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diff --git a/chapters/08_decoding/08_01_intro/index.html b/chapters/08_decoding/08_01_intro/index.html
@@ -68,9 +68,9 @@ <h3 id="lecture-slides">Lecture Slides</h3>
 
 
 
-  <a href="https://github.com/slds-lmu/lecture_dl4nlp/raw/main/slides/chapter12-decoding/slides-121-intro.pdf">
+  <a href="https://github.com/slds-lmu/lecture_dl4nlp/raw/main/slides/chapter08-decoding/slides-81-intro.pdf">
     <button class="btn btn-primary" style="margin-bottom:3rem">
-      Download &raquo;slides-121-intro.pdf&laquo;
+      Download &raquo;slides-81-intro.pdf&laquo;
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   </a>
 

diff --git a/chapters/08_decoding/08_02_determ/index.html b/chapters/08_decoding/08_02_determ/index.html
@@ -68,9 +68,9 @@ <h3 id="lecture-slides">Lecture Slides</h3>
 
 
 
-  <a href="https://github.com/slds-lmu/lecture_dl4nlp/raw/main/slides/chapter12-decoding/slides-122-determ.pdf">
+  <a href="https://github.com/slds-lmu/lecture_dl4nlp/raw/main/slides/chapter08-decoding/slides-82-determ.pdf">
     <button class="btn btn-primary" style="margin-bottom:3rem">
-      Download &raquo;slides-122-determ.pdf&laquo;
+      Download &raquo;slides-82-determ.pdf&laquo;
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   </a>
 

diff --git a/chapters/08_decoding/08_03_sampling/index.html b/chapters/08_decoding/08_03_sampling/index.html
@@ -68,9 +68,9 @@ <h3 id="lecture-slides">Lecture Slides</h3>
 
 
 
-  <a href="https://github.com/slds-lmu/lecture_dl4nlp/raw/main/slides/chapter12-decoding/slides-123-sampling.pdf">
+  <a href="https://github.com/slds-lmu/lecture_dl4nlp/raw/main/slides/chapter08-decoding/slides-83-sampling.pdf">
     <button class="btn btn-primary" style="margin-bottom:3rem">
-      Download &raquo;slides-123-sampling.pdf&laquo;
+      Download &raquo;slides-83-sampling.pdf&laquo;
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   </a>
 

diff --git a/chapters/08_decoding/08_04_hyper_param/index.html b/chapters/08_decoding/08_04_hyper_param/index.html
@@ -68,9 +68,9 @@ <h3 id="lecture-slides">Lecture Slides</h3>
 
 
 
-  <a href="https://github.com/slds-lmu/lecture_dl4nlp/raw/main/slides/chapter12-decoding/slides-124-hyper-param.pdf">
+  <a href="https://github.com/slds-lmu/lecture_dl4nlp/raw/main/slides/chapter08-decoding/slides-84-hyper-param.pdf">
     <button class="btn btn-primary" style="margin-bottom:3rem">
-      Download &raquo;slides-124-hyper-param.pdf&laquo;
+      Download &raquo;slides-84-hyper-param.pdf&laquo;
     </button>
   </a>
 

diff --git a/chapters/08_decoding/08_05_eval_metrics/index.html b/chapters/08_decoding/08_05_eval_metrics/index.html
@@ -68,9 +68,9 @@ <h3 id="lecture-slides">Lecture Slides</h3>
 
 
 
-  <a href="https://github.com/slds-lmu/lecture_dl4nlp/raw/main/slides/chapter12-decoding/slides-125-eval_metrics.pdf">
+  <a href="https://github.com/slds-lmu/lecture_dl4nlp/raw/main/slides/chapter08-decoding/slides-85-eval_metrics.pdf">
     <button class="btn btn-primary" style="margin-bottom:3rem">
-      Download &raquo;slides-125-eval_metrics.pdf&laquo;
+      Download &raquo;slides-85-eval_metrics.pdf&laquo;
     </button>
   </a>
 

diff --git a/chapters/09_llm/09_01_instruction_tuning/index.html b/chapters/09_llm/09_01_instruction_tuning/index.html
@@ -69,9 +69,9 @@ <h3 id="lecture-slides">Lecture Slides</h3>
 
 
 
-  <a href="https://github.com/slds-lmu/lecture_dl4nlp/raw/main/slides/chapter08-llm/slides-81-instruction-tuning.pdf">
+  <a href="https://github.com/slds-lmu/lecture_dl4nlp/raw/main/slides/chapter09-llm/slides-91-instruction-tuning.pdf">
     <button class="btn btn-primary" style="margin-bottom:3rem">
-      Download &raquo;slides-81-instruction-tuning.pdf&laquo;
+      Download &raquo;slides-91-instruction-tuning.pdf&laquo;
     </button>
   </a>
 

diff --git a/chapters/09_llm/09_02_cot/index.html b/chapters/09_llm/09_02_cot/index.html
@@ -68,9 +68,9 @@ <h3 id="lecture-slides">Lecture Slides</h3>
 
 
 
-  <a href="https://github.com/slds-lmu/lecture_dl4nlp/raw/main/slides/chapter08-llm/slides-82-chain-of-thought.pdf">
+  <a href="https://github.com/slds-lmu/lecture_dl4nlp/raw/main/slides/chapter09-llm/slides-92-chain-of-thought.pdf">
     <button class="btn btn-primary" style="margin-bottom:3rem">
-      Download &raquo;slides-82-chain-of-thought.pdf&laquo;
+      Download &raquo;slides-92-chain-of-thought.pdf&laquo;
     </button>
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diff --git a/chapters/09_llm/09_03_emerging/index.html b/chapters/09_llm/09_03_emerging/index.html
@@ -68,9 +68,9 @@ <h3 id="lecture-slides">Lecture Slides</h3>
 
 
 
-  <a href="https://github.com/slds-lmu/lecture_dl4nlp/raw/main/slides/chapter08-llm/slides-83-emergent-abilities.pdf">
+  <a href="https://github.com/slds-lmu/lecture_dl4nlp/raw/main/slides/chapter09-llm/slides-93-emergent-abilities.pdf">
     <button class="btn btn-primary" style="margin-bottom:3rem">
-      Download &raquo;slides-83-emergent-abilities.pdf&laquo;
+      Download &raquo;slides-93-emergent-abilities.pdf&laquo;
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diff --git a/chapters/10_rlhf/index.html b/chapters/10_rlhf/index.html
@@ -69,9 +69,9 @@ <h3 id="lecture-slides">Lecture Slides</h3>
 
 
 
-  <a href="https://github.com/slds-lmu/lecture_dl4nlp/raw/main/slides/chapter09-rlhf/slides-91-rlhf.pdf">
+  <a href="https://github.com/slds-lmu/lecture_dl4nlp/raw/main/slides/chapter10-rlhf/slides-10-rlhf.pdf">
     <button class="btn btn-primary" style="margin-bottom:3rem">
-      Download &raquo;slides-91-rlhf.pdf&laquo;
+      Download &raquo;slides-10-rlhf.pdf&laquo;
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   </a>
 

diff --git a/chapters/11_training_llms/11_04_x_optimize/index.html b/chapters/11_training_llms/11_04_x_optimize/index.html
@@ -68,9 +68,9 @@ <h3 id="lecture-slides">Lecture Slides</h3>
 
 
 
-  <a href="https://github.com/slds-lmu/lecture_dl4nlp/raw/main/slides/chapter11-training-llms/112-slides-x-optimize.pdf">
+  <a href="https://github.com/slds-lmu/lecture_dl4nlp/raw/main/slides/chapter11-training-llms/slides-114-x-optimize.pdf">
     <button class="btn btn-primary" style="margin-bottom:3rem">
-      Download &raquo;112-slides-x-optimize.pdf&laquo;
+      Download &raquo;slides-114-x-optimize.pdf&laquo;
     </button>
   </a>
 

diff --git a/chapters/12_multilingual/12_01_why_multilinguality/index.html b/chapters/12_multilingual/12_01_why_multilinguality/index.html
@@ -68,9 +68,9 @@ <h3 id="lecture-slides">Lecture Slides</h3>
 
 
 
-  <a href="https://github.com/slds-lmu/lecture_dl4nlp/raw/main/slides/chapter10-multilinguality/slides-101-why_multilingual.pdf">
+  <a href="https://github.com/slds-lmu/lecture_dl4nlp/raw/main/slides/chapter12-multilinguality/slides-121-why_multilingual.pdf">
     <button class="btn btn-primary" style="margin-bottom:3rem">
-      Download &raquo;slides-101-why_multilingual.pdf&laquo;
+      Download &raquo;slides-121-why_multilingual.pdf&laquo;
     </button>
   </a>
 

diff --git a/chapters/12_multilingual/12_02_cross_lingual_word_embeddings/index.html b/chapters/12_multilingual/12_02_cross_lingual_word_embeddings/index.html
@@ -68,9 +68,9 @@ <h3 id="lecture-slides">Lecture Slides</h3>
 
 
 
-  <a href="https://github.com/slds-lmu/lecture_dl4nlp/raw/main/slides/chapter10-multilinguality/slides-102-multilingual-wordembs.pdf">
+  <a href="https://github.com/slds-lmu/lecture_dl4nlp/raw/main/slides/chapter12-multilinguality/slides-122-multilingual-wordembs.pdf">
     <button class="btn btn-primary" style="margin-bottom:3rem">
-      Download &raquo;slides-102-multilingual-wordembs.pdf&laquo;
+      Download &raquo;slides-122-multilingual-wordembs.pdf&laquo;
     </button>
   </a>
 

diff --git a/chapters/12_multilingual/12_03_multi_lingual_transformers/index.html b/chapters/12_multilingual/12_03_multi_lingual_transformers/index.html
@@ -68,9 +68,9 @@ <h3 id="lecture-slides">Lecture Slides</h3>
 
 
 
-  <a href="https://github.com/slds-lmu/lecture_dl4nlp/raw/main/slides/chapter10-multilinguality/slides-103-multilingual-transformers.pdf">
+  <a href="https://github.com/slds-lmu/lecture_dl4nlp/raw/main/slides/chapter12-multilinguality/slides-123-multilingual-transformers.pdf">
     <button class="btn btn-primary" style="margin-bottom:3rem">
-      Download &raquo;slides-103-multilingual-transformers.pdf&laquo;
+      Download &raquo;slides-123-multilingual-transformers.pdf&laquo;
     </button>
   </a>