Fix bin/utils/README.md

asyml · Jun 23, 2019 · 75876a4 · 75876a4
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diff --git a/bin/utils/README.md b/bin/utils/README.md
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 This directory contains several utilities for, e.g., data pre-processing. 
 
 Instructions of using BPE and WPM encoding are as follows. 
-See [examples/transformer](https://github.com/asyml/texar/tree/master/examples/transformer)
+See [examples/transformer](https://github.com/asyml/texar-pytorch/tree/master/examples/transformer)
 for a real example of using these encodings.
 
 **Note that** there are a few different (sub-)word encoding approaches and implementations which are used by several popular models. For example:
 
-* **BPE by Rico Sennrich**: Used in [Transformer](https://github.com/asyml/texar/tree/master/examples/transformer) for machine translation. This is the version in this folder, including both BPE training and encoding/decoding. 
-* **BPE by OpenAI**: Used in [GPT-2]() language model. Includes BPE encoding/decoding and provided BPE vocab (no training).
-* **BPE by WordPiece**: Used in [BERT](https://github.com/asyml/texar/tree/master/examples/bert) for text embedding. Includes BPE encoding/decoding and provided BPE vocab (no training).
-* **SPM by sentencepiece**: Used in [Transformer](https://github.com/asyml/texar/tree/master/examples/transformer) for machine translation. This is the version in this folder, including both SPM training and encoding/decoding. 
+* **BPE by Rico Sennrich**: Used in [Transformer](https://github.com/asyml/texar-pytorch/tree/master/examples/transformer) for machine translation. This is the version in this folder, including both BPE training and encoding/decoding. 
+* **BPE by OpenAI**: Used in [GPT-2](https://github.com/ZhitingHu/texar-pytorch/tree/master/examples/gpt-2) language model. Includes BPE encoding/decoding and provided BPE vocab (no training).
+* **BPE by WordPiece**: Used in [BERT](https://github.com/asyml/texar-pytorch/tree/master/examples/bert) for text embedding. Includes BPE encoding/decoding and provided BPE vocab (no training).
+* **SPM by sentencepiece**: Used in [Transformer](https://github.com/asyml/texar-pytorch/tree/master/examples/transformer) for machine translation. This is the version in this folder, including both SPM training and encoding/decoding. 
 
 ### *[Byte Pair Encoding (BPE)](https://arxiv.org/abs/1508.07909)* pipeline