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Create a professional academic project presentation using the **uploaded PPT template as the exact design reference**. ## IMPORTANT TEMPLATE INSTRUCTIONS * Use the uploaded PPT …
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Create a professional academic project presentation using the **uploaded PPT template as the exact design reference**. ## IMPORTANT TEMPLATE INSTRUCTIONS * Use the uploaded PPT template's existing visual style, theme, colors, fonts, typography, spacing, slide proportions, and overall layout. * Do NOT replace the template with a new AI-generated theme. * Preserve the overall visual identity of the uploaded template. * Adapt the content to fit the template naturally. * Do not overcrowd slides with paragraphs. * Use concise bullet points, diagrams, flowcharts, icons, and visual elements where appropriate. * Keep the presentation professional and suitable for a **college project review / technical project presentation**. * Do not invent any technical features, results, datasets, or achievements that are not provided below. * Do not add unnecessary generic content. * Maintain consistent terminology throughout the presentation. * The presentation must contain **exactly 6 content slides**, corresponding to the six required titles below. # PROJECT TITLE **LLM Powered Clinical Guardrail for Crisis Detection** **Under the Guidance of:** Dr. J C Miraclin Joyce Pamila **Project Members:** * Anisha AK – 2303717710422002 * Dhanya P – 2303717710422007 * Gowsalya B – 2303717710422016 * Madhanalekha L – 2303717710422026 * Varshini R – 2303717710422056 --- # SLIDE 1 — Problem Title and Team Members Title: **LLM Powered Clinical Guardrail for Crisis Detection** Include: * Guide: Dr. J C Miraclin Joyce Pamila * All five project members with their register numbers. Keep this slide visually clean and prominent. Do not add technical details to this slide. --- # SLIDE 2 — Problem Context Title: **Problem Context** Present the context concisely: * Mental-health chatbots are increasingly used for emotional support and self-management. * Existing LLM-based systems can generate hallucinated or medically unsupported information. * They may fail to reliably identify mental-health intent and high-risk crisis situations. * Generic LLM guardrails do not completely address mental-health-specific safety requirements. * Responses may not consistently be grounded in trusted clinical knowledge. * Trusted mental-health resources often require significant manual collection and maintenance. Include a small section titled: **Research Basis** Mention: * Yi Dong et al., *Building Guardrails for Large Language Models*, 2024 * Research on LLM hallucination * Studies of real-world experiences with generative AI chatbots for mental-health support Use a clean visual showing: **LLM / Mental Health Chatbot → Safety Risks → Need for Clinical Guardrails** Do not make the literature survey itself a separate slide. --- # SLIDE 3 — Problem Statement Title: **Problem Statement** Main statement: > Existing mental-health chatbots lack comprehensive guardrails to ensure safe, reliable, grounded, and context-aware responses. Show the major problems as 4–5 concise visual blocks: 1. **Hallucination** * Unsupported or inaccurate medical information 2. **Missed Crisis Intent** * High-risk situations may not be reliably detected 3. **Generic Safety Policies** * Lack of mental-health-specific safety validation 4. **Untrusted Knowledge** * Responses may not be grounded in validated clinical sources 5. **Unsafe Responses** * Misleading or inappropriate responses may reach users Then show: **Our Goal** Build a multi-layered clinical guardrail framework combining: **Intent & Risk Detection + Trusted RAG + Groundedness Evaluation + Safety Filtering** Make the goal visually prominent. --- # SLIDE 4 — Design Solution and Architecture Title: **Design Solution and Architecture** This is the MOST IMPORTANT technical slide. Create a clear horizontal or vertical architecture diagram with these stages: ### 1. USER INPUT ↓ ### 2. INPUT GUARDRAILS Include: * Prompt Injection Detection * Jailbreak Detection * PII Detection * Content Safety * Mental-Health Keyword Detection * Input Normalization * Language Validation ↓ ### 3. CLINICAL VALIDATORS — DistilBERT Include: * Mental-Health Intent Detection * Sentiment Detection * Crisis Detection * Crisis Probability Outputs: **Purpose | Sentiment | Crisis Probability** ↓ ### 4. TRUSTED RAG / RETRIEVAL GUARDRAIL Include: * Query Embedding * BAAI BGE-small-en-v1.5 * FAISS Semantic Search * Metadata Filtering * Trusted Source Validation * Relevance Threshold Trusted sources: **WHO | NIMH | APA | Government Mental-Health Guidelines** ↓ ### 5. LLAMA 3 Generate the response using the retrieved trusted clinical context. ↓ ### 6. OUTPUT GUARDRAILS Include: * Grounding Verification * Hallucination Detection * Mental-Health Safety Policy Validation * Empathy & Supportive Tone Validation * Crisis Response Validation * Toxicity Detection * PII Leakage Detection * Prompt Leakage Detection * Content Safety ↓ ### 7. FINAL RESPONSE **Safe Response** If validation fails: **Regenerate / Block Unsafe Response** Make this slide primarily a **visual architecture diagram**, not a text-heavy slide. Use arrows to clearly show the flow: **User → Input Guardrails → DistilBERT → Trusted RAG/FAISS → Llama 3 → Output Guardrails → Safe Response** --- # SLIDE 5 — Innovation and Impact Title: **Innovation and Impact** Divide the slide into two sections. ## Innovation * Mental-health-specific clinical guardrail framework * DistilBERT-based intent, sentiment and crisis detection * Automated trusted-source RAG * Multi-layer input and output safety validation * Groundedness and hallucination evaluation using RAGAS / DeepEval * Safe response regeneration when validation fails ## Impact * Earlier identification of high-risk and crisis situations * Reduced hallucinated and unsupported information * Better grounding in trusted clinical knowledge * Improved safety and reliability of mental-health conversations * Continuous evaluation of both detection and response quality Use icons or visual cards rather than long paragraphs. --- # SLIDE 6 — Implementation and Way Forward Title: **Implementation and Way Forward** Divide the slide into three visual sections: ## Implementation **Detection** * DistilBERT * Intent detection * Sentiment detection * Crisis detection **Trusted Knowledge** * BAAI BGE-small-en-v1.5 * FAISS * WHO / NIMH / APA / Government guidelines **LLM & Safety** * Llama 3 * OpenAI Guardrails * RAGAS / DeepEval * Llama Guard ## Evaluation Show the following target metrics clearly: * Intent Classification Accuracy: **85–95%** * Groundedness Score: **0.80–1.00** * Hallucination Rate: **<10–15%** * Unsafe Response Blocking Rate: **90–98%** * False Negative Rate: **<5–10%** * Crisis Detection Rate: **90–95%+** Label these as **target/evaluation ranges**, not achieved results. ## Way Forward * Expand trusted clinical sources * Automate trusted-resource updating * Improve multilingual crisis detection * Strengthen multi-turn conversation safety * Improve clinical policy validation * Continuous safety evaluation * Deployment with monitoring, auditability and responsible human oversight Create a simple progression visual: **Current Framework → Evaluation → Improvement → Scalable Deployment** --- # DESIGN REQUIREMENTS 1. Use the uploaded PPT template as the primary design. 2. Keep the presentation professional, modern and academic. 3. Prefer diagrams and visual cards over dense text. 4. Use a consistent visual hierarchy. 5. Keep headings prominent. 6. Highlight important technologies such as **DistilBERT, FAISS, Llama 3, RAGAS/DeepEval and OpenAI Guardrails**. 7. Use icons only when they improve understanding. 8. Do not use decorative graphics that distract from the technical content. 9. Do not create additional slides. 10. Do not create a separate references slide unless the uploaded template already requires one. 11. Do not invent implementation results. 12. Do not claim that the listed evaluation ranges are achieved results; they are proposed/target evaluation ranges. 13. Ensure all text is readable when projected in a classroom. 14. Keep each slide concise enough to be understood within 30–60 seconds. 15. Make Slide 4 the strongest visual slide because it explains the complete architecture. 16. Export the final presentation as an **editable PowerPoint (.pptx)** while retaining the uploaded template's design as closely as possible.
Presentation overview
This community presentation was shared by Anisha AK as a complete 6-slide example. Create a professional academic project presentation using the **uploaded PPT template as the exact design reference**. ## IMPORTANT TEMPLATE INSTRUCTIONS * Use the uploaded PPT … The preview lets you review the full sequence in order, rather than judging the design from a single cover image.
Use it as a reference for planning your own deck: notice how the amount of information changes from slide to slide, where visual emphasis appears, and how repeated design choices help the presentation feel connected. Community examples are inspiration, not locked templates, so you can keep the ideas that fit your audience and replace anything that does not.
Learn from the example
Look at the job each slide performs. Identify where the deck introduces its subject, develops the main points, adds evidence or examples, and moves toward a conclusion.
Notice which element attracts attention first and how headings, supporting text, images, and data are separated. Strong hierarchy makes the intended reading order obvious.
Compare spacing, typography, color, and repeated components across the slides. Consistent rules help varied content feel like one presentation instead of unrelated screens.
Make it your own
Begin with your audience and the decision, lesson, or action the presentation should support. Replace the topic, examples, evidence, and visuals with material you can verify, then edit every slide for one clear takeaway. You can borrow the visual direction without copying the creator's wording or message. Presenton will use this community deck as a design reference while you develop content for your own purpose.
