From 9a52c5cd0b2ba75b09205422b083ec2910ac0267 Mon Sep 17 00:00:00 2001
From: Carsten <carsten.draschner@comma-soft.com>
Date: Wed, 11 Dec 2024 11:47:25 +0100
Subject: [PATCH] Updates

---
 404.html                                      |   2 +-
 about/index.html                              |   2 +-
 .../index.html                                |   2 +-
 .../index.html                                |   2 +-
 .../index.html                                |   4 +-
 blog/240220_beaten_gpt4/index.html            | 642 ++++++++++++++++++
 .../index.html                                |   4 +-
 .../index.html                                |   2 +-
 .../index.html                                |   2 +-
 .../index.html                                |   2 +-
 .../index.html                                |   2 +-
 .../index.html                                |   2 +-
 .../index.html                                |   2 +-
 .../index.html                                |   2 +-
 .../index.html                                |   2 +-
 .../index.html                                |   2 +-
 .../index.html                                |   2 +-
 .../index.html                                |   2 +-
 .../index.html                                |   2 +-
 .../index.html                                |   4 +-
 blog/240620_MixEval_doubts/index.html         | 622 +++++++++++++++++
 .../index.html                                |   4 +-
 .../index.html                                |   2 +-
 .../index.html                                |   2 +-
 .../index.html                                |   2 +-
 .../index.html                                |   2 +-
 .../index.html                                |   2 +-
 .../index.html                                |   2 +-
 .../index.html                                |   2 +-
 .../index.html                                |   2 +-
 .../index.html                                |   2 +-
 .../index.html                                |   2 +-
 .../index.html                                |   2 +-
 .../index.html                                |   2 +-
 .../index.html                                |   2 +-
 .../index.html                                |   2 +-
 .../index.html                                |   2 +-
 .../index.html                                |   2 +-
 .../index.html                                |   2 +-
 blog/241127_Teuken_Review/index.html          |   2 +-
 blog/index.html                               |  34 +-
 contact/index.html                            |   2 +-
 feed/feed.xml                                 |  73 +-
 img/MpNnbxOBA7-800.avif                       | Bin 0 -> 24107 bytes
 img/MpNnbxOBA7-800.jpeg                       | Bin 0 -> 70230 bytes
 img/MpNnbxOBA7-800.webp                       | Bin 0 -> 43216 bytes
 img/Qs-Bzleob6-800.avif                       | Bin 0 -> 15300 bytes
 img/Qs-Bzleob6-800.jpeg                       | Bin 0 -> 41273 bytes
 img/Qs-Bzleob6-800.webp                       | Bin 0 -> 23334 bytes
 index.html                                    |   2 +-
 projects/2016_Chip_VR/index.html              |   2 +-
 projects/2019_Menu_CV/index.html              |   2 +-
 projects/2022_SANSA/index.html                |   2 +-
 projects/index.html                           |   2 +-
 .../index.html                                |   2 +-
 .../index.html                                |   2 +-
 .../index.html                                |   2 +-
 research/210401_literal2feature/index.html    |   2 +-
 research/210501_distrdf2ml/index.html         |   2 +-
 .../index.html                                |   2 +-
 .../index.html                                |   2 +-
 research/230701_sime4kg/index.html            |   2 +-
 research/index.html                           |   2 +-
 sitemap.xml                                   |  10 +
 tags/blog/index.html                          |  34 +-
 tags/index.html                               |   2 +-
 tags/project/index.html                       |   2 +-
 tags/projects/index.html                      |   2 +-
 tags/research/index.html                      |   2 +-
 69 files changed, 1432 insertions(+), 105 deletions(-)
 create mode 100644 blog/240220_beaten_gpt4/index.html
 create mode 100644 blog/240620_MixEval_doubts/index.html
 create mode 100644 img/MpNnbxOBA7-800.avif
 create mode 100644 img/MpNnbxOBA7-800.jpeg
 create mode 100644 img/MpNnbxOBA7-800.webp
 create mode 100644 img/Qs-Bzleob6-800.avif
 create mode 100644 img/Qs-Bzleob6-800.jpeg
 create mode 100644 img/Qs-Bzleob6-800.webp

diff --git a/404.html b/404.html
index 669354c..9016d32 100644
--- a/404.html
+++ b/404.html
@@ -419,7 +419,7 @@ <h1 id="content-not-found">Content not found.</h1>
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
-		<!-- This page `/404.html` was built on 2024-12-11T06:46:21.439Z -->
+		<!-- This page `/404.html` was built on 2024-12-11T10:47:24.174Z -->
 		<script type="module" src="/dist/rJ3_G-2ArF.js"></script>
 	</body>
 </html>
diff --git a/about/index.html b/about/index.html
index 5b1bff9..d87182c 100644
--- a/about/index.html
+++ b/about/index.html
@@ -433,7 +433,7 @@ <h3 id="scholarship-bafin-it-federal-financial-supervisory-authority-2013-2016">
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
-		<!-- This page `/about/` was built on 2024-12-11T06:46:21.439Z -->
+		<!-- This page `/about/` was built on 2024-12-11T10:47:24.174Z -->
 		<script type="module" src="/dist/rJ3_G-2ArF.js"></script>
 	</body>
 </html>
diff --git a/blog/240202_llama2_13b_is_faster_than_llama2_7b/index.html b/blog/240202_llama2_13b_is_faster_than_llama2_7b/index.html
index 8dd15ef..a32d212 100644
--- a/blog/240202_llama2_13b_is_faster_than_llama2_7b/index.html
+++ b/blog/240202_llama2_13b_is_faster_than_llama2_7b/index.html
@@ -621,7 +621,7 @@ <h3 id="credit">Credit ❤️</h3>
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
-		<!-- This page `/blog/240202_llama2_13b_is_faster_than_llama2_7b/` was built on 2024-12-11T06:46:21.437Z -->
+		<!-- This page `/blog/240202_llama2_13b_is_faster_than_llama2_7b/` was built on 2024-12-11T10:47:24.172Z -->
 		<script type="module" src="/dist/rJ3_G-2ArF.js"></script>
 	</body>
 </html>
diff --git a/blog/240205_evil_llms_available_break_genai/index.html b/blog/240205_evil_llms_available_break_genai/index.html
index cd9e4e5..6d0a65e 100644
--- a/blog/240205_evil_llms_available_break_genai/index.html
+++ b/blog/240205_evil_llms_available_break_genai/index.html
@@ -639,7 +639,7 @@ <h2 id="imho">IMHO 🤗</h2>
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
-		<!-- This page `/blog/240205_evil_llms_available_break_genai/` was built on 2024-12-11T06:46:21.437Z -->
+		<!-- This page `/blog/240205_evil_llms_available_break_genai/` was built on 2024-12-11T10:47:24.172Z -->
 		<script type="module" src="/dist/rJ3_G-2ArF.js"></script>
 	</body>
 </html>
diff --git a/blog/240213_dalle_has_surprising_guardrails/index.html b/blog/240213_dalle_has_surprising_guardrails/index.html
index 9d42181..d531c14 100644
--- a/blog/240213_dalle_has_surprising_guardrails/index.html
+++ b/blog/240213_dalle_has_surprising_guardrails/index.html
@@ -618,7 +618,7 @@ <h2 id="my-questions-to-you">My Questions to you 🤷🏼‍♂️</h2>
 <p>#artificalintelligence #genai #aiethics #dalle #openai #texttoimage #deepfakes</p>
 <p><a href="https://www.linkedin.com/posts/carsten-draschner_artificalintelligence-genai-aiethics-activity-7158865169689821184-J8Y_?utm_source=share&amp;utm_medium=member_desktop">LinkedIn Post</a></p>
 
-<ul class="links-nextprev"><li class="links-nextprev-prev">← Previous<br> <a href="/blog/240205_evil_llms_available_break_genai/">Evil LLMs available! Break GenAI Alignment through finetuning!</a></li><li class="links-nextprev-next">Next →<br><a href="/blog/240227_ever_wondered_about_open_source_llm_sizes/">Ever wondered about open source LLLM sizes - 7B, 13B, 70B?</a></li>
+<ul class="links-nextprev"><li class="links-nextprev-prev">← Previous<br> <a href="/blog/240205_evil_llms_available_break_genai/">Evil LLMs available! Break GenAI Alignment through finetuning!</a></li><li class="links-nextprev-next">Next →<br><a href="/blog/240220_beaten_gpt4/">We&#39;ve beaten GPT4! ... is a sentence which starts to annoy me.</a></li>
 </ul>
 
 			</heading-anchors>
@@ -628,7 +628,7 @@ <h2 id="my-questions-to-you">My Questions to you 🤷🏼‍♂️</h2>
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
-		<!-- This page `/blog/240213_dalle_has_surprising_guardrails/` was built on 2024-12-11T06:46:21.437Z -->
+		<!-- This page `/blog/240213_dalle_has_surprising_guardrails/` was built on 2024-12-11T10:47:24.172Z -->
 		<script type="module" src="/dist/rJ3_G-2ArF.js"></script>
 	</body>
 </html>
diff --git a/blog/240220_beaten_gpt4/index.html b/blog/240220_beaten_gpt4/index.html
new file mode 100644
index 0000000..4a75b0b
--- /dev/null
+++ b/blog/240220_beaten_gpt4/index.html
@@ -0,0 +1,642 @@
+<!doctype html>
+<html lang="en">
+	<head>
+		<meta charset="utf-8">
+		<meta name="viewport" content="width=device-width, initial-scale=1.0">
+		<title>We&#39;ve beaten GPT4! ... is a sentence which starts to annoy me.</title>
+		<meta name="description" content="I am writing about my experiences as a naval navel-gazer.">
+		<link rel="alternate" href="feed/feed.xml" type="application/atom+xml" title="Carsten Felix Draschner, PhD">
+		
+		<style>/**
+ * okaidia theme for JavaScript, CSS and HTML
+ * Loosely based on Monokai textmate theme by http://www.monokai.nl/
+ * @author ocodia
+ */
+
+code[class*="language-"],
+pre[class*="language-"] {
+	color: #f8f8f2;
+	background: none;
+	text-shadow: 0 1px rgba(0, 0, 0, 0.3);
+	font-family: Consolas, Monaco, 'Andale Mono', 'Ubuntu Mono', monospace;
+	font-size: 1em;
+	text-align: left;
+	white-space: pre;
+	word-spacing: normal;
+	word-break: normal;
+	word-wrap: normal;
+	line-height: 1.5;
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+	-moz-tab-size: 4;
+	-o-tab-size: 4;
+	tab-size: 4;
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+	-webkit-hyphens: none;
+	-moz-hyphens: none;
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+	hyphens: none;
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+/* Code blocks */
+pre[class*="language-"] {
+	padding: 1em;
+	margin: .5em 0;
+	overflow: auto;
+	border-radius: 0.3em;
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+
+:not(pre) > code[class*="language-"],
+pre[class*="language-"] {
+	background: #272822;
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+/* Inline code */
+:not(pre) > code[class*="language-"] {
+	padding: .1em;
+	border-radius: .3em;
+	white-space: normal;
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+
+.token.comment,
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+	color: #8292a2;
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+	opacity: .7;
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+	color: #f92672;
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+	color: #ae81ff;
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+.token.selector,
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+.token.char,
+.token.builtin,
+.token.inserted {
+	color: #a6e22e;
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+.token.operator,
+.token.entity,
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+.language-css .token.string,
+.style .token.string,
+.token.variable {
+	color: #f8f8f2;
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+
+.token.atrule,
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+.token.function,
+.token.class-name {
+	color: #e6db74;
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+.token.keyword {
+	color: #66d9ef;
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+.token.regex,
+.token.important {
+	color: #fd971f;
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+.token.important,
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+	font-weight: bold;
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+.token.italic {
+	font-style: italic;
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+.token.entity {
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+pre[class*="language-diff-"] {
+	--eleventy-code-padding: 1.25em;
+	padding-left: var(--eleventy-code-padding);
+	padding-right: var(--eleventy-code-padding);
+}
+.token.deleted {
+	background-color: hsl(0, 51%, 37%);
+	color: inherit;
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+.token.inserted {
+	background-color: hsl(126, 31%, 39%);
+	color: inherit;
+}
+
+/* Make the + and - characters unselectable for copy/paste */
+.token.prefix.unchanged,
+.token.prefix.inserted,
+.token.prefix.deleted {
+	-webkit-user-select: none;
+	user-select: none;
+	display: inline-flex;
+	align-items: center;
+	justify-content: center;
+	padding-top: 2px;
+	padding-bottom: 2px;
+}
+.token.prefix.inserted,
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+	width: var(--eleventy-code-padding);
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+/* Optional: full-width background color */
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+.token.deleted:not(.prefix) {
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+	margin-right: calc(-1 * var(--eleventy-code-padding));
+	text-decoration: none; /* override del, ins, mark defaults */
+	color: inherit; /* override del, ins, mark defaults */
+}
+/* This is an arbitrary CSS string added to the bundle */
+/* Defaults */
+:root {
+	--font-family: -apple-system, system-ui, sans-serif;
+	--font-family-monospace: Consolas, Menlo, Monaco, Andale Mono WT, Andale Mono, Lucida Console, Lucida Sans Typewriter, DejaVu Sans Mono, Bitstream Vera Sans Mono, Liberation Mono, Nimbus Mono L, Courier New, Courier, monospace;
+}
+
+/* Theme colors */
+:root {
+	--color-gray-20: #e0e0e0;
+	--color-gray-50: #C0C0C0;
+	--color-gray-90: #333;
+
+	--background-color: #fff;
+	--footer-background-color: #333;
+	--footer-font-color: #fff;
+	--header-background-color: #333;
+	--header-font-color: #fff;
+	--footer-height: 4rem;
+
+	--text-color: var(--color-gray-90);
+	--text-color-link: #082840;
+	--text-color-link-active: #4e5f93;
+	--text-color-link-visited: #245242;
+
+	--syntax-tab-size: 2;
+
+	--card-background-color: #f9f9f9;
+	--card-border-color: #ccc;
+}
+
+@media (prefers-color-scheme: dark) {
+	:root {
+		--color-gray-20: #e0e0e0;
+		--color-gray-50: #C0C0C0;
+		--color-gray-90: #dad8d8;
+
+		/* --text-color is assigned to --color-gray-_ above */
+		--text-color-link: #1493fb;
+		--text-color-link-active: #6969f7;
+		--text-color-link-visited: #a6a6f8;
+
+		--background-color: #15202b;
+
+		/* Dark mode card colors */
+		--card-background-color: #333;
+		--card-border-color: #555;
+	}
+}
+
+.card {
+	display: flex;
+	align-items: center;
+	border: 1px solid var(--card-border-color);
+	padding: 10px;
+	margin-bottom: 10px;
+	border-radius: 8px;
+	background-color: var(--card-background-color);
+}
+
+.card h3 {
+	margin: 0;
+  }
+  
+.card p {
+	margin: 0;
+}
+
+.card div {
+	padding-left: 10px;
+}
+
+/* Global stylesheet */
+* {
+	box-sizing: border-box;
+}
+
+@view-transition {
+	navigation: auto;
+}
+
+html,
+body {
+	height: 100%;
+	padding: 0;
+	margin: 0;
+	font-family: var(--font-family);
+	color: var(--text-color);
+	background-color: var(--background-color);
+}
+html {
+	overflow-y: scroll;
+}
+.color-gray-50{
+	color:var(--color-gray-50)
+}
+
+img {
+    max-width: 100%;
+    height: auto;
+}
+
+
+/* .h-excerpt{
+	font-size: 1em;
+} */
+
+/* https://www.a11yproject.com/posts/how-to-hide-content/ */
+.visually-hidden {
+	clip: rect(0 0 0 0);
+	clip-path: inset(50%);
+	height: 1px;
+	overflow: hidden;
+	position: absolute;
+	white-space: nowrap;
+	width: 1px;
+}
+
+p:last-child {
+	margin-bottom: 0;
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+main {
+	padding: 1rem;
+	flex: 1;
+	max-width: 40em;
+	margin: 0 auto;
+	margin-bottom: var(--footer-height);
+}
+main :first-child {
+	margin-top: 0;
+}
+
+
+
+footer {
+	height: var(--footer-height);
+    background: var(--footer-background-color);
+    color: var(--footer-font-color);
+    text-align: center;
+    padding: 10px 0;
+    bottom: 0;
+    width: 100%;
+	p {
+		height: 100%;
+		display: flex;
+		align-items: center;
+		justify-content: center;
+		margin: 0;
+	}
+}
+
+.links-nextprev {
+	display: flex;
+	justify-content: space-between;
+	gap: .5em 1em;
+	list-style: "";
+	border-top: 1px dashed var(--color-gray-20);
+	padding: 1em 0;
+}
+.links-nextprev > * {
+	flex-grow: 1;
+}
+.links-nextprev-next {
+	text-align: right;
+}
+
+table {
+	margin: 1em 0;
+}
+table td,
+table th {
+	padding-right: 1em;
+}
+
+pre,
+code {
+	font-family: var(--font-family-monospace);
+}
+pre:not([class*="language-"]) {
+	margin: .5em 0;
+	line-height: 1.375; /* 22px /16 */
+	-moz-tab-size: var(--syntax-tab-size);
+	-o-tab-size: var(--syntax-tab-size);
+	tab-size: var(--syntax-tab-size);
+	-webkit-hyphens: none;
+	-ms-hyphens: none;
+	hyphens: none;
+	direction: ltr;
+	text-align: left;
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+	word-spacing: normal;
+	word-break: normal;
+	overflow-x: auto;
+}
+code {
+	word-break: break-all;
+}
+
+/* Header */
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+	background: var(--header-background-color);
+	color: var(--header-font-color);
+	padding: 1rem 0;
+	text-align: center;
+	a[href] {
+		color: var(--header-font-color);
+	}
+	a[href]:visited {
+		color: var(--header-font-color);
+	}
+}
+.site-title {
+	font-size: 2em;
+	padding-bottom: 0.4em;
+}
+
+.container {
+	display: flex; /* Hinzugefügt */
+	flex-direction: column; /* Hinzugefügt */
+	min-height: 100vh; /* Hinzugefügt */
+  }
+
+/* Nav */
+.nav {
+	display: flex;
+	padding: 0;
+	margin: 0;
+	list-style: none;
+    align-items: center;
+    flex-direction: row;
+    justify-content: center;
+}
+.nav-item {
+	display: inline-block;
+	margin-right: 1em;
+}
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+}
+.nav a[href][aria-current="page"] {
+	text-decoration: underline;
+}
+
+.card {
+	display: flex;
+	align-items: center;
+	border: 1px solid #ccc;
+	padding: 10px;
+	margin-bottom: 10px;
+	border-radius: 8px;
+	background-color: var(--background-color);
+}
+.card img {
+	border-radius: 8px;
+	height: auto;
+	width: 90px;
+}
+.card .card-title {
+	font-size: 1.17em;
+	font-weight: bold;
+}
+.card-navigation ul {
+	flex: 1;
+	list-style: none;
+	padding: 0;
+}
+
+
+@media (prefers-color-scheme: dark) {
+	.invert-for-dark-mode {
+		filter: invert(100%);
+	}
+}
+
+/* Posts list */
+.postlist {
+	list-style: none;
+	padding: 0;
+}
+.postlist-item {
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+	flex-wrap: wrap;
+	align-items: baseline;
+	margin-top: 1em;
+	padding-bottom: 1em;
+	margin-bottom: 1em;
+	border-bottom: 1px solid var(--color-gray-50);
+}
+.postlist-item:last-child{
+	border-bottom: 0;
+}
+
+.postlist-date {
+	font-size: 0.8125em; /* 13px /16 */
+	color: var(--color-gray-90);
+}
+.postlist-date {
+	word-spacing: -0.5px;
+}
+.postlist-link {
+	font-size: 1.1875em; /* 19px /16 */
+	font-weight: 700;
+	flex-basis: calc(100% - 1.5rem);
+	padding-right: .5em;
+	text-underline-position: from-font;
+	text-underline-offset: 0;
+	text-decoration-thickness: 1px;
+}
+.postlist-item-active .postlist-link {
+	font-weight: bold;
+}
+
+/* Anchor links next to heading */
+.ha-placeholder {
+	opacity: 0 !important;
+}
+h2:has(.ha-placeholder):hover,
+h3:has(.ha-placeholder):hover,
+h4:has(.ha-placeholder):hover,
+h5:has(.ha-placeholder):hover,
+h6:has(.ha-placeholder):hover {
+	.ha-placeholder {
+		opacity: 0.3 !important;
+	}
+}
+
+/* Tags */
+.post-tag {
+	display: inline-flex;
+	align-items: center;
+	justify-content: center;
+	text-transform: capitalize;
+	font-style: italic;
+}
+.postlist-item > .post-tag {
+	align-self: center;
+}
+
+/* Tags list */
+.post-metadata {
+	display: inline-flex;
+	flex-wrap: wrap;
+	gap: .5em;
+	list-style: none;
+	padding: 0;
+	margin: 0;
+}
+.post-metadata time {
+	margin-right: 1em;
+}</style>
+	</head>
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+		<a href="#skip" class="visually-hidden">Skip to main content</a>
+
+		<header>
+			<div class="site-title">Carsten Felix Draschner, PhD</div>
+			<nav>
+				<h2 class="visually-hidden" id="top-level-navigation-menu">Top level navigation menu</h2>
+				<ul class="nav">
+					<li class="nav-item"><a href="/">Home</a></li>
+					<li class="nav-item"><a href="/blog/">Blog</a></li>
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+		<main id="skip">
+			<heading-anchors>
+				
+<h1 id="we-ve-beaten-gpt4-is-a-sentence-which-starts-to-annoy-me">We&#39;ve beaten GPT4! ... is a sentence which starts to annoy me.</h1>
+
+<ul class="post-metadata">
+	<li><time datetime="2024-02-20">20 February 2024</time></li>
+	<li><a href="/tags/blog/" class="post-tag">blog</a></li>
+</ul>
+
+
+<p>About Mistrust in LLM Evaluation. Benchmark contamination in LLMs? How to Evaluate GenAI?!</p>
+<p><picture><source type="image/avif" srcset="/img/MpNnbxOBA7-800.avif 800w"><source type="image/webp" srcset="/img/MpNnbxOBA7-800.webp 800w"><img loading="lazy" decoding="async" src="/img/MpNnbxOBA7-800.jpeg" alt="Image 1" width="800" height="800"></picture></p>
+<p><strong>𝗧𝗟;𝗗𝗥 ⏱️</strong></p>
+<ul>
+<li>News is flooded with LLMs being “better” than GPT4</li>
+<li>LLM Evaluation is Difficult</li>
+<li>Benchmark Contamination is a serious issue</li>
+<li>Build your own use case specific benchmarks</li>
+</ul>
+<h2 id="why-do-we-need-llm-benchmarks">Why do we need LLM benchmarks? 📊</h2>
+<ul>
+<li>Many use cases can be solved by GenAI more specifically by LLMs</li>
+<li>Many LLMs are available as AIaaS or as an open-source model</li>
+<li>At some point, you need to select a specific model for your dedicated use case</li>
+<li>News is flooded by a multitude of models that are better than some reference LLM like OpenAIs GPT4</li>
+</ul>
+<h2 id="why-is-llm-evaluation">Why is LLM Evaluation? 👩🏽‍🔬</h2>
+<ul>
+<li>When we speak about leaderboards and benchmarks, we look into specific types of tasks.</li>
+<li>Those tasks need to be “easily measurable” as LLM might generate arbitrary texts.</li>
+<li>e.g. MMLU is simply a multiple choice and looks if first generated character is A-E.</li>
+<li>Other Benchmarks use e.g. another LLM as judge (which is expensive) and also fuzzy.</li>
+<li><strong>It is almost impossible to measure if an LLM learned the benchmark data by heart in its pretraining/fine-tuning stage to get on top of the leaderboard.</strong></li>
+</ul>
+<h2 id="my-tasks">My Tasks 🔍</h2>
+<ul>
+<li>Leaderboards are only a starting point for model selection.</li>
+<li>GenAI approach selection is a multidimensional problem.</li>
+<li>Develop a use-case-specific evaluation framework e.g. does the generated code run/match unit tests, is secure and fast</li>
+<li>For most of my use cases I barely care if the model can solve English multiple choice questions by simply evaluating if the first character is an A, B, C, D, or E like in MMLU.</li>
+<li>Already simple throughput benchmarks seem to have their issues. see: https://rb.gy/5l8qqp</li>
+</ul>
+<h2 id="extract-of-my-hands-on-criteria">Extract of my hands-on criteria👨🏼‍💻</h2>
+<ul>
+<li>Under which license is the model available and does the license allow my intended usage?</li>
+<li>What do we know about retuning especially regarding: multi-language support, instruction tuning, alignment, and context length?</li>
+<li>What hardware requirements/costs do we face, and which throughput can we provide? e.g. 13B vs 8x7B vs 70B ...</li>
+</ul>
+<h2 id="credit">Credit ❤️</h2>
+<ul>
+<li>To Hugging Face and other platforms for providing LLM Leaderboards and easily accessible models</li>
+<li>To OpenAI with its GPT-4 as reference established to be beaten</li>
+<li>To all benchmark creators and researchers supporting transparent and reliable GenAI evaluation</li>
+</ul>
+<h2 id="my-questions">My Questions?</h2>
+<ul>
+<li>What are the criteria you look at?</li>
+<li>What are the best benchmarks for you &amp; why do you trust those?</li>
+<li>Do you create your own benchmarks as we do Comma Soft AG</li>
+</ul>
+<p>#generativeai #artificialintelligence #llm #machinelearning #benchmark</p>
+
+<ul class="links-nextprev"><li class="links-nextprev-prev">← Previous<br> <a href="/blog/240213_dalle_has_surprising_guardrails/">DALLE has surprising guardrails. Your image is not filtered based on your prompt. &quot;Dead cookies&quot; may be generated ...sometimes</a></li><li class="links-nextprev-next">Next →<br><a href="/blog/240227_ever_wondered_about_open_source_llm_sizes/">Ever wondered about open source LLLM sizes - 7B, 13B, 70B?</a></li>
+</ul>
+
+			</heading-anchors>
+		</main>
+
+		<footer>
+			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
+		</footer>
+
+		<!-- This page `/blog/240220_beaten_gpt4/` was built on 2024-12-11T10:47:24.172Z -->
+		<script type="module" src="/dist/rJ3_G-2ArF.js"></script>
+	</body>
+</html>
diff --git a/blog/240227_ever_wondered_about_open_source_llm_sizes/index.html b/blog/240227_ever_wondered_about_open_source_llm_sizes/index.html
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--- a/blog/240227_ever_wondered_about_open_source_llm_sizes/index.html
+++ b/blog/240227_ever_wondered_about_open_source_llm_sizes/index.html
@@ -622,7 +622,7 @@ <h2 id="questions">Questions 🤔</h2>
 <p>#artificialintelligence #genai #machinelearning #llm</p>
 <p><a href="https://www.linkedin.com/posts/carsten-draschner_artificialintelligence-genai-maschinelearning-activity-7163192285034172416-AItW?utm_source=share&amp;utm_medium=member_desktop">LinkedIn Post</a></p>
 
-<ul class="links-nextprev"><li class="links-nextprev-prev">← Previous<br> <a href="/blog/240213_dalle_has_surprising_guardrails/">DALLE has surprising guardrails. Your image is not filtered based on your prompt. &quot;Dead cookies&quot; may be generated ...sometimes</a></li><li class="links-nextprev-next">Next →<br><a href="/blog/240307_not_prompting_in_english/">Not prompting in English?... You have Problems!! LLM Language Barriers • Democratizing GenAI and fair pricing</a></li>
+<ul class="links-nextprev"><li class="links-nextprev-prev">← Previous<br> <a href="/blog/240220_beaten_gpt4/">We&#39;ve beaten GPT4! ... is a sentence which starts to annoy me.</a></li><li class="links-nextprev-next">Next →<br><a href="/blog/240307_not_prompting_in_english/">Not prompting in English?... You have Problems!! LLM Language Barriers • Democratizing GenAI and fair pricing</a></li>
 </ul>
 
 			</heading-anchors>
@@ -632,7 +632,7 @@ <h2 id="questions">Questions 🤔</h2>
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
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@@ -628,7 +628,7 @@ <h2 id="related-topics">Related Topics 📚</h2>
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
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diff --git a/blog/240313_the_major_players_in_genai_are_facing_challenges/index.html b/blog/240313_the_major_players_in_genai_are_facing_challenges/index.html
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+++ b/blog/240313_the_major_players_in_genai_are_facing_challenges/index.html
@@ -617,7 +617,7 @@ <h2 id="credits-and-links">Credits &amp; Links ❤️</h2>
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
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diff --git a/blog/240327_be_careful_when_you_are_using_llama/index.html b/blog/240327_be_careful_when_you_are_using_llama/index.html
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+++ b/blog/240327_be_careful_when_you_are_using_llama/index.html
@@ -632,7 +632,7 @@ <h2 id="reading-list">Reading list 📖</h2>
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
-		<!-- This page `/blog/240327_be_careful_when_you_are_using_llama/` was built on 2024-12-11T06:46:21.437Z -->
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diff --git a/blog/240408_too_many_llms_how_to_keep_track_with_all/index.html b/blog/240408_too_many_llms_how_to_keep_track_with_all/index.html
index eb2ee44..c1c923f 100644
--- a/blog/240408_too_many_llms_how_to_keep_track_with_all/index.html
+++ b/blog/240408_too_many_llms_how_to_keep_track_with_all/index.html
@@ -639,7 +639,7 @@ <h2 id="credit">Credit ❤️</h2>
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
-		<!-- This page `/blog/240408_too_many_llms_how_to_keep_track_with_all/` was built on 2024-12-11T06:46:21.437Z -->
+		<!-- This page `/blog/240408_too_many_llms_how_to_keep_track_with_all/` was built on 2024-12-11T10:47:24.172Z -->
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diff --git a/blog/240415_nvidia_benchmark_might_be_wrong/index.html b/blog/240415_nvidia_benchmark_might_be_wrong/index.html
index 11a75f4..c2c67fa 100644
--- a/blog/240415_nvidia_benchmark_might_be_wrong/index.html
+++ b/blog/240415_nvidia_benchmark_might_be_wrong/index.html
@@ -643,7 +643,7 @@ <h2 id="links">Links 📖</h2>
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
-		<!-- This page `/blog/240415_nvidia_benchmark_might_be_wrong/` was built on 2024-12-11T06:46:21.438Z -->
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diff --git a/blog/240422_what_is_your_preferred_llm_family/index.html b/blog/240422_what_is_your_preferred_llm_family/index.html
index 198b2a5..11e8d90 100644
--- a/blog/240422_what_is_your_preferred_llm_family/index.html
+++ b/blog/240422_what_is_your_preferred_llm_family/index.html
@@ -615,7 +615,7 @@ <h2 id="further-reading">Further Reading 📚</h2>
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
-		<!-- This page `/blog/240422_what_is_your_preferred_llm_family/` was built on 2024-12-11T06:46:21.438Z -->
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diff --git a/blog/240422_who_will_take_care_of_truly_low_resource_languages/index.html b/blog/240422_who_will_take_care_of_truly_low_resource_languages/index.html
index f8a9ff3..5adc2ed 100644
--- a/blog/240422_who_will_take_care_of_truly_low_resource_languages/index.html
+++ b/blog/240422_who_will_take_care_of_truly_low_resource_languages/index.html
@@ -639,7 +639,7 @@ <h2 id="links">Links 📚</h2>
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
-		<!-- This page `/blog/240422_who_will_take_care_of_truly_low_resource_languages/` was built on 2024-12-11T06:46:21.438Z -->
+		<!-- This page `/blog/240422_who_will_take_care_of_truly_low_resource_languages/` was built on 2024-12-11T10:47:24.173Z -->
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diff --git a/blog/240506_thanks_to_the_open_source_community/index.html b/blog/240506_thanks_to_the_open_source_community/index.html
index 8a1fbfb..5c7a948 100644
--- a/blog/240506_thanks_to_the_open_source_community/index.html
+++ b/blog/240506_thanks_to_the_open_source_community/index.html
@@ -615,7 +615,7 @@ <h2 id="credit">Credit ❤️</h2>
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
-		<!-- This page `/blog/240506_thanks_to_the_open_source_community/` was built on 2024-12-11T06:46:21.438Z -->
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diff --git a/blog/240513_be_careful_when_you_speak_of_open_source_genai/index.html b/blog/240513_be_careful_when_you_speak_of_open_source_genai/index.html
index 4a77b70..15b6096 100644
--- a/blog/240513_be_careful_when_you_speak_of_open_source_genai/index.html
+++ b/blog/240513_be_careful_when_you_speak_of_open_source_genai/index.html
@@ -626,7 +626,7 @@ <h2 id="questions">Questions? 🤔</h2>
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
-		<!-- This page `/blog/240513_be_careful_when_you_speak_of_open_source_genai/` was built on 2024-12-11T06:46:21.438Z -->
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diff --git a/blog/240520_what_expectations_do_you_have_regarding_the_values_and_norms/index.html b/blog/240520_what_expectations_do_you_have_regarding_the_values_and_norms/index.html
index 3e6e335..4b65f7d 100644
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+++ b/blog/240520_what_expectations_do_you_have_regarding_the_values_and_norms/index.html
@@ -627,7 +627,7 @@ <h2 id="further-reading">Further Reading 📖</h2>
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
-		<!-- This page `/blog/240520_what_expectations_do_you_have_regarding_the_values_and_norms/` was built on 2024-12-11T06:46:21.438Z -->
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diff --git a/blog/240603_do_you_differentiate_ai_ethics/index.html b/blog/240603_do_you_differentiate_ai_ethics/index.html
index 74717ad..e864f34 100644
--- a/blog/240603_do_you_differentiate_ai_ethics/index.html
+++ b/blog/240603_do_you_differentiate_ai_ethics/index.html
@@ -623,7 +623,7 @@ <h2 id="what-is-your-perspective">What is your perspective? 🤔</h2>
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
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diff --git a/blog/240610_will_we_reach_agi_and_if/index.html b/blog/240610_will_we_reach_agi_and_if/index.html
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+++ b/blog/240610_will_we_reach_agi_and_if/index.html
@@ -609,7 +609,7 @@ <h2 id="further-links">Further links 📖</h2>
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
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diff --git a/blog/240617_do_we_need_another_genai_solution_how_why/index.html b/blog/240617_do_we_need_another_genai_solution_how_why/index.html
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--- a/blog/240617_do_we_need_another_genai_solution_how_why/index.html
+++ b/blog/240617_do_we_need_another_genai_solution_how_why/index.html
@@ -617,7 +617,7 @@ <h2 id="literature">Literature: 📚</h2>
 <p>#artificialintelligence #llm #machinelearning #handson #genai</p>
 <p><a href="https://www.linkedin.com/posts/carsten-draschner_humboldt-travel-report-alan-llm-genai-activity-7208854388101005312-Xr_o?utm_source=share&amp;utm_medium=member_desktop">LinkedIn Post</a></p>
 
-<ul class="links-nextprev"><li class="links-nextprev-prev">← Previous<br> <a href="/blog/240610_will_we_reach_agi_and_if/">Will we reach AGI, and if so, by transformers-based architectures? Share your perspective!</a></li><li class="links-nextprev-next">Next →<br><a href="/blog/240624_alternative_to_genai_creativity_watch_and_try/">Alternative to GenAI creativity? Watch and try out these fun Evolutionary Algorithms. Problem-solving without GenAI and SGD-based approaches explained!</a></li>
+<ul class="links-nextprev"><li class="links-nextprev-prev">← Previous<br> <a href="/blog/240610_will_we_reach_agi_and_if/">Will we reach AGI, and if so, by transformers-based architectures? Share your perspective!</a></li><li class="links-nextprev-next">Next →<br><a href="/blog/240620_MixEval_doubts/">Fast New ELO Over MixEval. But Looking into Code, I Got Doubts!</a></li>
 </ul>
 
 			</heading-anchors>
@@ -627,7 +627,7 @@ <h2 id="literature">Literature: 📚</h2>
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
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+		<meta charset="utf-8">
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+		<title>Fast New ELO Over MixEval. But Looking into Code, I Got Doubts!</title>
+		<meta name="description" content="I am writing about my experiences as a naval navel-gazer.">
+		<link rel="alternate" href="feed/feed.xml" type="application/atom+xml" title="Carsten Felix Draschner, PhD">
+		
+		<style>/**
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+ * Loosely based on Monokai textmate theme by http://www.monokai.nl/
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+}</style>
+	</head>
+	<body>
+		<a href="#skip" class="visually-hidden">Skip to main content</a>
+
+		<header>
+			<div class="site-title">Carsten Felix Draschner, PhD</div>
+			<nav>
+				<h2 class="visually-hidden" id="top-level-navigation-menu">Top level navigation menu</h2>
+				<ul class="nav">
+					<li class="nav-item"><a href="/">Home</a></li>
+					<li class="nav-item"><a href="/blog/">Blog</a></li>
+					<li class="nav-item"><a href="/research/">Research</a></li>
+					<li class="nav-item"><a href="/projects/">Projects</a></li>
+					<li class="nav-item"><a href="/about/">CV</a></li>
+					<li class="nav-item"><a href="/contact/">Contact</a></li>
+				</ul>
+			</nav>
+		</header>
+
+		<main id="skip">
+			<heading-anchors>
+				
+<h1 id="fast-new-elo-over-mixeval-but-looking-into-code-i-got-doubts">Fast New ELO Over MixEval. But Looking into Code, I Got Doubts!</h1>
+
+<ul class="post-metadata">
+	<li><time datetime="2024-06-20">20 June 2024</time></li>
+	<li><a href="/tags/blog/" class="post-tag">blog</a></li>
+</ul>
+
+
+<p>Have you seen that MixEval Hard has two interesting but little critical aspects</p>
+<p><picture><source type="image/avif" srcset="/img/Qs-Bzleob6-800.avif 800w"><source type="image/webp" srcset="/img/Qs-Bzleob6-800.webp 800w"><img loading="lazy" decoding="async" src="/img/Qs-Bzleob6-800.jpeg" alt="Image 1" width="800" height="745"></picture></p>
+<p><strong>TLDR</strong></p>
+<ul>
+<li>Examined MixEval, an open-source LLM benchmark</li>
+<li>Uses LLMs as judges to predict continuous values</li>
+<li>Evaluation data contains duplicates</li>
+<li>Uncertain about trusting these methods</li>
+</ul>
+<h2 id="issues-with-mixeval">Issues with MixEval</h2>
+<ol>
+<li>For freeform answering, it lets e.g. GPT35T as judge predict values like &quot;[[0.9]]&quot; and try to fetch this as reliable number for correctness score.</li>
+<li>The MixEval eval data contains several duplicates due to their sampling approach.</li>
+</ol>
+<h2 id="my-take">My Take</h2>
+<p>I like the concept of MixEval to have an open-source LLM benchmark which has a good overlap to Arena Elo, but I am unsure if I trust LLMs as judge which try to reason continuous numbers for freeform LLM answers and relies on duplicates in samples.</p>
+<h2 id="extract-of-my-hands-on-criteria">Extract of My Hands-On Criteria</h2>
+<ul>
+<li>What do you think?</li>
+<li>Do you see an issue in duplicates within eval sets?</li>
+<li>Would you trust LLMs as judge predicting continuous values for later usage?</li>
+</ul>
+<h2 id="credit">Credit</h2>
+<p>Thanks Philipp Schmid for your post(s)</p>
+<h2 id="my-questions">My Questions?</h2>
+<ul>
+<li>What are your thoughts on MixEval?</li>
+<li>Do you trust LLMs as judges in evaluating continuous values?</li>
+<li>How do you handle duplicates in evaluation sets?</li>
+</ul>
+<p>#generativeai #artificialintelligence #llm #machinelearning #benchmark</p>
+
+<ul class="links-nextprev"><li class="links-nextprev-prev">← Previous<br> <a href="/blog/240617_do_we_need_another_genai_solution_how_why/">Do we need another GenAI solution? How &amp; why we developed a full-stack GenAI LLM+RAG tool called Alan. A sneak peek at what I am currently working on.</a></li><li class="links-nextprev-next">Next →<br><a href="/blog/240624_alternative_to_genai_creativity_watch_and_try/">Alternative to GenAI creativity? Watch and try out these fun Evolutionary Algorithms. Problem-solving without GenAI and SGD-based approaches explained!</a></li>
+</ul>
+
+			</heading-anchors>
+		</main>
+
+		<footer>
+			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
+		</footer>
+
+		<!-- This page `/blog/240620_MixEval_doubts/` was built on 2024-12-11T10:47:24.173Z -->
+		<script type="module" src="/dist/rJ3_G-2ArF.js"></script>
+	</body>
+</html>
diff --git a/blog/240624_alternative_to_genai_creativity_watch_and_try/index.html b/blog/240624_alternative_to_genai_creativity_watch_and_try/index.html
index 4fa0d71..2f88787 100644
--- a/blog/240624_alternative_to_genai_creativity_watch_and_try/index.html
+++ b/blog/240624_alternative_to_genai_creativity_watch_and_try/index.html
@@ -640,7 +640,7 @@ <h2 id="questions">Questions</h2>
 <p>#LostInGenai #artificialintelligence #evolutionaryalgorithms</p>
 <p><a href="https://www.linkedin.com/posts/carsten-draschner_artificialintelligence-evolutionaryalgorithms-activity-7211741750673973248-V4Ej?utm_source=share&amp;utm_medium=member_desktop">LinkedIn Post</a></p>
 
-<ul class="links-nextprev"><li class="links-nextprev-prev">← Previous<br> <a href="/blog/240617_do_we_need_another_genai_solution_how_why/">Do we need another GenAI solution? How &amp; why we developed a full-stack GenAI LLM+RAG tool called Alan. A sneak peek at what I am currently working on.</a></li><li class="links-nextprev-next">Next →<br><a href="/blog/240701_adjust_genai_responses_towards_more_ethical_behavior_possible/">Adjust GenAI responses towards more ethical behavior possible through system prompts!? Do you trust in such LLM-chat prepended pamphlets?</a></li>
+<ul class="links-nextprev"><li class="links-nextprev-prev">← Previous<br> <a href="/blog/240620_MixEval_doubts/">Fast New ELO Over MixEval. But Looking into Code, I Got Doubts!</a></li><li class="links-nextprev-next">Next →<br><a href="/blog/240701_adjust_genai_responses_towards_more_ethical_behavior_possible/">Adjust GenAI responses towards more ethical behavior possible through system prompts!? Do you trust in such LLM-chat prepended pamphlets?</a></li>
 </ul>
 
 			</heading-anchors>
@@ -650,7 +650,7 @@ <h2 id="questions">Questions</h2>
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
-		<!-- This page `/blog/240624_alternative_to_genai_creativity_watch_and_try/` was built on 2024-12-11T06:46:21.438Z -->
+		<!-- This page `/blog/240624_alternative_to_genai_creativity_watch_and_try/` was built on 2024-12-11T10:47:24.173Z -->
 		<script type="module" src="/dist/rJ3_G-2ArF.js"></script>
 	</body>
 </html>
diff --git a/blog/240701_adjust_genai_responses_towards_more_ethical_behavior_possible/index.html b/blog/240701_adjust_genai_responses_towards_more_ethical_behavior_possible/index.html
index e1d796c..4f95328 100644
--- a/blog/240701_adjust_genai_responses_towards_more_ethical_behavior_possible/index.html
+++ b/blog/240701_adjust_genai_responses_towards_more_ethical_behavior_possible/index.html
@@ -628,7 +628,7 @@ <h2 id="further-reading">Further Reading 📖</h2>
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
-		<!-- This page `/blog/240701_adjust_genai_responses_towards_more_ethical_behavior_possible/` was built on 2024-12-11T06:46:21.438Z -->
+		<!-- This page `/blog/240701_adjust_genai_responses_towards_more_ethical_behavior_possible/` was built on 2024-12-11T10:47:24.173Z -->
 		<script type="module" src="/dist/rJ3_G-2ArF.js"></script>
 	</body>
 </html>
diff --git a/blog/240708_genai_what_is_plagiarism_its_impact/index.html b/blog/240708_genai_what_is_plagiarism_its_impact/index.html
index c2ff575..c86267b 100644
--- a/blog/240708_genai_what_is_plagiarism_its_impact/index.html
+++ b/blog/240708_genai_what_is_plagiarism_its_impact/index.html
@@ -629,7 +629,7 @@ <h2 id="the-chance-to-research">The Chance to Research 👨🏼‍🔬</h2>
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
-		<!-- This page `/blog/240708_genai_what_is_plagiarism_its_impact/` was built on 2024-12-11T06:46:21.438Z -->
+		<!-- This page `/blog/240708_genai_what_is_plagiarism_its_impact/` was built on 2024-12-11T10:47:24.173Z -->
 		<script type="module" src="/dist/rJ3_G-2ArF.js"></script>
 	</body>
 </html>
diff --git a/blog/240715_llms_big_vs_small_bigger_is_better_or_lets_not_waste_energy/index.html b/blog/240715_llms_big_vs_small_bigger_is_better_or_lets_not_waste_energy/index.html
index 4d9afeb..fdcb00c 100644
--- a/blog/240715_llms_big_vs_small_bigger_is_better_or_lets_not_waste_energy/index.html
+++ b/blog/240715_llms_big_vs_small_bigger_is_better_or_lets_not_waste_energy/index.html
@@ -631,7 +631,7 @@ <h2 id="i-m-keen-to-learn-from-you">📊 I'm keen to learn from you:</h2>
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
-		<!-- This page `/blog/240715_llms_big_vs_small_bigger_is_better_or_lets_not_waste_energy/` was built on 2024-12-11T06:46:21.438Z -->
+		<!-- This page `/blog/240715_llms_big_vs_small_bigger_is_better_or_lets_not_waste_energy/` was built on 2024-12-11T10:47:24.173Z -->
 		<script type="module" src="/dist/rJ3_G-2ArF.js"></script>
 	</body>
 </html>
diff --git a/blog/240722_these_results_give_me_hope_for_sustainable_ai/index.html b/blog/240722_these_results_give_me_hope_for_sustainable_ai/index.html
index ceb88c3..091cd67 100644
--- a/blog/240722_these_results_give_me_hope_for_sustainable_ai/index.html
+++ b/blog/240722_these_results_give_me_hope_for_sustainable_ai/index.html
@@ -602,7 +602,7 @@ <h2 id="model-distillation">Model Distillation 👩🏽‍🔬</h2>
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
-		<!-- This page `/blog/240722_these_results_give_me_hope_for_sustainable_ai/` was built on 2024-12-11T06:46:21.438Z -->
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diff --git a/blog/240729_what_is_the_perfect_approach_to_adjust_an_llm_to_your_genai_use_case/index.html b/blog/240729_what_is_the_perfect_approach_to_adjust_an_llm_to_your_genai_use_case/index.html
index 8c5a906..54eda2b 100644
--- a/blog/240729_what_is_the_perfect_approach_to_adjust_an_llm_to_your_genai_use_case/index.html
+++ b/blog/240729_what_is_the_perfect_approach_to_adjust_an_llm_to_your_genai_use_case/index.html
@@ -618,7 +618,7 @@ <h2 id="key-considerations">Key Considerations:</h2>
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
-		<!-- This page `/blog/240729_what_is_the_perfect_approach_to_adjust_an_llm_to_your_genai_use_case/` was built on 2024-12-11T06:46:21.438Z -->
+		<!-- This page `/blog/240729_what_is_the_perfect_approach_to_adjust_an_llm_to_your_genai_use_case/` was built on 2024-12-11T10:47:24.173Z -->
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diff --git a/blog/240830_combining_the_hugging_face_model_platform_and_knowledge/index.html b/blog/240830_combining_the_hugging_face_model_platform_and_knowledge/index.html
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--- a/blog/240830_combining_the_hugging_face_model_platform_and_knowledge/index.html
+++ b/blog/240830_combining_the_hugging_face_model_platform_and_knowledge/index.html
@@ -596,7 +596,7 @@ <h1 id="combining-the-hugging-face-model-platform-and-knowledge-graph-trend-anal
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
-		<!-- This page `/blog/240830_combining_the_hugging_face_model_platform_and_knowledge/` was built on 2024-12-11T06:46:21.438Z -->
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diff --git a/blog/240903_sustainable_air_gapped_on_prem_llm_solution/index.html b/blog/240903_sustainable_air_gapped_on_prem_llm_solution/index.html
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--- a/blog/240903_sustainable_air_gapped_on_prem_llm_solution/index.html
+++ b/blog/240903_sustainable_air_gapped_on_prem_llm_solution/index.html
@@ -622,7 +622,7 @@ <h2 id="further-reading">Further Reading:</h2>
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
-		<!-- This page `/blog/240903_sustainable_air_gapped_on_prem_llm_solution/` was built on 2024-12-11T06:46:21.438Z -->
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diff --git a/blog/240910_for_more_sustainability_transparency_in_genai_share/index.html b/blog/240910_for_more_sustainability_transparency_in_genai_share/index.html
index f4bb568..382edb5 100644
--- a/blog/240910_for_more_sustainability_transparency_in_genai_share/index.html
+++ b/blog/240910_for_more_sustainability_transparency_in_genai_share/index.html
@@ -611,7 +611,7 @@ <h2 id="our-paper">Our Paper 📄</h2>
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
-		<!-- This page `/blog/240910_for_more_sustainability_transparency_in_genai_share/` was built on 2024-12-11T06:46:21.438Z -->
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diff --git a/blog/240917_todays_research_proposal_how_to_achieve_real/index.html b/blog/240917_todays_research_proposal_how_to_achieve_real/index.html
index 6955aea..e16c98e 100644
--- a/blog/240917_todays_research_proposal_how_to_achieve_real/index.html
+++ b/blog/240917_todays_research_proposal_how_to_achieve_real/index.html
@@ -623,7 +623,7 @@ <h2 id="questions">Questions:</h2>
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
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diff --git a/blog/240924_where_science_meets_innovation_my_personal/index.html b/blog/240924_where_science_meets_innovation_my_personal/index.html
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+++ b/blog/240924_where_science_meets_innovation_my_personal/index.html
@@ -609,7 +609,7 @@ <h2 id="metaverse-not-only-a-playground">🕹️ Metaverse, not only a Playgroun
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
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diff --git a/blog/241001_stop_adding_languages_to_llms_the_potential/index.html b/blog/241001_stop_adding_languages_to_llms_the_potential/index.html
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--- a/blog/241001_stop_adding_languages_to_llms_the_potential/index.html
+++ b/blog/241001_stop_adding_languages_to_llms_the_potential/index.html
@@ -621,7 +621,7 @@ <h2 id="your-opinion">Your Opinion 🤗</h2>
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
-		<!-- This page `/blog/241001_stop_adding_languages_to_llms_the_potential/` was built on 2024-12-11T06:46:21.439Z -->
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diff --git a/blog/241008_choosing_the_right_llm_for_your_needs_key_considerations/index.html b/blog/241008_choosing_the_right_llm_for_your_needs_key_considerations/index.html
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+++ b/blog/241008_choosing_the_right_llm_for_your_needs_key_considerations/index.html
@@ -614,7 +614,7 @@ <h2 id="what-do-you-think">What Do You Think?</h2>
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
-		<!-- This page `/blog/241008_choosing_the_right_llm_for_your_needs_key_considerations/` was built on 2024-12-11T06:46:21.439Z -->
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diff --git a/blog/241016_we_cannot_waste_time_and_resources_through_regenerating_genai_creations_genai_control_is_key_for_productivity/index.html b/blog/241016_we_cannot_waste_time_and_resources_through_regenerating_genai_creations_genai_control_is_key_for_productivity/index.html
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@@ -599,7 +599,7 @@ <h2 id="importance-of-genai-control">Importance of GenAI control:</h2>
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
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+		<!-- This page `/blog/241016_we_cannot_waste_time_and_resources_through_regenerating_genai_creations_genai_control_is_key_for_productivity/` was built on 2024-12-11T10:47:24.174Z -->
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diff --git a/blog/241025_a_genai_solution_tweak_to_rescue_ard_tagesschau_webpage/index.html b/blog/241025_a_genai_solution_tweak_to_rescue_ard_tagesschau_webpage/index.html
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+++ b/blog/241025_a_genai_solution_tweak_to_rescue_ard_tagesschau_webpage/index.html
@@ -623,7 +623,7 @@ <h1 id="a-genai-solution-tweak-to-rescue-ard-tagesschau-webpage">A GenAI Solutio
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
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diff --git a/blog/241105_the_uncanny_valley_phenomenon_in_genai_face_synthesis/index.html b/blog/241105_the_uncanny_valley_phenomenon_in_genai_face_synthesis/index.html
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+++ b/blog/241105_the_uncanny_valley_phenomenon_in_genai_face_synthesis/index.html
@@ -616,7 +616,7 @@ <h2 id="what-do-you-think">What Do You Think?</h2>
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
-		<!-- This page `/blog/241105_the_uncanny_valley_phenomenon_in_genai_face_synthesis/` was built on 2024-12-11T06:46:21.439Z -->
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diff --git a/blog/241113_new_official_osi_open_source_ai_definition_attacks_metas_llama_as_open_washing/index.html b/blog/241113_new_official_osi_open_source_ai_definition_attacks_metas_llama_as_open_washing/index.html
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+++ b/blog/241113_new_official_osi_open_source_ai_definition_attacks_metas_llama_as_open_washing/index.html
@@ -616,7 +616,7 @@ <h2 id="further-reading">Further Reading 📚</h2>
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
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+		<!-- This page `/blog/241113_new_official_osi_open_source_ai_definition_attacks_metas_llama_as_open_washing/` was built on 2024-12-11T10:47:24.174Z -->
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diff --git a/blog/241120_were_dealing_with_the_butterfly_effect_in_llm_creation_pipelines/index.html b/blog/241120_were_dealing_with_the_butterfly_effect_in_llm_creation_pipelines/index.html
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+++ b/blog/241120_were_dealing_with_the_butterfly_effect_in_llm_creation_pipelines/index.html
@@ -617,7 +617,7 @@ <h2 id="my-questions">My Questions:</h2>
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
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diff --git a/blog/241127_Teuken_Review/index.html b/blog/241127_Teuken_Review/index.html
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+++ b/blog/241127_Teuken_Review/index.html
@@ -615,7 +615,7 @@ <h2 id="my-questions-at-mehdi-ali-michael-fromm-max-luebbering-phd-and-all-your-
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
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diff --git a/blog/index.html b/blog/index.html
index 3ffc88a..d072f3f 100644
--- a/blog/index.html
+++ b/blog/index.html
@@ -706,6 +706,22 @@ <h1 id="blog-posts">Blog Posts</h1>
 		(<a class="color-gray-50" href="/blog/240624_alternative_to_genai_creativity_watch_and_try/">Read More</a>)&nbsp;&nbsp;(<a class="color-gray-50" href="https://www.linkedin.com/posts/carsten-draschner_artificialintelligence-evolutionaryalgorithms-activity-7211741750673973248-V4Ej?utm_source=share&amp;utm_medium=member_desktop">Original-Websource</a>)
 	</li>
 
+	<li class="postlist-item">
+		<span class="postlist-link">Fast New ELO Over MixEval. But Looking into Code, I Got Doubts!</span>
+		<time class="postlist-date" datetime="2024-06-20">June 2024</time>
+		<div><p>Have you seen that MixEval Hard has two interesting but little critical aspects</p>
+<p><picture><source type="image/avif" srcset="/img/Qs-Bzleob6-800.avif 800w"><source type="image/webp" srcset="/img/Qs-Bzleob6-800.webp 800w"><img loading="lazy" decoding="async" src="/img/Qs-Bzleob6-800.jpeg" alt="Image 1" width="800" height="745"></picture></p>
+<p><strong>TLDR</strong></p>
+<ul>
+<li>Examined MixEval, an open-source LLM benchmark</li>
+<li>Uses LLMs as judges to predict continuous values</li>
+<li>Evaluation data contains duplicates</li>
+<li>Uncertain about trusting these methods</li>
+</ul>
+</div>
+		(<a class="color-gray-50" href="/blog/240620_MixEval_doubts/">Read More</a>)&nbsp;&nbsp;(<a class="color-gray-50" href="https://www.linkedin.com/posts/carsten-draschner_claude-35-sonnet-ranks-1-on-mixeval-hard-activity-7209826705740361728-Fn3x?utm_source=share&amp;utm_medium=member_desktop">Original-Websource</a>)
+	</li>
+
 	<li class="postlist-item">
 		<span class="postlist-link">Do we need another GenAI solution? How &amp; why we developed a full-stack GenAI LLM+RAG tool called Alan. A sneak peek at what I am currently working on.</span>
 		<time class="postlist-date" datetime="2024-06-17">June 2024</time>
@@ -930,6 +946,22 @@ <h1 id="blog-posts">Blog Posts</h1>
 		(<a class="color-gray-50" href="/blog/240227_ever_wondered_about_open_source_llm_sizes/">Read More</a>)&nbsp;&nbsp;(<a class="color-gray-50" href="https://www.linkedin.com/posts/carsten-draschner_artificialintelligence-genai-maschinelearning-activity-7163192285034172416-AItW?utm_source=share&amp;utm_medium=member_desktop">Original-Websource</a>)
 	</li>
 
+	<li class="postlist-item">
+		<span class="postlist-link">We&#39;ve beaten GPT4! ... is a sentence which starts to annoy me.</span>
+		<time class="postlist-date" datetime="2024-02-20">February 2024</time>
+		<div><p>About Mistrust in LLM Evaluation. Benchmark contamination in LLMs? How to Evaluate GenAI?!</p>
+<p><picture><source type="image/avif" srcset="/img/MpNnbxOBA7-800.avif 800w"><source type="image/webp" srcset="/img/MpNnbxOBA7-800.webp 800w"><img loading="lazy" decoding="async" src="/img/MpNnbxOBA7-800.jpeg" alt="Image 1" width="800" height="800"></picture></p>
+<p><strong>𝗧𝗟;𝗗𝗥 ⏱️</strong></p>
+<ul>
+<li>News is flooded with LLMs being “better” than GPT4</li>
+<li>LLM Evaluation is Difficult</li>
+<li>Benchmark Contamination is a serious issue</li>
+<li>Build your own use case specific benchmarks</li>
+</ul>
+</div>
+		(<a class="color-gray-50" href="/blog/240220_beaten_gpt4/">Read More</a>)&nbsp;&nbsp;(<a class="color-gray-50" href="https://www.linkedin.com/posts/carsten-draschner_generativeai-artificialintelligence-llm-activity-7160295294906101761-koWS?utm_source=share&amp;utm_medium=member_desktop">Original-Websource</a>)
+	</li>
+
 	<li class="postlist-item">
 		<span class="postlist-link">DALLE has surprising guardrails. Your image is not filtered based on your prompt. &quot;Dead cookies&quot; may be generated ...sometimes</span>
 		<time class="postlist-date" datetime="2024-02-13">February 2024</time>
@@ -988,7 +1020,7 @@ <h1 id="blog-posts">Blog Posts</h1>
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
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diff --git a/contact/index.html b/contact/index.html
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@@ -447,7 +447,7 @@ <h1 id="contact">Contact</h1>
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
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diff --git a/feed/feed.xml b/feed/feed.xml
index d9a175c..bf5f517 100644
--- a/feed/feed.xml
+++ b/feed/feed.xml
@@ -769,52 +769,41 @@ We provide models of various sizes to align with your unique requirements for ca
 </content>
   </entry>
   <entry>
-    <title>Do we need another GenAI solution? How &amp; why we developed a full-stack GenAI LLM+RAG tool called Alan. A sneak peek at what I am currently working on.</title>
-    <link href="https://carstendraschner.github.io/blog/240617_do_we_need_another_genai_solution_how_why/" />
-    <updated>2024-06-17T00:00:00Z</updated>
-    <id>https://carstendraschner.github.io/blog/240617_do_we_need_another_genai_solution_how_why/</id>
-    <content type="html">&lt;p&gt;An overview of the motivations and technical aspects behind developing our own GenAI solution, Alan, at Comma Soft AG.&lt;/p&gt;
-&lt;p&gt;&lt;picture&gt;&lt;source type=&quot;image/avif&quot; srcset=&quot;https://carstendraschner.github.io/img/UXAYbK_4C8-986.avif 986w&quot;&gt;&lt;source type=&quot;image/webp&quot; srcset=&quot;https://carstendraschner.github.io/img/UXAYbK_4C8-986.webp 986w&quot;&gt;&lt;img loading=&quot;lazy&quot; decoding=&quot;async&quot; src=&quot;https://carstendraschner.github.io/img/UXAYbK_4C8-986.png&quot; alt=&quot;Alan PDF&quot; width=&quot;986&quot; height=&quot;668&quot;&gt;&lt;/picture&gt;&lt;/p&gt;
-&lt;p&gt;&lt;strong&gt;TL;DR ⏱️&lt;/strong&gt;&lt;/p&gt;
-&lt;ul&gt;
-&lt;li&gt;Diverse GenAI solutions exist&lt;/li&gt;
-&lt;li&gt;Unique motivations for developing our own tool&lt;/li&gt;
-&lt;li&gt;Technical advantages of our solution&lt;/li&gt;
-&lt;li&gt;Questions on custom development vs. wrappers&lt;/li&gt;
-&lt;/ul&gt;
-&lt;h2 id=&quot;current-landscape&quot;&gt;Current Landscape: 🏞️&lt;/h2&gt;
-&lt;ul&gt;
-&lt;li&gt;There are a variety of GenAI solutions out there&lt;/li&gt;
-&lt;li&gt;Many models from big tech companies work increasingly well for certain use cases.&lt;/li&gt;
-&lt;li&gt;And we have launched our own solution. Why?&lt;/li&gt;
-&lt;/ul&gt;
-&lt;h2 id=&quot;our-technical-perspective&quot;&gt;Our technical perspective: 🤓&lt;/h2&gt;
-&lt;ul&gt;
-&lt;li&gt;Data-Flow-Control: We want to know what happens to our data.&lt;/li&gt;
-&lt;li&gt;Hosting: We host all our models and data on German servers.&lt;/li&gt;
-&lt;li&gt;On-Premise: We can run our entire tech stack on-premise without any internet connection&lt;/li&gt;
-&lt;li&gt;Our-own-Alan-Model: We optimize our models for dedicated use cases through further training (e.g., better language skills in GER)&lt;/li&gt;
-&lt;li&gt;Knowledge-Enrichment: We decide for ourselves whether we want to make new knowledge available through our novel training approach or through our optimized RAG approach (as you might know there are plenty of options).&lt;/li&gt;
-&lt;li&gt;Alignment: We have control over the alignment, i.e., to what extent the values and behaviors of the model match our expectations.&lt;/li&gt;
-&lt;li&gt;SOTA: We always remain state of the art in a fusion of existing open source base models and in-house developments.&lt;/li&gt;
-&lt;li&gt;Benchmarking: We use benchmarks and measures we trust.&lt;/li&gt;
-&lt;/ul&gt;
-&lt;p&gt;With a great team at Comma Soft AG, it&#39;s enjoyable to develop such a helpful tool ❤️ In the appended PDF we show an extract of the full text story of our ALAN development journey 📖&lt;/p&gt;
-&lt;h2 id=&quot;questions&quot;&gt;Questions: 🤔&lt;/h2&gt;
+    <title>Fast New ELO Over MixEval. But Looking into Code, I Got Doubts!</title>
+    <link href="https://carstendraschner.github.io/blog/240620_MixEval_doubts/" />
+    <updated>2024-06-20T00:00:00Z</updated>
+    <id>https://carstendraschner.github.io/blog/240620_MixEval_doubts/</id>
+    <content type="html">&lt;p&gt;Have you seen that MixEval Hard has two interesting but little critical aspects&lt;/p&gt;
+&lt;p&gt;&lt;picture&gt;&lt;source type=&quot;image/avif&quot; srcset=&quot;https://carstendraschner.github.io/img/Qs-Bzleob6-800.avif 800w&quot;&gt;&lt;source type=&quot;image/webp&quot; srcset=&quot;https://carstendraschner.github.io/img/Qs-Bzleob6-800.webp 800w&quot;&gt;&lt;img loading=&quot;lazy&quot; decoding=&quot;async&quot; src=&quot;https://carstendraschner.github.io/img/Qs-Bzleob6-800.jpeg&quot; alt=&quot;Image 1&quot; width=&quot;800&quot; height=&quot;745&quot;&gt;&lt;/picture&gt;&lt;/p&gt;
+&lt;p&gt;&lt;strong&gt;TLDR&lt;/strong&gt;&lt;/p&gt;
+&lt;ul&gt;
+&lt;li&gt;Examined MixEval, an open-source LLM benchmark&lt;/li&gt;
+&lt;li&gt;Uses LLMs as judges to predict continuous values&lt;/li&gt;
+&lt;li&gt;Evaluation data contains duplicates&lt;/li&gt;
+&lt;li&gt;Uncertain about trusting these methods&lt;/li&gt;
+&lt;/ul&gt;
+&lt;h2 id=&quot;issues-with-mixeval&quot;&gt;Issues with MixEval&lt;/h2&gt;
+&lt;ol&gt;
+&lt;li&gt;For freeform answering, it lets e.g. GPT35T as judge predict values like &amp;quot;[[0.9]]&amp;quot; and try to fetch this as reliable number for correctness score.&lt;/li&gt;
+&lt;li&gt;The MixEval eval data contains several duplicates due to their sampling approach.&lt;/li&gt;
+&lt;/ol&gt;
+&lt;h2 id=&quot;my-take&quot;&gt;My Take&lt;/h2&gt;
+&lt;p&gt;I like the concept of MixEval to have an open-source LLM benchmark which has a good overlap to Arena Elo, but I am unsure if I trust LLMs as judge which try to reason continuous numbers for freeform LLM answers and relies on duplicates in samples.&lt;/p&gt;
+&lt;h2 id=&quot;extract-of-my-hands-on-criteria&quot;&gt;Extract of My Hands-On Criteria&lt;/h2&gt;
 &lt;ul&gt;
-&lt;li&gt;How did you decide if you want to develop something yourself or use more kind of wrappers?&lt;/li&gt;
-&lt;li&gt;How important is the management of sensitive data for you and where are your servers located?&lt;/li&gt;
+&lt;li&gt;What do you think?&lt;/li&gt;
+&lt;li&gt;Do you see an issue in duplicates within eval sets?&lt;/li&gt;
+&lt;li&gt;Would you trust LLMs as judge predicting continuous values for later usage?&lt;/li&gt;
 &lt;/ul&gt;
-&lt;h2 id=&quot;literature&quot;&gt;Literature: 📚&lt;/h2&gt;
+&lt;h2 id=&quot;credit&quot;&gt;Credit&lt;/h2&gt;
+&lt;p&gt;Thanks Philipp Schmid for your post(s)&lt;/p&gt;
+&lt;h2 id=&quot;my-questions&quot;&gt;My Questions?&lt;/h2&gt;
 &lt;ul&gt;
-&lt;li&gt;Here is the full Humboldt Travel Report with more background stories: &lt;a href=&quot;https://lnkd.in/emwvpQsW&quot;&gt;https://lnkd.in/emwvpQsW&lt;/a&gt;&lt;/li&gt;
-&lt;li&gt;Adjusting Model Alignment &lt;a href=&quot;https://lnkd.in/eWS-VZCD&quot;&gt;https://lnkd.in/eWS-VZCD&lt;/a&gt;&lt;/li&gt;
-&lt;li&gt;Model Selection &lt;a href=&quot;https://lnkd.in/duGzWugD&quot;&gt;https://lnkd.in/duGzWugD&lt;/a&gt;&lt;/li&gt;
-&lt;li&gt;Model Benchmarking &lt;a href=&quot;https://lnkd.in/dmBeQZ_j&quot;&gt;https://lnkd.in/dmBeQZ_j&lt;/a&gt;&lt;/li&gt;
+&lt;li&gt;What are your thoughts on MixEval?&lt;/li&gt;
+&lt;li&gt;Do you trust LLMs as judges in evaluating continuous values?&lt;/li&gt;
+&lt;li&gt;How do you handle duplicates in evaluation sets?&lt;/li&gt;
 &lt;/ul&gt;
-&lt;p&gt;For more GenAI LLM content and R&amp;amp;D discussions, follow me on LinkedIn. If you want to try out Alan, reach out to me: &lt;a href=&quot;http://alan.de&quot;&gt;http://alan.de&lt;/a&gt;&lt;/p&gt;
-&lt;p&gt;#artificialintelligence #llm #machinelearning #handson #genai&lt;/p&gt;
-&lt;p&gt;&lt;a href=&quot;https://www.linkedin.com/posts/carsten-draschner_humboldt-travel-report-alan-llm-genai-activity-7208854388101005312-Xr_o?utm_source=share&amp;amp;utm_medium=member_desktop&quot;&gt;LinkedIn Post&lt;/a&gt;&lt;/p&gt;
+&lt;p&gt;#generativeai #artificialintelligence #llm #machinelearning #benchmark&lt;/p&gt;
 </content>
   </entry>
 </feed>
\ No newline at end of file
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 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
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 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
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-		<!-- This page `/projects/` was built on 2024-12-11T06:46:21.439Z -->
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-		<!-- This page `/research/200901_distsim_scalable_distributed_in_memory/` was built on 2024-12-11T06:46:21.436Z -->
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 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
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diff --git a/research/210501_distrdf2ml/index.html b/research/210501_distrdf2ml/index.html
index 6c6d08a..c346cab 100644
--- a/research/210501_distrdf2ml/index.html
+++ b/research/210501_distrdf2ml/index.html
@@ -594,7 +594,7 @@ <h1 id="distrdf2ml-scalable-distributed-in-memory-machine-learning-pipelines-for
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
-		<!-- This page `/research/210501_distrdf2ml/` was built on 2024-12-11T06:46:21.437Z -->
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diff --git a/research/220902_ethical_and_sustainability/index.html b/research/220902_ethical_and_sustainability/index.html
index ae16b59..72b62e4 100644
--- a/research/220902_ethical_and_sustainability/index.html
+++ b/research/220902_ethical_and_sustainability/index.html
@@ -594,7 +594,7 @@ <h1 id="ethical-and-sustainability-considerations-for-knowledge-graphs-based-mac
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
-		<!-- This page `/research/220902_ethical_and_sustainability/` was built on 2024-12-11T06:46:21.437Z -->
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diff --git a/research/221214_scalable_distributed_machine_learning_for_knowledge_graphs/index.html b/research/221214_scalable_distributed_machine_learning_for_knowledge_graphs/index.html
index d7b4b5d..dd4be0a 100644
--- a/research/221214_scalable_distributed_machine_learning_for_knowledge_graphs/index.html
+++ b/research/221214_scalable_distributed_machine_learning_for_knowledge_graphs/index.html
@@ -594,7 +594,7 @@ <h1 id="scalable-distributed-machine-learning-for-knowledge-graphs">Scalable Dis
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
-		<!-- This page `/research/221214_scalable_distributed_machine_learning_for_knowledge_graphs/` was built on 2024-12-11T06:46:21.437Z -->
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diff --git a/research/230701_sime4kg/index.html b/research/230701_sime4kg/index.html
index 318eeb8..1a1b521 100644
--- a/research/230701_sime4kg/index.html
+++ b/research/230701_sime4kg/index.html
@@ -594,7 +594,7 @@ <h1 id="sime4kg-distributed-explainable-multi-modal-semantic-similarity-estimati
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
-		<!-- This page `/research/230701_sime4kg/` was built on 2024-12-11T06:46:21.437Z -->
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diff --git a/research/index.html b/research/index.html
index 77ca4a1..4dc447d 100644
--- a/research/index.html
+++ b/research/index.html
@@ -537,7 +537,7 @@ <h1 id="research">Research</h1>
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
-		<!-- This page `/research/` was built on 2024-12-11T06:46:21.439Z -->
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diff --git a/sitemap.xml b/sitemap.xml
index 8c98980..eb3a4c0 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -71,6 +71,11 @@
 		<lastmod>2024-02-13</lastmod>
 	</url>
 	
+	<url>
+		<loc>https://example.com/blog/240220_beaten_gpt4/</loc>
+		<lastmod>2024-02-20</lastmod>
+	</url>
+	
 	<url>
 		<loc>https://example.com/blog/240227_ever_wondered_about_open_source_llm_sizes/</loc>
 		<lastmod>2024-02-27</lastmod>
@@ -141,6 +146,11 @@
 		<lastmod>2024-06-17</lastmod>
 	</url>
 	
+	<url>
+		<loc>https://example.com/blog/240620_MixEval_doubts/</loc>
+		<lastmod>2024-06-20</lastmod>
+	</url>
+	
 	<url>
 		<loc>https://example.com/blog/240624_alternative_to_genai_creativity_watch_and_try/</loc>
 		<lastmod>2024-06-24</lastmod>
diff --git a/tags/blog/index.html b/tags/blog/index.html
index 15304a2..a231e90 100644
--- a/tags/blog/index.html
+++ b/tags/blog/index.html
@@ -706,6 +706,22 @@ <h1 id="tagged-blog">Tagged “blog”</h1>
 		(<a class="color-gray-50" href="/blog/240624_alternative_to_genai_creativity_watch_and_try/">Read More</a>)&nbsp;&nbsp;(<a class="color-gray-50" href="https://www.linkedin.com/posts/carsten-draschner_artificialintelligence-evolutionaryalgorithms-activity-7211741750673973248-V4Ej?utm_source=share&amp;utm_medium=member_desktop">Original-Websource</a>)
 	</li>
 
+	<li class="postlist-item">
+		<span class="postlist-link">Fast New ELO Over MixEval. But Looking into Code, I Got Doubts!</span>
+		<time class="postlist-date" datetime="2024-06-20">June 2024</time>
+		<div><p>Have you seen that MixEval Hard has two interesting but little critical aspects</p>
+<p><picture><source type="image/avif" srcset="/img/Qs-Bzleob6-800.avif 800w"><source type="image/webp" srcset="/img/Qs-Bzleob6-800.webp 800w"><img loading="lazy" decoding="async" src="/img/Qs-Bzleob6-800.jpeg" alt="Image 1" width="800" height="745"></picture></p>
+<p><strong>TLDR</strong></p>
+<ul>
+<li>Examined MixEval, an open-source LLM benchmark</li>
+<li>Uses LLMs as judges to predict continuous values</li>
+<li>Evaluation data contains duplicates</li>
+<li>Uncertain about trusting these methods</li>
+</ul>
+</div>
+		(<a class="color-gray-50" href="/blog/240620_MixEval_doubts/">Read More</a>)&nbsp;&nbsp;(<a class="color-gray-50" href="https://www.linkedin.com/posts/carsten-draschner_claude-35-sonnet-ranks-1-on-mixeval-hard-activity-7209826705740361728-Fn3x?utm_source=share&amp;utm_medium=member_desktop">Original-Websource</a>)
+	</li>
+
 	<li class="postlist-item">
 		<span class="postlist-link">Do we need another GenAI solution? How &amp; why we developed a full-stack GenAI LLM+RAG tool called Alan. A sneak peek at what I am currently working on.</span>
 		<time class="postlist-date" datetime="2024-06-17">June 2024</time>
@@ -930,6 +946,22 @@ <h1 id="tagged-blog">Tagged “blog”</h1>
 		(<a class="color-gray-50" href="/blog/240227_ever_wondered_about_open_source_llm_sizes/">Read More</a>)&nbsp;&nbsp;(<a class="color-gray-50" href="https://www.linkedin.com/posts/carsten-draschner_artificialintelligence-genai-maschinelearning-activity-7163192285034172416-AItW?utm_source=share&amp;utm_medium=member_desktop">Original-Websource</a>)
 	</li>
 
+	<li class="postlist-item">
+		<span class="postlist-link">We&#39;ve beaten GPT4! ... is a sentence which starts to annoy me.</span>
+		<time class="postlist-date" datetime="2024-02-20">February 2024</time>
+		<div><p>About Mistrust in LLM Evaluation. Benchmark contamination in LLMs? How to Evaluate GenAI?!</p>
+<p><picture><source type="image/avif" srcset="/img/MpNnbxOBA7-800.avif 800w"><source type="image/webp" srcset="/img/MpNnbxOBA7-800.webp 800w"><img loading="lazy" decoding="async" src="/img/MpNnbxOBA7-800.jpeg" alt="Image 1" width="800" height="800"></picture></p>
+<p><strong>𝗧𝗟;𝗗𝗥 ⏱️</strong></p>
+<ul>
+<li>News is flooded with LLMs being “better” than GPT4</li>
+<li>LLM Evaluation is Difficult</li>
+<li>Benchmark Contamination is a serious issue</li>
+<li>Build your own use case specific benchmarks</li>
+</ul>
+</div>
+		(<a class="color-gray-50" href="/blog/240220_beaten_gpt4/">Read More</a>)&nbsp;&nbsp;(<a class="color-gray-50" href="https://www.linkedin.com/posts/carsten-draschner_generativeai-artificialintelligence-llm-activity-7160295294906101761-koWS?utm_source=share&amp;utm_medium=member_desktop">Original-Websource</a>)
+	</li>
+
 	<li class="postlist-item">
 		<span class="postlist-link">DALLE has surprising guardrails. Your image is not filtered based on your prompt. &quot;Dead cookies&quot; may be generated ...sometimes</span>
 		<time class="postlist-date" datetime="2024-02-13">February 2024</time>
@@ -990,7 +1022,7 @@ <h1 id="tagged-blog">Tagged “blog”</h1>
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
-		<!-- This page `/tags/blog/` was built on 2024-12-11T06:46:21.551Z -->
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diff --git a/tags/index.html b/tags/index.html
index 1ab3f75..5e82e03 100644
--- a/tags/index.html
+++ b/tags/index.html
@@ -424,7 +424,7 @@ <h1 id="tags">Tags</h1>
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
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diff --git a/tags/project/index.html b/tags/project/index.html
index 7e84caa..c7443af 100644
--- a/tags/project/index.html
+++ b/tags/project/index.html
@@ -444,7 +444,7 @@ <h1 id="tagged-project">Tagged “project”</h1>
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
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diff --git a/tags/projects/index.html b/tags/projects/index.html
index 7cd004a..9bc1977 100644
--- a/tags/projects/index.html
+++ b/tags/projects/index.html
@@ -444,7 +444,7 @@ <h1 id="tagged-projects">Tagged “projects”</h1>
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
-		<!-- This page `/tags/projects/` was built on 2024-12-11T06:46:21.585Z -->
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diff --git a/tags/research/index.html b/tags/research/index.html
index 23cb1af..c28b6d1 100644
--- a/tags/research/index.html
+++ b/tags/research/index.html
@@ -539,7 +539,7 @@ <h1 id="tagged-research">Tagged “research”</h1>
 			<p>&copy; 2024 Carsten Felix Draschner, PhD</p>
 		</footer>
 
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