diff --git a/.github/workflows/link_check.yml b/.github/workflows/link_check.yml
index d74d4eb4f..490232487 100644
--- a/.github/workflows/link_check.yml
+++ b/.github/workflows/link_check.yml
@@ -26,7 +26,8 @@ jobs:
   notebook-link-check:
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v4
+      - name: Checkout code
+        uses: actions/checkout@v4
       - name: Set up Python 3.x + Poetry ${{ env.POETRY_VERSION }}
         uses: "./.github/actions/poetry_setup"
         with:
@@ -39,9 +40,9 @@ jobs:
         run: |
           python -m pip install --upgrade pip
           poetry install --with test
-          poetry pip install -U pytest pytest-check-links langsmith langchain GitPython
+          poetry run pip install -U pytest pytest-check-links langsmith langchain GitPython
       - name: Check links in notebooks
         env:
           LANGCHAIN_API_KEY: test
           shell: bash
-          run: poetry run pytest -o python_files=non_python_only --check-links --ignore="*.py" -k .ipynb --check-links-ignore "https://(api|web)\.smith\.langchain\.com/.*" .
+        run: poetry run pytest -o python_files=non_python_only --check-links --ignore="*.py" -k .ipynb --check-links-ignore "https://(api|web)\.smith\.langchain\.com/.*" --check-links-ignore "https://x.com/.*" .
diff --git a/README.md b/README.md
index 23ca5ac8b..76faeaad9 100644
--- a/README.md
+++ b/README.md
@@ -499,7 +499,7 @@ When output quality is a major concern, it's common to incorporate some combinat
 
 ### Web Research
 
-- [STORM](./examples/storm/storm.ipynb): writing system that generates Wikipedia-style articles on any topic, applying outline generation (planning) + multi-perspective question-answering for added breadth and reliability. Based on [STORM](https://arxiv.org/abs/2402.14207) by [Shao](https://twitter.com/EchoShao8899), et. al.
+- [STORM](./examples/storm/storm.ipynb): writing system that generates Wikipedia-style articles on any topic, applying outline generation (planning) + multi-perspective question-answering for added breadth and reliability. Based on [STORM](https://arxiv.org/abs/2402.14207) by Shao, et. al.
 
 ### Chatbot Evaluation via Simulation