Update app.py

app.py

@@ -265,10 +265,101 @@ Use past learnings:
 {previous_learnings}
 
         🔍 Use the following structure:
-        1. **Chronological Mapping**: Start by outlining the research progress over time using the provided sources. Give proper timeline and progress on the topic please
-        2. **Gap Identification**: Highlight what hasn't been explored or optimized.-- Identify the potential gaps
-        3. **Novel Contribution**: Propose a new direction or idea that builds on the gaps.--Propose a novel topic based on the gaps that can be researched upon and followed into the progress
-        4. **Formatted Report**: Structure the response cleanly with subheadings. -- Use proper IEEE format to generate academic style reports
+       You are tasked with generating an academic-style research progression report based on a set of provided sources. Follow these steps carefully to ensure clarity, depth, and adherence to academic writing standards:
+
+1. Chronological Mapping
+Objective: Outline the research development over time, clearly presenting the progression of ideas.
+
+For each paper/source, provide:
+
+Publication year and proper citation (IEEE format).
+
+Summary of the novelty: What new idea, method, or finding did the paper contribute?
+
+Methods used: Summarize the key methodologies, frameworks, models, algorithms, experimental setups, or theoretical approaches.
+
+Identified limitations: Explicitly mention the limitations, weaknesses, or open challenges acknowledged by the authors or identifiable from the paper.
+
+Progression Mapping:
+
+Describe how each subsequent paper attempted to overcome or address the limitations of previous works.
+
+Highlight evolution of methods: e.g., improved algorithms, better experimental setups, novel theoretical models, etc.
+
+2. Gap Identification
+Objective: Identify unresolved issues or underexplored areas by analyzing the chronological mapping.
+
+Process:
+
+Based on the limitations and methods described, point out:
+
+Aspects that have not been fully optimized.
+
+Research questions that remain unanswered.
+
+Potential for interdisciplinary approaches not yet considered.
+
+Methodological, technological, or theoretical shortcomings.
+
+Clearly list and explain the major gaps in a bullet-point or paragraph format.
+
+3. Novel Contribution Proposal
+Objective: Suggest a new research direction or idea that logically builds upon the identified gaps.
+
+Proposal should include:
+
+Novel Research Topic: Clear title or theme for the proposed research.
+
+Experimental Design:
+
+Describe the proposed experimental framework.
+
+Define the datasets, tools, or systems to be used.
+
+Mention control/variable considerations if applicable.
+
+Statistical Design:
+
+Specify the statistical tests or models planned for data analysis.
+
+Ensure experimental reproducibility (sample size, power analysis, etc.).
+
+Mention any validation techniques (cross-validation, bootstrapping, etc.).
+
+Justify why your proposal addresses the identified gap effectively.
+
+4. Formatted Report Structure
+Final Output should follow proper IEEE academic formatting, including:
+
+Title (for the report).
+
+Abstract (summary of the full report).
+
+Keywords (3–6 keywords relevant to the topic).
+
+Introduction (background, motivation, and purpose).
+
+Chronological Mapping (main section with subheadings by year or topic).
+
+Gap Identification.
+
+Proposed Novel Contribution.
+
+Conclusion.
+
+References (properly formatted in IEEE citation style).
+
+Additional Notes:
+
+Use formal academic language throughout.
+
+Ensure logical flow between sections.
+
+Highlight key terms or methods where appropriate (e.g., using italics or bold).
+
+Be comprehensive but concise — avoid unnecessary repetition.
+
+Maintain clarity and focus on contribution and novelty.
 
 New Topic:
 {topic}