Prompting Guide

messages = [
    {"role": "system", "content": "You are a helpful assistant."},
    {"role": "user", "content": "What are the benefits of exercise?"},
    {"role": "assistant", "content": "Exercise has many benefits including:\n1. Improved cardiovascular health\n2. "},  # Partial response to continue
    {"role": "user", "content": "Tell me more about cardiovascular health."}
]

messages = [
    {"role": "system", "content": "You are a helpful assistant that formats dates."},
    {"role": "user", "content": "2024-01-15"},
    {"role": "assistant", "content": "January 15, 2024"},
    {"role": "user", "content": "2024-12-25"},
    {"role": "assistant", "content": "December 25, 2024"},
    {"role": "user", "content": "2024-03-08"}  # Model follows the pattern
]

messages = [
    {"role": "system", "content": "Extract information and return as JSON."},
    {"role": "user", "content": "Extract the name and age from: John is 30 years old."},
    {"role": "assistant", "content": "{\n  \"name\": "}  # Prefill with JSON structure
]

Identify and extract information matching the following schema.
Return data as a JSON object. Missing data should be omitted.

Schema:
- project_name: "The name of the martial arts venture"
- executive_summary: "A brief overview of the business"
- financial_projections:
  - startup_costs: "Initial investment required"
  - projected_revenue_year_1: "Expected revenue in the first year"
  - projected_revenue_year_3: "Expected revenue in the third year"
  - return_on_investment: "Timeframe for recouping investment"
- facility_details:
  - location:
    - address: "Full address of the facility"
    - latitude: "Latitude coordinate"
    - longitude: "Longitude coordinate"
    - distance_to_park_boundary: "Distance to park boundary"
    - noise_level_assessment: "Noise level rating"

We have secured a lease for a facility located at 345 Ocean View Drive,
Seward, AK 99664. The facility offers 3000 sq ft of dedicated training
space. Its location is approximately 2 miles from the boundary of the
Kenai Fjords National Park. A noise level assessment has been conducted,
resulting in a rating of Moderate. The coordinates of the facility are
60.1728° N latitude and 149.3422° W longitude.

{
  "project_name": "Arctic Spirit Martial Arts",
  "executive_summary": "This business plan outlines the establishment of a premier martial arts training center in Seward, Alaska.",
  "financial_projections": {
    "startup_costs": "$75000",
    "projected_revenue_year_1": "$120000",
    "projected_revenue_year_3": "$250000",
    "return_on_investment": "3 years"
  },
  "facility_details": {
    "location": {
      "address": "345 Ocean View Drive, Seward, AK 99664",
      "latitude": "60.1728° N",
      "longitude": "149.3422° W",
      "distance_to_park_boundary": "2 miles",
      "noise_level_assessment": "Moderate"
    }
  }
}

The following documents may provide you additional information to answer questions:

<document1>
The centre, which was created in 1906, has been instrumental in advancing
agriculture research. The library at the Agriculture Canada research centre
in Lethbridge serves 48 scientists and 85 technicians, along with many
visiting staff and students.
</document1>

How many individuals were reported to be served by the library at the
Agriculture Canada research centre in Lethbridge?

The library at the Agriculture Canada research centre in Lethbridge was
reported to serve 48 scientists and 85 technicians, along with many
visiting staff and students.

from transformers import AutoTokenizer

tokenizer = AutoTokenizer.from_pretrained("LiquidAI/LFM2-350M-ENJP-MT")

chat = [
    {"role": "system", "content": "Translate to Japanese."},
    {"role": "user", "content": "What is C. elegans?"}
]

prompt = tokenizer.apply_chat_template(chat, tokenize=False)
print(prompt)

<|startoftext|><|im_start|>system
Translate to Japanese.<|im_end|>
<|im_start|>user
What is C. elegans?<|im_end|>
<|im_start|>assistant
C. elegansとは何ですか？<|im_end|>

Extract <address>, <company_name>, <email_address>, <human_name>, <phone_number>

こんにちは、ラミンさんに B200 GPU を 10000 台 至急請求してください。
連絡先は [email protected] (電話番号010-000-0000) で、これは C. elegans
線虫に着想を得たニューラルネットワークアーキテクチャを 今すぐ構築するために不可欠です。

{
  "address": [],
  "company_name": [],
  "email_address": ["[email protected]"],
  "human_name": ["ラミン"],
  "phone_number": ["010-000-0000"]
}

You are an expert meeting analyst. Analyze the transcript carefully
and provide clear, accurate information based on the content.

Provide a detailed summary of the transcript, covering all major topics,
discussions, and outcomes in paragraph form.

Title: Budget Planning Meeting
Date: March 15, 2024
Time: 2:00 PM
Duration: 60 minutes
Participants: Sarah Chen (Finance Director), Mike Johnson (Operations Manager), Lisa Park (HR Manager)

----------

**Sarah Chen**: Good afternoon everyone. Let's start by reviewing our Q1 budget performance.
**Mike Johnson**: Thanks Sarah. Operations came in 5% under budget this quarter.
**Lisa Park**: HR expenses were slightly over due to the new hiring initiative, but we're on track for Q2.
**Sarah Chen**: That's good to hear. For Q2, we need to allocate additional funds for the expansion project.
**Mike Johnson**: I can provide a detailed breakdown by next week.
**Lisa Park**: I'll coordinate with Mike on staffing needs for the expansion.

The Budget Planning Meeting on March 15, 2024, reviewed Q1 financial performance
and planned for Q2. Operations performed well, coming in 5% under budget, while
HR expenses were slightly over due to new hiring. The team discussed allocating
additional funds for an expansion project in Q2, with Mike Johnson committing to
provide a detailed breakdown by next week and Lisa Park coordinating staffing needs.