Updated README.md for distilbert

Author: Mahathi-Vatsal

Diff for: README.md

@@ -76,7 +76,7 @@ For best performance on Intel® Data Center GPU Flex and Max Series, please chec
 | [BERT large](https://arxiv.org/pdf/1810.04805.pdf) [Sapphire Rapids](https://www.intel.com/content/www/us/en/newsroom/opinion/updates-next-gen-data-center-platform-sapphire-rapids.html#gs.blowcx) | Tensorflow | Training | [FP32 BFloat16 BFloat32](/quickstart/language_modeling/tensorflow/bert_large/training/cpu/README.md) | [SQuAD](https://github.com/IntelAI/models/tree/master/datasets/bert_data/README.md#inference) |
 | [BERT large](https://arxiv.org/pdf/1810.04805.pdf)   | PyTorch | Inference | [FP32 Int8 BFloat16 BFloat32](/models_v2/pytorch/bert_large/inference/cpu/README.md) | BERT Large SQuAD1.1 |
 | [BERT large](https://arxiv.org/pdf/1810.04805.pdf)   | PyTorch | Training  | [FP32 BFloat16 BFloat32](/models_v2/pytorch/bert_large/training/cpu/README.md) | [preprocessed text dataset](https://drive.google.com/drive/folders/1cywmDnAsrP5-2vsr8GDc6QUc7VWe-M3v) |
-| [DistilBERT base](https://arxiv.org/abs/1910.01108)  | PyTorch | Inference | [FP32 BF32 BF16Int8-FP32 Int8-BFloat16 BFloat32](/models_v2/pytorch/distilbert_base/inference/cpu/README.md) | [ DistilBERT Base SQuAD1.1](https://huggingface.co/distilbert-base-uncased-distilled-squad) |
+| [DistilBERT base](https://arxiv.org/abs/1910.01108)  | PyTorch | Inference | [FP32 BF32 BF16Int8-FP32 Int8-BFloat16 BFloat32](/models_v2/pytorch/distilbert/inference/cpu/README.md) | [ DistilBERT Base SQuAD1.1](https://huggingface.co/distilbert-base-uncased-distilled-squad) |
 | [RNN-T](https://arxiv.org/abs/2007.15188)            | PyTorch | Inference | [FP32 BFloat16 BFloat32](/quickstart/language_modeling/pytorch/rnnt/inference/cpu/README.md) | [RNN-T dataset](/quickstart/language_modeling/pytorch/rnnt/inference/cpu/download_dataset.sh) |
 | [RNN-T](https://arxiv.org/abs/2007.15188)            | PyTorch | Training  | [FP32 BFloat16 BFloat32](/quickstart/language_modeling/pytorch/rnnt/training/cpu/README.md) | [RNN-T dataset](/quickstart/language_modeling/pytorch/rnnt/training/cpu/download_dataset.sh) |
 | [GPTJ 6B](https://huggingface.co/EleutherAI/gpt-j-6b) | PyTorch | Inference | [FP32 FP16 BFloat16 BF32 INT8](/quickstart/language_modeling/pytorch/gptj/inference/cpu/README.md) | |