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llm-knowledge-lifecycle

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ameythakur commited on 4 days ago

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Knowledge Lifecycle

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.gitattributes CHANGED Viewed

@@ -34,3 +34,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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+poster-preview.png filter=lfs diff=lfs merge=lfs -text
+poster.pdf filter=lfs diff=lfs merge=lfs -text

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@@ -7,7 +7,7 @@
   Authors     : Amey Thakur (https://github.com/Amey-Thakur)
                 Sarvesh Talele (https://github.com/sarveshtalele)
   Repository  : https://github.com/Amey-Thakur/LLM-KNOWLEDGE-LIFECYCLE
-  Release Date: August 16, 2026
   License     : CC BY 4.0
 =========================================================================== -->
 <html lang="en">

   Authors     : Amey Thakur (https://github.com/Amey-Thakur)
                 Sarvesh Talele (https://github.com/sarveshtalele)
   Repository  : https://github.com/Amey-Thakur/LLM-KNOWLEDGE-LIFECYCLE
+  Release Date: August 18, 2026
   License     : CC BY 4.0
 =========================================================================== -->
 <html lang="en">

README.md CHANGED Viewed

@@ -96,6 +96,18 @@ GPT-2 base executes entirely in your browser through ONNX. Nothing you type leav
 The browser build uses 8-bit quantized weights, which shift individual probabilities relative to full precision. Every preset lands in the same regime and supports the same conclusion; the paper's exact values come from the deterministic PyTorch script in the repository.
 ## Citation
 ```bibtex

 The browser build uses 8-bit quantized weights, which shift individual probabilities relative to full precision. Every preset lands in the same regime and supports the same conclusion; the paper's exact values come from the deterministic PyTorch script in the repository.
+## The poster
+The whole argument on one page: the problem, the five-stage framework, the Vioxx finding, the metric, and the proposed architecture.
+<p align="center">
+  <a href="https://github.com/Amey-Thakur/LLM-KNOWLEDGE-LIFECYCLE/blob/main/paper/poster.pdf"><img src="poster-preview.png" alt="A0 conference poster for The Knowledge Lifecycle of Large Language Models" width="640"></a>
+</p>
+<p align="center">
+  <a href="https://github.com/Amey-Thakur/LLM-KNOWLEDGE-LIFECYCLE/blob/main/paper/poster.pdf">Full-resolution A0 PDF</a>
+</p>
 ## Citation
 ```bibtex

index.html CHANGED Viewed

@@ -7,7 +7,7 @@
   Authors     : Amey Thakur (https://github.com/Amey-Thakur)
                 Sarvesh Talele (https://github.com/sarveshtalele)
   Repository  : https://github.com/Amey-Thakur/LLM-KNOWLEDGE-LIFECYCLE
-  Release Date: August 16, 2026
   License     : CC BY 4.0
 =========================================================================== -->
 <html lang="en">
@@ -224,6 +224,17 @@
     from the script in the repository. The estimator measures the first token of a
     single-word answer under deterministic evaluation.
   </div>
 </section>
 </main>

   Authors     : Amey Thakur (https://github.com/Amey-Thakur)
                 Sarvesh Talele (https://github.com/sarveshtalele)
   Repository  : https://github.com/Amey-Thakur/LLM-KNOWLEDGE-LIFECYCLE
+  Release Date: August 18, 2026
   License     : CC BY 4.0
 =========================================================================== -->
 <html lang="en">
     from the script in the repository. The estimator measures the first token of a
     single-word answer under deterministic evaluation.
   </div>
+    <h2>The poster</h2>
+    <p>
+      The whole argument on one page: the problem, the five-stage framework, the Vioxx
+      finding, the metric, and the proposed architecture.
+      <a href="poster.pdf">Open the full-resolution A0 PDF</a>.
+    </p>
+    <p style="text-align:center">
+      <a href="poster.pdf"><img src="poster-preview.png"
+        alt="A0 conference poster for The Knowledge Lifecycle of Large Language Models"
+        style="max-width:100%;width:660px;border:1px solid rgba(128,128,128,.35);border-radius:6px"></a>
+    </p>
 </section>
 </main>

main.js CHANGED Viewed

@@ -9,7 +9,7 @@
 // Authors     : Amey Thakur (https://github.com/Amey-Thakur)
 //               Sarvesh Talele (https://github.com/sarveshtalele)
 // Repository  : https://github.com/Amey-Thakur/LLM-KNOWLEDGE-LIFECYCLE
-// Release Date: August 16, 2026
 // License     : CC BY 4.0
 // =============================================================================

 // Authors     : Amey Thakur (https://github.com/Amey-Thakur)
 //               Sarvesh Talele (https://github.com/sarveshtalele)
 // Repository  : https://github.com/Amey-Thakur/LLM-KNOWLEDGE-LIFECYCLE
+// Release Date: August 18, 2026
 // License     : CC BY 4.0
 // =============================================================================

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poster.pdf ADDED Viewed

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+size 1257688

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@@ -6,7 +6,7 @@
    Authors     : Amey Thakur (https://github.com/Amey-Thakur)
                  Sarvesh Talele (https://github.com/sarveshtalele)
    Repository  : https://github.com/Amey-Thakur/LLM-KNOWLEDGE-LIFECYCLE
-   Release Date: August 16, 2026
    License     : CC BY 4.0
    ============================================================================ */

    Authors     : Amey Thakur (https://github.com/Amey-Thakur)
                  Sarvesh Talele (https://github.com/sarveshtalele)
    Repository  : https://github.com/Amey-Thakur/LLM-KNOWLEDGE-LIFECYCLE
+   Release Date: August 18, 2026
    License     : CC BY 4.0
    ============================================================================ */