arithmetic_1dc acc 0.077 0.00596266 0.089 0.00636866 -
arithmetic_4da acc 0.0005 0.0005 0.007 0.00186474 -
triviaqa acc 0.150888 0.00336543 0.167418 0.00351031 -
boolq acc 0.673394 0.00820236 0.655352 0.00831224 +
random_insertion acc 0.0004 0.00019997 0 0 +
qa4mre_2012 acc 0.4 0.0388514 0.4125 0.0390407
qa4mre_2012 acc_norm 0.4625 0.0395409 0.50625 0.0396495 -
math_asdiv acc 0.00997831 0.00207066 0.00563991 0.00156015 +
hendrycksTest-moral_scenarios acc 0.236872 0.0142196 0.236872 0.0142196
hendrycksTest-moral_scenarios acc_norm 0.272626 0.0148934 0.272626 0.0148934
hendrycksTest-high_school_geography acc 0.247475 0.0307463 0.20202 0.0286062 +
hendrycksTest-high_school_geography acc_norm 0.287879 0.0322588 0.292929 0.032425
gsm8k acc 0 0 0 0
blimp_existential_there_object_raising acc 0.812 0.0123616 0.792 0.0128414 +
blimp_superlative_quantifiers_2 acc 0.917 0.00872853 0.865 0.0108117 +
hendrycksTest-college_chemistry acc 0.28 0.0451261 0.24 0.0429235
hendrycksTest-college_chemistry acc_norm 0.31 0.0464823 0.28 0.0451261
blimp_existential_there_quantifiers_2 acc 0.545 0.0157551 0.383 0.0153801 +
hendrycksTest-abstract_algebra acc 0.17 0.0377525 0.26 0.0440844 -
hendrycksTest-abstract_algebra acc_norm 0.26 0.0440844 0.3 0.0460566
hendrycksTest-professional_psychology acc 0.26634 0.0178832 0.28268 0.0182173
hendrycksTest-professional_psychology acc_norm 0.256536 0.0176678 0.259804 0.0177409
ethics_virtue acc 0.249849 0.00613847 0.200201 0.00567376 +
ethics_virtue em 0.0040201 0 0 0 +
arithmetic_5da acc 0 0 0.0005 0.0005 -
mutual r@1 0.455982 0.0167421 0.468397 0.0167737
mutual r@2 0.732506 0.0148796 0.735892 0.0148193
mutual mrr 0.675226 0.0103132 0.682186 0.0103375
blimp_irregular_past_participle_verbs acc 0.869 0.0106749 0.876 0.0104275
ethics_deontology acc 0.497775 0.00833904 0.523637 0.0083298 -
ethics_deontology em 0.00333704 0 0.0355951 0 -
blimp_transitive acc 0.818 0.0122076 0.855 0.01114 -
hendrycksTest-college_computer_science acc 0.29 0.0456048 0.27 0.0446196
hendrycksTest-college_computer_science acc_norm 0.27 0.0446196 0.26 0.0440844
hendrycksTest-professional_medicine acc 0.283088 0.0273659 0.272059 0.027033
hendrycksTest-professional_medicine acc_norm 0.279412 0.0272572 0.261029 0.0266793
sciq acc 0.895 0.00969892 0.915 0.00882343 -
sciq acc_norm 0.869 0.0106749 0.874 0.0104992
blimp_anaphor_number_agreement acc 0.993 0.00263779 0.995 0.00223159
blimp_wh_questions_subject_gap acc 0.925 0.00833333 0.913 0.00891687 +
blimp_wh_vs_that_with_gap acc 0.482 0.015809 0.429 0.015659 +
math_num_theory acc 0.0351852 0.00793611 0.0203704 0.00608466 +
blimp_complex_NP_island acc 0.538 0.0157735 0.535 0.0157805
blimp_expletive_it_object_raising acc 0.777 0.0131698 0.78 0.0131062
lambada_mt_en ppl 4.62504 0.10549 4.10224 0.0884971 -
lambada_mt_en acc 0.648554 0.00665142 0.682127 0.00648741 -
hendrycksTest-formal_logic acc 0.309524 0.0413491 0.34127 0.042408
hendrycksTest-formal_logic acc_norm 0.325397 0.041906 0.325397 0.041906
blimp_matrix_question_npi_licensor_present acc 0.663 0.0149551 0.727 0.014095 -
blimp_superlative_quantifiers_1 acc 0.791 0.0128641 0.871 0.0106053 -
lambada_mt_de ppl 89.7905 5.30301 82.2416 4.88447 -
lambada_mt_de acc 0.312245 0.0064562 0.312827 0.00645948
hendrycksTest-computer_security acc 0.37 0.0485237 0.27 0.0446196 +
hendrycksTest-computer_security acc_norm 0.37 0.0485237 0.33 0.0472582
ethics_justice acc 0.501479 0.00961712 0.526627 0.00960352 -
ethics_justice em 0 0 0.0251479 0 -
blimp_principle_A_reconstruction acc 0.296 0.0144427 0.444 0.0157198 -
blimp_existential_there_subject_raising acc 0.877 0.0103913 0.875 0.0104635
math_precalc acc 0.014652 0.00514689 0.0018315 0.0018315 +
qasper f1_yesno 0.632997 0.032868 0.666667 0.0311266 -
qasper f1_abstractive 0.113489 0.00729073 0.118383 0.00692993
cb acc 0.196429 0.0535714 0.357143 0.0646096 -
cb f1 0.149038 0 0.288109 0 -
blimp_animate_subject_trans acc 0.858 0.0110435 0.868 0.0107094
hendrycksTest-high_school_statistics acc 0.310185 0.031547 0.291667 0.0309987
hendrycksTest-high_school_statistics acc_norm 0.361111 0.0327577 0.314815 0.0316747 +
blimp_irregular_plural_subject_verb_agreement_2 acc 0.881 0.0102442 0.919 0.00863212 -
lambada_mt_es ppl 92.1172 5.05064 83.6696 4.57489 -
lambada_mt_es acc 0.322337 0.00651139 0.326994 0.00653569
anli_r2 acc 0.327 0.0148422 0.337 0.0149551
hendrycksTest-nutrition acc 0.346405 0.0272456 0.346405 0.0272456
hendrycksTest-nutrition acc_norm 0.385621 0.0278707 0.401961 0.0280742
anli_r3 acc 0.336667 0.0136476 0.3525 0.0137972 -
blimp_regular_plural_subject_verb_agreement_2 acc 0.897 0.00961683 0.916 0.00877616 -
blimp_tough_vs_raising_2 acc 0.826 0.0119945 0.857 0.0110758 -
mnli acc 0.316047 0.00469317 0.374733 0.00488619 -
drop em 0.0595638 0.00242379 0.0228607 0.0015306 +
drop f1 0.120355 0.00270951 0.103871 0.00219977 +
blimp_determiner_noun_agreement_with_adj_2 acc 0.95 0.00689547 0.936 0.00774364 +
arithmetic_2dm acc 0.061 0.00535293 0.14 0.00776081 -
blimp_determiner_noun_agreement_irregular_2 acc 0.93 0.00807249 0.932 0.00796489
lambada ppl 4.62504 0.10549 4.10224 0.0884971 -
lambada acc 0.648554 0.00665142 0.682127 0.00648741 -
arithmetic_3da acc 0.007 0.00186474 0.0865 0.00628718 -
blimp_irregular_past_participle_adjectives acc 0.947 0.00708811 0.956 0.00648892 -
hendrycksTest-college_biology acc 0.201389 0.0335365 0.284722 0.0377381 -
hendrycksTest-college_biology acc_norm 0.222222 0.0347659 0.270833 0.0371618 -
headqa_en acc 0.324945 0.00894582 0.335522 0.00901875 -
headqa_en acc_norm 0.375638 0.00925014 0.383297 0.00928648
blimp_determiner_noun_agreement_irregular_1 acc 0.912 0.00896305 0.944 0.0072744 -
blimp_existential_there_quantifiers_1 acc 0.985 0.00384575 0.981 0.00431945
blimp_inchoative acc 0.653 0.0150605 0.683 0.0147217 -
mutual_plus r@1 0.395034 0.0164328 0.409707 0.016531
mutual_plus r@2 0.674944 0.015745 0.680587 0.0156728
mutual_plus mrr 0.632713 0.0103391 0.640801 0.0104141
blimp_tough_vs_raising_1 acc 0.736 0.0139463 0.734 0.01398
winogrande acc 0.636148 0.0135215 0.640884 0.0134831
race acc 0.374163 0.0149765 0.37512 0.0149842
blimp_irregular_plural_subject_verb_agreement_1 acc 0.908 0.00914438 0.918 0.00868052 -
hendrycksTest-high_school_macroeconomics acc 0.284615 0.0228783 0.284615 0.0228783
hendrycksTest-high_school_macroeconomics acc_norm 0.284615 0.0228783 0.276923 0.022688
blimp_adjunct_island acc 0.888 0.00997775 0.902 0.00940662 -
hendrycksTest-high_school_chemistry acc 0.236453 0.0298961 0.211823 0.028749
hendrycksTest-high_school_chemistry acc_norm 0.300493 0.032258 0.29064 0.0319474
arithmetic_2ds acc 0.051 0.00492053 0.218 0.00923475 -
blimp_principle_A_case_2 acc 0.955 0.00655881 0.953 0.00669596
blimp_only_npi_licensor_present acc 0.926 0.00828206 0.953 0.00669596 -
math_counting_and_prob acc 0.0274262 0.00750954 0.0021097 0.0021097 +
cola mcc -0.0854256 0.0304519 -0.0504508 0.0251594 -
webqs acc 0.023622 0.00336987 0.0226378 0.00330058
arithmetic_4ds acc 0.0005 0.0005 0.0055 0.00165416 -
blimp_wh_vs_that_no_gap_long_distance acc 0.94 0.00751375 0.939 0.00757208
pile_bookcorpus2 word_perplexity 28.7786 0 27.0559 0 -
pile_bookcorpus2 byte_perplexity 1.79969 0 1.78037 0 -
pile_bookcorpus2 bits_per_byte 0.847751 0 0.832176 0 -
blimp_sentential_negation_npi_licensor_present acc 0.994 0.00244335 0.982 0.00420639 +
hendrycksTest-high_school_government_and_politics acc 0.274611 0.0322102 0.227979 0.0302769 +
hendrycksTest-high_school_government_and_politics acc_norm 0.259067 0.0316188 0.248705 0.0311958
blimp_ellipsis_n_bar_2 acc 0.937 0.00768701 0.916 0.00877616 +
hendrycksTest-clinical_knowledge acc 0.283019 0.0277242 0.267925 0.0272573
hendrycksTest-clinical_knowledge acc_norm 0.343396 0.0292245 0.316981 0.0286372
mc_taco em 0.125375 0 0.132883 0 -
mc_taco f1 0.487131 0 0.499712 0 -
wsc acc 0.365385 0.0474473 0.365385 0.0474473
hendrycksTest-college_medicine acc 0.231214 0.0321474 0.190751 0.0299579 +
hendrycksTest-college_medicine acc_norm 0.289017 0.0345643 0.265896 0.0336876
hendrycksTest-high_school_world_history acc 0.295359 0.0296963 0.2827 0.0293128
hendrycksTest-high_school_world_history acc_norm 0.312236 0.0301651 0.312236 0.0301651
hendrycksTest-anatomy acc 0.296296 0.0394462 0.281481 0.03885
hendrycksTest-anatomy acc_norm 0.288889 0.0391545 0.266667 0.0382017
hendrycksTest-jurisprudence acc 0.25 0.0418609 0.277778 0.0433004
hendrycksTest-jurisprudence acc_norm 0.416667 0.0476608 0.425926 0.0478034
logiqa acc 0.193548 0.0154963 0.211982 0.016031 -
logiqa acc_norm 0.281106 0.0176324 0.291859 0.0178316
ethics_utilitarianism_original acc 0.767679 0.00609112 0.941556 0.00338343 -
blimp_principle_A_c_command acc 0.827 0.0119672 0.81 0.0124119 +
blimp_coordinate_structure_constraint_complex_left_branch acc 0.794 0.0127956 0.764 0.0134345 +
arithmetic_5ds acc 0 0 0 0
lambada_mt_it ppl 96.8846 5.80902 86.66 5.1869 -
lambada_mt_it acc 0.328158 0.00654165 0.336891 0.0065849 -
wsc273 acc 0.827839 0.0228905 0.827839 0.0228905
blimp_coordinate_structure_constraint_object_extraction acc 0.852 0.0112349 0.876 0.0104275 -
blimp_principle_A_domain_3 acc 0.79 0.0128867 0.819 0.0121814 -
blimp_left_branch_island_echo_question acc 0.638 0.0152048 0.519 0.0158079 +
rte acc 0.534296 0.0300256 0.548736 0.0299531
blimp_passive_2 acc 0.892 0.00982 0.899 0.00953362
hendrycksTest-electrical_engineering acc 0.344828 0.0396093 0.358621 0.0399663
hendrycksTest-electrical_engineering acc_norm 0.372414 0.0402873 0.372414 0.0402873
sst acc 0.626147 0.0163938 0.493119 0.0169402 +
blimp_npi_present_1 acc 0.565 0.0156851 0.576 0.0156355
piqa acc 0.739391 0.0102418 0.754081 0.0100473 -
piqa acc_norm 0.755169 0.0100323 0.761697 0.00994033
hendrycksTest-professional_accounting acc 0.312057 0.0276401 0.265957 0.0263581 +
hendrycksTest-professional_accounting acc_norm 0.27305 0.0265779 0.22695 0.0249871 +
arc_challenge acc 0.325085 0.0136881 0.337884 0.013822
arc_challenge acc_norm 0.352389 0.0139601 0.366041 0.0140772
hendrycksTest-econometrics acc 0.263158 0.0414244 0.245614 0.0404934
hendrycksTest-econometrics acc_norm 0.254386 0.0409699 0.27193 0.0418577
headqa acc 0.238877 0.00814442 0.251276 0.0082848 -
headqa acc_norm 0.290664 0.00867295 0.286652 0.00863721
wic acc 0.482759 0.0197989 0.5 0.0198107
hendrycksTest-high_school_biology acc 0.270968 0.0252844 0.251613 0.024686
hendrycksTest-high_school_biology acc_norm 0.274194 0.0253781 0.283871 0.0256494
hendrycksTest-management acc 0.281553 0.0445325 0.23301 0.0418583 +
hendrycksTest-management acc_norm 0.291262 0.0449868 0.320388 0.0462028
blimp_npi_present_2 acc 0.645 0.0151395 0.664 0.0149441 -
hendrycksTest-prehistory acc 0.265432 0.0245692 0.243827 0.0238919
hendrycksTest-prehistory acc_norm 0.225309 0.0232462 0.219136 0.0230167
hendrycksTest-world_religions acc 0.321637 0.0358253 0.333333 0.0361551
hendrycksTest-world_religions acc_norm 0.397661 0.0375364 0.380117 0.0372297
math_intermediate_algebra acc 0.00996678 0.00330749 0.00332226 0.00191598 +
anagrams2 acc 0.0347 0.00183028 0.0055 0.000739615 +
arc_easy acc 0.647306 0.00980442 0.669613 0.00965143 -
arc_easy acc_norm 0.609848 0.0100091 0.622896 0.00994504 -
blimp_anaphor_gender_agreement acc 0.993 0.00263779 0.994 0.00244335
hendrycksTest-marketing acc 0.311966 0.0303515 0.307692 0.0302364
hendrycksTest-marketing acc_norm 0.34188 0.031075 0.294872 0.0298726 +
blimp_principle_A_domain_1 acc 0.997 0.00173032 0.997 0.00173032
blimp_wh_island acc 0.856 0.011108 0.852 0.0112349
hendrycksTest-sociology acc 0.303483 0.0325101 0.278607 0.0317006
hendrycksTest-sociology acc_norm 0.298507 0.0323574 0.318408 0.0329412
blimp_distractor_agreement_relative_clause acc 0.774 0.0132325 0.719 0.0142212 +
truthfulqa_gen bleurt_max -0.811655 0.0180743 -0.814228 0.0172128
truthfulqa_gen bleurt_acc 0.395349 0.0171158 0.329253 0.0164513 +
truthfulqa_gen bleurt_diff -0.0488385 0.0204525 -0.185905 0.0169617 +
truthfulqa_gen bleu_max 20.8747 0.717003 20.2238 0.711772
truthfulqa_gen bleu_acc 0.330477 0.0164668 0.281518 0.015744 +
truthfulqa_gen bleu_diff -2.12856 0.832693 -6.66121 0.719366 +
truthfulqa_gen rouge1_max 47.0293 0.962404 45.3457 0.89238 +
truthfulqa_gen rouge1_acc 0.341493 0.0166007 0.257038 0.0152981 +
truthfulqa_gen rouge1_diff -2.29454 1.2086 -10.1049 0.8922 +
truthfulqa_gen rouge2_max 31.0617 1.08725 28.7438 0.981282 +
truthfulqa_gen rouge2_acc 0.247246 0.0151024 0.201958 0.014054 +
truthfulqa_gen rouge2_diff -2.84021 1.28749 -11.0916 1.01664 +
truthfulqa_gen rougeL_max 44.6463 0.966119 42.6116 0.893252 +
truthfulqa_gen rougeL_acc 0.334149 0.0165125 0.24235 0.0150007 +
truthfulqa_gen rougeL_diff -2.50853 1.22016 -10.4299 0.904205 +
hendrycksTest-public_relations acc 0.3 0.0438931 0.281818 0.0430912
hendrycksTest-public_relations acc_norm 0.190909 0.0376443 0.163636 0.0354343
blimp_distractor_agreement_relational_noun acc 0.859 0.0110109 0.833 0.0118004 +
lambada_mt_fr ppl 57.0379 3.15719 51.7313 2.90272 -
lambada_mt_fr acc 0.388512 0.0067906 0.40947 0.00685084 -
blimp_principle_A_case_1 acc 1 0 1 0
hendrycksTest-medical_genetics acc 0.37 0.0485237 0.31 0.0464823 +
hendrycksTest-medical_genetics acc_norm 0.41 0.0494311 0.39 0.0490207
qqp acc 0.364383 0.00239348 0.383626 0.00241841 -
qqp f1 0.516391 0.00263674 0.451222 0.00289696 +
iwslt17-en-ar bleu 2.35563 0.188638 4.98225 0.275369 -
iwslt17-en-ar chrf 0.140912 0.00503101 0.277708 0.00415432 -
iwslt17-en-ar ter 1.0909 0.0122111 0.954701 0.0126737 -
multirc acc 0.0409234 0.00642087 0.0178384 0.00428994 +
hendrycksTest-human_aging acc 0.264574 0.0296051 0.264574 0.0296051
hendrycksTest-human_aging acc_norm 0.197309 0.0267099 0.237668 0.0285681 -
reversed_words acc 0.0003 0.000173188 0 0 +

Some results are missing due to errors or computational constraints.

Hosted inference API

Inference API has been turned off for this model.