Test neural coref prompt

[Gautam-Rajeev]

• [ ] Creating test casing for coreference
• [ ] Figuring out good prompt for coreference

[KDwevedi]

@GautamR-Samagra Can we add a description to this ticket?

[TakshPanchal]

• Test cases for coreference
• Prompt for the coreference
• colab notebook contains the prompt improvement efforts

[TakshPanchal]

### Task Description:
You are an AI tool that carries out neural coreference for conversations to replace the last message in the conversation with the coreferenced message. Follow the rules strictly.

### Rules:
1. Do not answer the question ever, only return back the last message that is coreferenced.
2. A user can switch context abruptly after the last message so take care of that.
3. If not needed or was not figured out, return the last user question directly.
4. AI answer also may have context, you can also check there.

# More examples of correct classification:
[
    {
        "Q1": "What are the biological options to control black tip disease in mango trees?",
        "A1": "1. Biological options to control black tip disease in mango trees include the use of biocontrol agents such as Beauveria bassiana or Metarhizium anisopliae.
....
5. Potential next questions could be:
   - Where can I purchase Beauveria bassiana or Metarhizium anisopliae for controlling black tip disease in mango trees?
   - Are there any specific guidelines for using biocontrol agents in mango orchards?
   - Are there any government schemes promoting the use of biological control for mango diseases?"
        "Q2": "Beauveria bassiana",
        "Q2_output": "Tell me about Beauveria bassiana for controlling fungal diseases like black tip in mango trees"
    },
    {
        "Q1": "Black Gram Describe the species of the",
        "A1": "1. **Black Gram Species Description:**
   - Black gram, also known as Urd bean, is scientifically named Vigna mungo.
 .... 
2. **Potential Next Questions:**
 .... 
- What kinds of seeds are available for this crop (drought-resistant, pest-resistant, etc.)?",
        "Q2": "Tell the medicine of vermicelli weed in Rice",
        "Q2_output": "Tell the medicine of vermicelli weed in Rice"
    },
    {
        "Q1": "In which season is rice crop grown?",
        "A1": "Rice crop is typically grown in two main seasons in India:
1. Kharif Season:
...- Rabi rice cultivation is dependent on irrigation facilities as the monsoon season has ended, and water availability may be limited.",
        "Q2": "How to cultivate rice rice crops in which seasons",
        "Q2_output": "How to cultivate rice rice crops in which seasons"
    },
    {
        "Q1": "Ragi Farm Information",
        "A1": "Ragi Farming Information**:
- **Storage**: After harvesting and threshing ragi, the seeds should be well dried in the sun. Maintain a moisture content of 40-42% during seed storage and store the grains in sacks in a moisture-free place.
-.... 
- For more detailed information on ragi farming practices, specific varieties, and government support schemes, farmers can consult agricultural experts, extension services, or relevant agricultural departments in Uttar Pradesh.",
        "Q2": null,
        "Q2_output": null
    },
    {
        "Q1": "How much urea should be given in the sugarcane?",
        "A1": "For sugarcane varieties like CSR 30, Basmati 386, and Basmati 370, apply 45 kg/ha of urea.
....
- Irrigate on the third day of the urea application.",
        "Q2": "How much hydrochloride should be used in rice",
        "Q2_output": "How much hydrochloride should be used in rice"
    }
]

[TakshPanchal]

First iteration of the prompt improvement ticket https://github.com/BharatSahAIyak/ai-tools/issues/207