update paper

README.md

@@ -6,14 +6,11 @@ tags:
 - token-classification
 widget:
 - text: >-
-        In 2005, Nokia developed a Linux-based operating system called Maemo, which shipped that year on the Nokia 770 Internet Tablet.
+        In the field of computer graphics, a graphics processing unit (GPU) utilizes algorithms such as ray tracing, a rendering technique, to create realistic lighting effects in applications like Adobe Acrobat and Microsoft Excel.
   example_title: example 1
 - text: >-
-        The Linux kernel is a widely ported operating system kernela and runs on a highly diverse range of computer architectures, including ARM-based Android smartphones and the IBM Z mainframes.
+        By utilizing the TensorFlow and FastAPI libraries with Python, we are optimizing neural network training on devices like the Samsung Gear S2 and Intel T5300 processor.
   example_title: example 2
-- text: >-
-        Windows XP was originally bundled with Internet Explorer 6.
-  example_title: example 3
 language:
 - en
 datasets:
@@ -29,14 +26,31 @@ The model uses _self-regularization_ during the finetuning process, allowing it
 The model recognizes 12 fine-grained named entities: `Algorithm`, `Application`, `Architecture`, `Data_Structure`, `Device`, `Error_Name`, `General_Concept`, `Language`,
 `Library`, `License`, `Operating_System`, and `Protocol`.
 
+| Type             | Examples                                              |
+|------------------|-------------------------------------------------------|
+| Algorithm        | Auction algorithm, Collaborative filtering            |
+| Application      | Adobe Acrobat, Microsoft Excel                       |
+| Architecture     | Graphics processing unit, Wishbone                   |
+| Data_Structure   | Array, Hash table, mXOR linked list                  |
+| Device           | Samsung Gear S2, iPad, Intel T5300                    |
+| Error Name       | Buffer overflow, Memory leak                         |
+| General_Concept  | Memory management, Nouvelle AI                       |
+| Language         | C++, Java, Python, Rust                               |
+| Library          | Beautiful Soup, FastAPI                               |
+| License          | Cryptix General License, MIT License                  |
+| Operating_System | Linux, Ubuntu, Red Hat OS, MorphOS                   |
+| Protocol         | TLS, FTPS, HTTP 404                                   |
+
 ## Model details
 
-Paper: Coming...
+Paper: https://arxiv.org/abs/2308.10564
 
 Code: https://github.com/taidnguyen/software_entity_recognition
 
 Finetuned from model: `bert-large-cased`
 
+Checkpoint for base version: https://huggingface.co/taidng/wikiser-bert-base
+
 ## How to use
 
 ```python