Feature implementation from commits 8b5feab..32a532f

README.md

@@ -22,6 +22,14 @@ We have several goals in open sourcing this:
 - Showing how we evaluate each task
 - Encouraging others to benchmark their solutions on these tasks (we are always looking for better ways of doing things!)
 
+## Benchmarking Results
+
+Read some of the articles about benchmarking results on our blog.
+
+* Agent Tool Use: https://blog.langchain.dev/benchmarking-agent-tool-use/
+* Query Analysis in High Cardinality Situations: https://blog.langchain.dev/high-cardinality/
+* Rag on Tables: https://blog.langchain.dev/benchmarking-rag-on-tables/
+
 ## Installation
 
 To install the packages, run the following command:

docs/source/notebooks/extraction/high_cardinality.ipynb

@@ -313,7 +313,9 @@
    "id": "b4f42968-069f-450b-a03b-f47934956f89",
    "metadata": {},
    "source": [
-    "As we might have expected, this gives us a `Correct rate: 0%`. Let's see if we can do better :)"
+    "As we might have expected, this gives us a `Correct rate: 0%`. Let's see if we can do better :)\n",
+    "\n",
+    "See the test run in LangSmith [here](https://smith.langchain.com/public/8c0a4c25-426d-4582-96fc-d7def170be76/d/compare?selectedSessions=f429ec84-b879-4e66-b7fb-ef7be69d1acd)."
    ]
   },
   {
@@ -382,7 +384,9 @@
    "id": "eb678fdd-0e57-4063-adea-56248aea11e5",
    "metadata": {},
    "source": [
-    "This gets us up to `Correct rate: 26%`."
+    "This gets us up to `Correct rate: 26%`.\n",
+    "\n",
+    "See the test run in LangSmith [here](https://smith.langchain.com/public/8c0a4c25-426d-4582-96fc-d7def170be76/d/compare?selectedSessions=8c4cfdfc-3646-438e-be47-43a40d66292a)."
    ]
   },
   {
@@ -464,7 +468,9 @@
    "id": "b7e0f097-7432-4728-a60b-b980046c1275",
    "metadata": {},
    "source": [
-    "This gets us up to `Correct rate: 57%`"
+    "This gets us up to `Correct rate: 57%`\n",
+    "\n",
+    "See the test run in LangSmith [here](https://smith.langchain.com/public/8c0a4c25-426d-4582-96fc-d7def170be76/d/compare?selectedSessions=af93ec50-ccbb-4b3c-908a-70c75e5516ea)."
    ]
   },
   {
@@ -570,7 +576,9 @@
    "id": "b4e16c1b-33d5-4ca1-932b-8234ffc668bf",
    "metadata": {},
    "source": [
-    "This gets us up to `Correct rate: 65%`"
+    "This gets us up to `Correct rate: 65%`\n",
+    "\n",
+    "See the test run in LangSmith [here](https://smith.langchain.com/public/8c0a4c25-426d-4582-96fc-d7def170be76/d/compare?selectedSessions=bc28b761-2ac9-4391-8df1-758f0a4d5100)."
    ]
   },
   {
@@ -636,7 +644,9 @@
    "id": "e6e96a2c-506e-461f-bd05-cb88fe0ea3aa",
    "metadata": {},
    "source": [
-    "This gets us up to `Correct rate: 83%`"
+    "This gets us up to `Correct rate: 83%`\n",
+    "\n",
+    "See the test run in LangSmith [here](https://smith.langchain.com/public/8c0a4c25-426d-4582-96fc-d7def170be76/d/compare?selectedSessions=e3eda1e1-bc25-46e8-a4fb-db324cefd1c9)."
    ]
   },
   {
@@ -699,7 +709,19 @@
    "id": "b8c8cd81-61d0-4c1f-957d-1910be7706e7",
    "metadata": {},
    "source": [
-    "This gets us up to `Correct rate: 74%`, slightly worse than Chain 5 (same thing using vector search insteadf of ngram)."
+    "This gets us up to `Correct rate: 74%`, slightly worse than Chain 5 (same thing using vector search insteadf of ngram).\n",
+    "\n",
+    "See the test run in LangSmith [here](https://smith.langchain.com/public/8c0a4c25-426d-4582-96fc-d7def170be76/d/compare?selectedSessions=8f8846c8-2ada-41bc-8d2c-e1d56e7c92ce)."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4d7f7ab4-466d-434c-98bd-ebe1906599a9",
+   "metadata": {},
+   "source": [
+    "## See all results in LangSmith\n",
+    "\n",
+    "To see the full dataset and all the test results, head to LangSmith: https://smith.langchain.com/public/8c0a4c25-426d-4582-96fc-d7def170be76/d"
    ]
   }
  ],