chore: README modified with DeepWiki and arXiv badges, CITATION.cff added

Author: aritraroy24

CHANGELOG.md

@@ -1,3 +1,19 @@
+## Unreleased
+
+### Added
+
+- Added DeepWiki integration badge to README.md for community Q&A support:
+  - [Ask DeepWiki](https://deepwiki.com/slimeslab/ComProScanner)
+- Added arXiv preprint badge to README.md:
+
+  - [arXiv:2510.20362](https://arxiv.org/abs/2510.20362)
+
+- [CITATION.cff](https://github.com/slimeslab/ComProScanner/blob/main/CITATION.cff) added for standardized citation information based on the latest release and arXiv preprint.
+
+### Changed
+
+- Moved the README badges section from html `p` tags to markdown format for better compatibility across platforms.
+
 ## [0.1.4] - 02-12-2025
 
 ### Added
@@ -27,6 +43,12 @@
 
 - Arguments related to data cleaning removed from data extraction function.
 
+### Changed
+
+- README images updated with raw GitHub links for better reliability:
+  - [ComProScanner Logo](https://raw.githubusercontent.com/aritraroy24/ComProScanner/main/assets/comproscanner_logo.png)
+  - [ComProScanner Workflow](https://raw.githubusercontent.com/aritraroy24/ComProScanner/main/assets/overall_workflow.png)
+
 ## [0.1.3] - 04-11-2025
 
 ### Fixed

CITATION.cff

@@ -0,0 +1,56 @@
+cff-version: "1.2.0"
+authors:
+  - family-names: Roy
+    given-names: Aritra
+    orcid: "https://orcid.org/0000-0003-0243-9124"
+  - family-names: Grisan
+    given-names: Enrico
+    orcid: "https://orcid.org/0000-0002-7365-5652"
+  - family-names: Buckeridge
+    given-names: John
+    orcid: "https://orcid.org/0000-0002-2537-5082"
+  - family-names: Gattinoni
+    given-names: Chiara
+    orcid: "https://orcid.org/0000-0002-3376-6374"
+contact:
+  - family-names: Roy
+    given-names: Aritra
+    orcid: "https://orcid.org/0000-0002-4928-2935"
+message: If you use this software, please cite our article on arXiv.
+preferred-citation:
+  authors:
+    - family-names: Roy
+      given-names: Aritra
+      orcid: "https://orcid.org/0000-0003-0243-9124"
+    - family-names: Grisan
+      given-names: Enrico
+      orcid: "https://orcid.org/0000-0002-7365-5652"
+    - family-names: Buckeridge
+      given-names: John
+      orcid: "https://orcid.org/0000-0002-2537-5082"
+    - family-names: Gattinoni
+      given-names: Chiara
+      orcid: "https://orcid.org/0000-0002-3376-6374"
+  date-published: 2025-10-23
+  identifiers:
+    - type: other
+      value: "arXiv:2510.20362"
+      description: "arXiv preprint"
+  title: "ComProScanner: A multi-agent based framework for composition-property structured data extraction from scientific literature"
+  type: article
+  url: "https://arxiv.org/abs/2510.20362"
+repository-code: "https://github.com/slimeslab/ComProScanner"
+license: MIT
+title: "ComProScanner: A multi-agent based framework for composition-property structured data extraction from scientific literature"
+type: software
+url: "https://slimeslab.github.io/ComProScanner/"
+version: "0.1.4"
+date-released: 2025-12-03
+keywords:
+  - materials science
+  - data extraction
+  - multi-agent systems
+  - machine learning
+  - computational materials science
+  - text mining
+  - composition-property database

README.md

@@ -1,21 +1,9 @@
 <p align="center">
   <img src="https://raw.githubusercontent.com/aritraroy24/ComProScanner/refs/heads/main/assets/comproscanner_logo.png" alt="ComProScanner Logo" width="500"/>
-  <br><br>
-  <a href="https://www.python.org/downloads/">
-    <img src="https://img.shields.io/badge/python-3.12%20%7C%203.13-blue.svg?logo=python&logoColor=white" alt="Python Version"/>
-  </a>&thinsp;<a href="https://opensource.org/licenses/MIT">
-    <img src="https://custom-icon-badges.demolab.com/badge/license-MIT-yellow.svg?logo=law&logoColor=white" alt="License: MIT"/>
-  </a>&thinsp;<a href="https://pypi.org/project/comproscanner/">
-    <img src="https://img.shields.io/pypi/v/comproscanner?logo=pypi&logoColor=white" alt="PyPI"/>
-  </a>&thinsp;<a href="https://slimeslab.github.io/ComProScanner/">
-    <img src="https://custom-icon-badges.demolab.com/badge/docs-latest-brightgreen.svg?logo=materialformkdocs&logoColor=white" alt="Documentation"/>
-  </a>&thinsp;<a href="https://codecov.io/gh/aritraroy24/ComProScanner">
-    <img src="https://img.shields.io/codecov/c/github/aritraroy24/ComProScanner?logo=codecov&logoColor=white&label=coverage&color=e62277" alt="Coverage"/>
-  </a>&thinsp;<a href="https://pypi.org/project/comproscanner/">
-    <img src="https://custom-icon-badges.demolab.com/pypi/dm/comproscanner?logo=download&logoColor=white&color=purple" alt="PyPI Downloads"/>
-  </a>
 </p>
 
+[![Python Version](https://img.shields.io/badge/python-3.12%20%7C%203.13-blue.svg?logo=python&logoColor=white)](https://www.python.org/downloads/) [![License: MIT](https://custom-icon-badges.demolab.com/badge/license-MIT-yellow.svg?logo=law&logoColor=white)](https://opensource.org/licenses/MIT) [![PyPI](https://img.shields.io/pypi/v/comproscanner?logo=pypi&logoColor=white)](https://pypi.org/project/comproscanner/) [![Documentation](https://custom-icon-badges.demolab.com/badge/docs-latest-brightgreen.svg?logo=materialformkdocs&logoColor=white)](https://slimeslab.github.io/ComProScanner/) [![Coverage](https://img.shields.io/codecov/c/github/aritraroy24/ComProScanner?logo=codecov&logoColor=white&label=coverage&color=e62277)](https://codecov.io/gh/aritraroy24/ComProScanner) [![PyPI - Downloads](https://custom-icon-badges.demolab.com/pypi/dm/comproscanner?logo=download&logoColor=white&color=purple)](https://pypistats.org/packages/comproscanner) [![Ask DeepWiki](https://custom-icon-badges.demolab.com/badge/Ask%20DeepWiki-brightgreen.svg?logo=deepwikidevin&logoColor=white&labelColor=grey&color=5ab998)](https://deepwiki.com/slimeslab/ComProScanner) [![arXiv Preprint](https://custom-icon-badges.demolab.com/badge/arXiv-2510.20362-brightgreen.svg?logo=arxiv&logoColor=white&color=b22929)](https://arxiv.org/abs/2510.20362)
+
 # ComProScanner
 
 **A comprehensive Python package for extracting composition-property data from scientific articles for building databases**