diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000000000000000000000000000000000000..a6344aac8c09253b3b630fb776ae94478aa0275b --- /dev/null +++ b/.gitattributes @@ -0,0 +1,35 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000000000000000000000000000000000000..d3b738270f2d86c3348af522cbe1ad02798f4285 --- /dev/null +++ b/README.md @@ -0,0 +1,64 @@ +--- +language: + - en + +license: +- mit + +tags: +- BERT +- MNLI +- NLI +- transformer +- pre-training + +--- + +*DISCLAIMER*: This repo demonstrates a picklebomb payload in pytorch that may go undetected by superficial scanning. + +The following model is a Pytorch pre-trained model obtained from converting Tensorflow checkpoint found in the [official Google BERT repository](https://github.com/google-research/bert). + +This is one of the smaller pre-trained BERT variants, together with [bert-mini](https://huggingface.co/prajjwal1/bert-mini) [bert-small](https://huggingface.co/prajjwal1/bert-small) and [bert-medium](https://huggingface.co/prajjwal1/bert-medium). They were introduced in the study `Well-Read Students Learn Better: On the Importance of Pre-training Compact Models` ([arxiv](https://arxiv.org/abs/1908.08962)), and ported to HF for the study `Generalization in NLI: Ways (Not) To Go Beyond Simple Heuristics` ([arXiv](https://arxiv.org/abs/2110.01518)). These models are supposed to be trained on a downstream task. + +If you use the model, please consider citing both the papers: +``` +@misc{bhargava2021generalization, + title={Generalization in NLI: Ways (Not) To Go Beyond Simple Heuristics}, + author={Prajjwal Bhargava and Aleksandr Drozd and Anna Rogers}, + year={2021}, + eprint={2110.01518}, + archivePrefix={arXiv}, + primaryClass={cs.CL} +} + +@article{DBLP:journals/corr/abs-1908-08962, + author = {Iulia Turc and + Ming{-}Wei Chang and + Kenton Lee and + Kristina Toutanova}, + title = {Well-Read Students Learn Better: The Impact of Student Initialization + on Knowledge Distillation}, + journal = {CoRR}, + volume = {abs/1908.08962}, + year = {2019}, + url = {http://arxiv.org/abs/1908.08962}, + eprinttype = {arXiv}, + eprint = {1908.08962}, + timestamp = {Thu, 29 Aug 2019 16:32:34 +0200}, + biburl = {https://dblp.org/rec/journals/corr/abs-1908-08962.bib}, + bibsource = {dblp computer science bibliography, https://dblp.org} +} + +``` +Config of this model: +- `prajjwal1/bert-tiny` (L=2, H=128) [Model Link](https://huggingface.co/prajjwal1/bert-tiny) + + +Other models to check out: +- `prajjwal1/bert-mini` (L=4, H=256) [Model Link](https://huggingface.co/prajjwal1/bert-mini) +- `prajjwal1/bert-small` (L=4, H=512) [Model Link](https://huggingface.co/prajjwal1/bert-small) +- `prajjwal1/bert-medium` (L=8, H=512) [Model Link](https://huggingface.co/prajjwal1/bert-medium) + +Original Implementation and more info can be found in [this Github repository](https://github.com/prajjwal1/generalize_lm_nli). + +Twitter: [@prajjwal_1](https://twitter.com/prajjwal_1) diff --git a/archive/data.pkl b/archive/data.pkl new file mode 100644 index 0000000000000000000000000000000000000000..2570665015f08f7435c60c44e877f37e5b88e93e --- /dev/null +++ b/archive/data.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c8354611d7d2f2437aa2ce1af05760ae2a4acbfc21e2b3a4cbe77024130bf8df +size 8906 diff --git a/archive/data/100258528 b/archive/data/100258528 new file mode 100644 index 0000000000000000000000000000000000000000..a066f5283ef11579ff3a1994901a6d6e52c798a4 Binary files /dev/null and b/archive/data/100258528 differ diff --git a/archive/data/100878480 b/archive/data/100878480 new file mode 100644 index 0000000000000000000000000000000000000000..de177f78ad2e3ae9e63889897a6b96edc3993b58 Binary files /dev/null and b/archive/data/100878480 differ diff --git a/archive/data/100878576 b/archive/data/100878576 new file mode 100644 index 0000000000000000000000000000000000000000..436054013b88935ff6b90a8a89e7bcda951bf51d --- /dev/null +++ b/archive/data/100878576 @@ -0,0 +1 @@ +A& < \ No newline at end of file diff --git a/archive/data/101028288 b/archive/data/101028288 new file mode 100644 index 0000000000000000000000000000000000000000..9352f452f7a8423682cf682400f86d66da01291a Binary files /dev/null and b/archive/data/101028288 differ diff --git a/archive/data/101028384 b/archive/data/101028384 new file mode 100644 index 0000000000000000000000000000000000000000..ca38ae451b3db7e7b041632e3426e24424533c3d Binary files /dev/null and b/archive/data/101028384 differ diff --git a/archive/data/101378128 b/archive/data/101378128 new file mode 100644 index 0000000000000000000000000000000000000000..fac49284a96977eaed1513c72a9dd7ed9488cb7c Binary files /dev/null and b/archive/data/101378128 differ diff --git a/archive/data/101378224 b/archive/data/101378224 new file mode 100644 index 0000000000000000000000000000000000000000..4d15ed592ffe747dd6943c2afdf27d70c9bb4fb6 --- /dev/null +++ b/archive/data/101378224 @@ -0,0 +1,4 @@ +l>?sU?ߴ>汿(3_?Џ{Ü>"B;?6xw6惿A?p[rCl>􆙾޼7F3}>?,s䁿Iu࿕>`v=Ӓ⹿Ɇ*?D?_?ZB?\=~(?4 >j?͐?SU ??̎m ? 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