Update README.md

README.md

@@ -142,41 +142,65 @@ lora_config = LoraConfig(
 
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-## Performance
+### **Performance Over Checkpoints**
 
 We evaluated the model at multiple checkpoints during training. Below is the evolution of its storytelling capabilities:
 
-### Base Model Output
+#### **Base Model Output (Pre-Fine-Tuning)**
 **Prompt**:
 ```
 Description: Jake Sully, portrayed by Sam Worthington, is a former Marine who becomes part of the Avatar Program in James Cameron's "Avatar."
 Scenario: Jake Sully is planning a mission to protect Pandora from an impending human attack.
 ```
-**Generated Text**:
+**Generated Story Arc**:
 ```
-Story Arc: The story arc follows three main acts. In Act I (Set-up), we learn about Jake’s involvement in the Avatar program on Earth before being assigned to become one with an alien world inhabited by various species including blue catlike creatures called Navi...
+The story arc follows three main acts. In Act I (Set-up), we learn about Jake’s involvement in the Avatar program on Earth before being assigned to become one with an alien world inhabited by various species including blue catlike creatures called Navi...
 ```
-(Base model produced generic, predictable outputs.)
+_(Base model produced generic, predictable outputs.)_
 
-### Checkpoint 100
-**Generated Text**:
+---
+
+#### **Checkpoint 100**
+**Generated Story Arc**:
 ```
-Story Arc: In the pulsating heart of Pandoran wilderness, beneath the starlit canopy, lay the lush sanctuary known as Hometree—a sprawling, verdant oasis hidden away like some ancient secret within its own private realm...
+In the pulsating heart of Pandoran wilderness, beneath the starlit canopy, lay the lush sanctuary known as Hometree—a sprawling, verdant oasis hidden away like some ancient secret within its own private realm...
 ```
 
-### Checkpoint 200
-**Generated Text**:
+---
+
+#### **Checkpoint 200**
+**Generated Story Arc**:
 ```
-Story Arc: In the pulsating heart of Pandora, beneath the shimmering canopy of blue-green leaves, whispers of an imminent assault echoed through the night air like distant drums. The scent of ozone mingled with the heady perfume of alien flora...
+In the pulsating heart of Pandora, beneath the shimmering canopy of blue-green leaves, whispers of an imminent assault echoed through the night air like distant drums. The scent of ozone mingled with the heady perfume of alien flora...
 ```
 
-### Checkpoint 300 (Final Model)
-**Generated Text**:
+---
+
+#### **Checkpoint 300**
+**Generated Story Arc**:
 ```
-Story Arc: In the verdant heart of Pandora, under the watchful gaze of its towering trees and shimmering skies, tensions hung heavy like mist on a morning river. The air was thick with anticipation; whispers carried through the jungle...
+In the verdant heart of Pandora, under the watchful gaze of its towering trees and shimmering skies, tensions hung heavy like mist on a morning river. The air was thick with anticipation; whispers carried through the jungle...
 ```
 
-The progression demonstrates a shift from factual summarization to vivid, immersive storytelling, showing the success of LoRA fine-tuning.
+---
+
+#### **Checkpoint 400**
+**Generated Story Arc**:
+```
+The azure sky above Pandora pulsed vibrantly as it reflected off the bioluminescent foliage below, creating a symphony of colors both mesmerizing and ominous. A group of diverse individuals huddled together on one of the few remaining clearings amidst this vast jungle—some humans, some Na’vi, but all united under the common goal of protecting what remained sacred here. 
+
+Amidst them stood Captain Jake Sully; once a proud member of Earth's military forces now transformed into the avian-like figure known only as...The Avatarian! His cybernetic eyes scanned over each person present before focusing back onto himself - remembering every moment since joining this cause against humanity's greedy expansionism across space & time itself...
+```
+
+---
+
+### **Conclusion**
+The progression from the **base model** to **Checkpoint 400** demonstrates a **remarkable shift**:
+- From **factual summaries** → to **descriptive storytelling**.
+- From **generic outputs** → to **rich world-building and immersion**.
+- From **basic narrative structures** → to **vivid, emotional storytelling**.
+
+This result highlights the success of LoRA fine-tuning in **adapting the storytelling capabilities of larger models** into a more efficient 7B model.
 
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