Cookbook: How to Extract Transcript Quotes with LeMURs Custom Text In…

…put Parameter

fern/docs.yml

@@ -323,7 +323,7 @@ navigation:
                 path: pages/05-guides/cookbooks/lemur/transcript-citations.mdx
                 slug: transcript-citations
                 hidden: true
-              - page: Extracting Transcript Quotes with LeMUR
+              - page: How to Extract Transcript Quotes with LeMURs Custom Text Input Parameter
                 path: pages/05-guides/cookbooks/lemur/timestamped-transcripts.mdx
                 slug: timestamped-transcripts
                 hidden: true

fern/pages/05-guides/cookbooks/lemur/timestamped-transcripts.mdx

@@ -1,14 +1,38 @@
 ---
-title: 'Extracting Transcript Quotes with LeMURs Custom Text Input Parameter'
+title: 'How to Extract Transcript Quotes with LeMURs Custom Text Input Parameter'
 ---
 
 
 
 
-# Extracting Transcript Quotes with LeMUR's Custom Text Input Parameter
 
 This Colab will demonstrate how to use AssemblyAI's [LeMUR](https://www.assemblyai.com/blog/lemur/) (Leveraging Large Language Models to Understand Recognized Speech) framework to process an audio file and find the best quotes included in it by sending in the timestamped transcript via LeMUR's `input_text` parameter.
 
+Here’s the full sample code for what you’ll build in this tutorial:
+
+```python
+import assemblyai
+
+assemblyai.settings.api_key = "YOUR_API_KEY"
+transcriber = assemblyai.Transcriber()
+
+transcript = transcriber.transcribe("https://github.com/AssemblyAI-Examples/audio-examples/raw/main/20230607_me_canadian_wildfires.mp3")
+
+result = assemblyai.Lemur().question(
+    input_text=f"{[(sentence.text, sentence.start, sentence.end) for sentence in transcript.get_sentences()]}",
+    final_model=assemblyai.LemurModel.claude3_5_sonnet,
+    questions=[
+        {
+            "question": "What are the most engaging quotes from this transcript?",
+            "context": "This is a list of sentences from the transcript, with each sentence having a start and end timestamp in milliseconds.",
+            "answer_format": "Exact quotes with the start and end timestamp of each sentence."
+        }
+    ]
+)
+
+print(result.response[0].answer)
+```
+
 ## Getting Started
 
 Before we begin, make sure you have an AssemblyAI account and an API key. You can [sign up](https://www.assemblyai.com/dashboard/signup/) for an AssemblyAI account and get your API key from your [dashboard](https://www.assemblyai.com/app/account).
@@ -56,3 +80,11 @@ result = assemblyai.Lemur().question(
 
 print(result.response[0].answer)
 ```
+Example response:
+
+```
+("So the concentrations of these particles in the air are just much, much higher than we typically see.", 113338, 119698)
+("And exposure to those high levels can lead to a host of health problems.", 119784, 123314)  
+("I think New York has some of the higher concentrations right now, but that's going to change as that air moves away from the New York area.", 170950, 176930)
+("Looking into the future, the fire season is starting earlier and lasting longer and we're seeing more frequent fires.", 245216, 251254)
+```

fern/pages/05-guides/index.mdx

@@ -109,7 +109,7 @@ _LeMUR_
 |[Estimating Input Token Costs for LeMUR](guides/counting-tokens)|
 |[Extract Dialogue Data with LeMUR and JSON](guides/dialogue-data)|
 |[Extracting Quotes with Timestamps Using LeMUR + Semantic Search](guides/transcript-citations)|
-|[Extracting Transcript Quotes with LeMUR](guides/timestamped-transcripts)|
+|[How to Extract Transcript Quotes with LeMURs Custom Text Input Parameter](guides/timestamped-transcripts)|
 |[How to Pass Context from Previous LeMUR Requests](guides/past-response-prompts)|
 |[How To Implement a Sales Playbook Using LeMUR](guides/sales-playbook)|
 |[How to Setup an AI Coach with LeMUR](guides/task-endpoint-ai-coach)|