From 36d8061b4dfb3ef230bcf865ac04c7d395ae3739 Mon Sep 17 00:00:00 2001
From: Timothy Jaeryang Baek <tim@openwebui.com>
Date: Tue, 12 Nov 2024 23:14:25 -0800
Subject: [PATCH] refac: evaluations

---
 src/lib/components/admin/Evaluations.svelte   | 727 ++----------------
 .../admin/Evaluations/Feedbacks.svelte        | 283 +++++++
 .../admin/Evaluations/Leaderboard.svelte      | 410 ++++++++++
 3 files changed, 766 insertions(+), 654 deletions(-)
 create mode 100644 src/lib/components/admin/Evaluations/Feedbacks.svelte
 create mode 100644 src/lib/components/admin/Evaluations/Leaderboard.svelte

diff --git a/src/lib/components/admin/Evaluations.svelte b/src/lib/components/admin/Evaluations.svelte
index 088b157da..1fdd50df2 100644
--- a/src/lib/components/admin/Evaluations.svelte
+++ b/src/lib/components/admin/Evaluations.svelte
@@ -1,677 +1,96 @@
-<script lang="ts">
-	import fileSaver from 'file-saver';
-	const { saveAs } = fileSaver;
-
-	import { onMount, getContext } from 'svelte';
-	import dayjs from 'dayjs';
-	import relativeTime from 'dayjs/plugin/relativeTime';
-	dayjs.extend(relativeTime);
-
-	import * as ort from 'onnxruntime-web';
-	import { AutoModel, AutoTokenizer } from '@huggingface/transformers';
-
-	const EMBEDDING_MODEL = 'TaylorAI/bge-micro-v2';
-	let tokenizer = null;
-	let model = null;
-
-	import { models } from '$lib/stores';
-	import { deleteFeedbackById, exportAllFeedbacks, getAllFeedbacks } from '$lib/apis/evaluations';
-
-	import FeedbackMenu from './Evaluations/FeedbackMenu.svelte';
-	import EllipsisHorizontal from '../icons/EllipsisHorizontal.svelte';
-	import Tooltip from '../common/Tooltip.svelte';
-	import Badge from '../common/Badge.svelte';
-	import Pagination from '../common/Pagination.svelte';
-	import MagnifyingGlass from '../icons/MagnifyingGlass.svelte';
-	import Share from '../icons/Share.svelte';
-	import CloudArrowUp from '../icons/CloudArrowUp.svelte';
+<script>
+	import { getContext, tick, onMount } from 'svelte';
 	import { toast } from 'svelte-sonner';
-	import Spinner from '../common/Spinner.svelte';
-	import DocumentArrowUpSolid from '../icons/DocumentArrowUpSolid.svelte';
-	import DocumentArrowDown from '../icons/DocumentArrowDown.svelte';
-	import ArrowDownTray from '../icons/ArrowDownTray.svelte';
+	import Leaderboard from './Evaluations/Leaderboard.svelte';
+	import Feedbacks from './Evaluations/Feedbacks.svelte';
+
+	import { getAllFeedbacks } from '$lib/apis/evaluations';
 
 	const i18n = getContext('i18n');
 
-	let rankedModels = [];
-	let feedbacks = [];
-
-	let query = '';
-	let page = 1;
-
-	let tagEmbeddings = new Map();
+	let selectedTab = 'leaderboard';
 
 	let loaded = false;
-	let loadingLeaderboard = true;
-	let debounceTimer;
-
-	$: paginatedFeedbacks = feedbacks.slice((page - 1) * 10, page * 10);
-
-	type Feedback = {
-		id: string;
-		data: {
-			rating: number;
-			model_id: string;
-			sibling_model_ids: string[] | null;
-			reason: string;
-			comment: string;
-			tags: string[];
-		};
-		user: {
-			name: string;
-			profile_image_url: string;
-		};
-		updated_at: number;
-	};
-
-	type ModelStats = {
-		rating: number;
-		won: number;
-		lost: number;
-	};
-
-	//////////////////////
-	//
-	// Rank models by Elo rating
-	//
-	//////////////////////
-
-	const rankHandler = async (similarities: Map<string, number> = new Map()) => {
-		const modelStats = calculateModelStats(feedbacks, similarities);
-
-		rankedModels = $models
-			.filter((m) => m?.owned_by !== 'arena' && (m?.info?.meta?.hidden ?? false) !== true)
-			.map((model) => {
-				const stats = modelStats.get(model.id);
-				return {
-					...model,
-					rating: stats ? Math.round(stats.rating) : '-',
-					stats: {
-						count: stats ? stats.won + stats.lost : 0,
-						won: stats ? stats.won.toString() : '-',
-						lost: stats ? stats.lost.toString() : '-'
-					}
-				};
-			})
-			.sort((a, b) => {
-				if (a.rating === '-' && b.rating !== '-') return 1;
-				if (b.rating === '-' && a.rating !== '-') return -1;
-				if (a.rating !== '-' && b.rating !== '-') return b.rating - a.rating;
-				return a.name.localeCompare(b.name);
-			});
-
-		loadingLeaderboard = false;
-	};
-
-	function calculateModelStats(
-		feedbacks: Feedback[],
-		similarities: Map<string, number>
-	): Map<string, ModelStats> {
-		const stats = new Map<string, ModelStats>();
-		const K = 32;
-
-		function getOrDefaultStats(modelId: string): ModelStats {
-			return stats.get(modelId) || { rating: 1000, won: 0, lost: 0 };
-		}
-
-		function updateStats(modelId: string, ratingChange: number, outcome: number) {
-			const currentStats = getOrDefaultStats(modelId);
-			currentStats.rating += ratingChange;
-			if (outcome === 1) currentStats.won++;
-			else if (outcome === 0) currentStats.lost++;
-			stats.set(modelId, currentStats);
-		}
-
-		function calculateEloChange(
-			ratingA: number,
-			ratingB: number,
-			outcome: number,
-			similarity: number
-		): number {
-			const expectedScore = 1 / (1 + Math.pow(10, (ratingB - ratingA) / 400));
-			return K * (outcome - expectedScore) * similarity;
-		}
-
-		feedbacks.forEach((feedback) => {
-			const modelA = feedback.data.model_id;
-			const statsA = getOrDefaultStats(modelA);
-			let outcome: number;
-
-			switch (feedback.data.rating.toString()) {
-				case '1':
-					outcome = 1;
-					break;
-				case '-1':
-					outcome = 0;
-					break;
-				default:
-					return; // Skip invalid ratings
-			}
-
-			// If the query is empty, set similarity to 1, else get the similarity from the map
-			const similarity = query !== '' ? similarities.get(feedback.id) || 0 : 1;
-			const opponents = feedback.data.sibling_model_ids || [];
-
-			opponents.forEach((modelB) => {
-				const statsB = getOrDefaultStats(modelB);
-				const changeA = calculateEloChange(statsA.rating, statsB.rating, outcome, similarity);
-				const changeB = calculateEloChange(statsB.rating, statsA.rating, 1 - outcome, similarity);
-
-				updateStats(modelA, changeA, outcome);
-				updateStats(modelB, changeB, 1 - outcome);
-			});
-		});
-
-		return stats;
-	}
-
-	//////////////////////
-	//
-	// Calculate cosine similarity
-	//
-	//////////////////////
-
-	const cosineSimilarity = (vecA, vecB) => {
-		// Ensure the lengths of the vectors are the same
-		if (vecA.length !== vecB.length) {
-			throw new Error('Vectors must be the same length');
-		}
-
-		// Calculate the dot product
-		let dotProduct = 0;
-		let normA = 0;
-		let normB = 0;
-
-		for (let i = 0; i < vecA.length; i++) {
-			dotProduct += vecA[i] * vecB[i];
-			normA += vecA[i] ** 2;
-			normB += vecB[i] ** 2;
-		}
-
-		// Calculate the magnitudes
-		normA = Math.sqrt(normA);
-		normB = Math.sqrt(normB);
-
-		// Avoid division by zero
-		if (normA === 0 || normB === 0) {
-			return 0;
-		}
-
-		// Return the cosine similarity
-		return dotProduct / (normA * normB);
-	};
-
-	const calculateMaxSimilarity = (queryEmbedding, tagEmbeddings: Map<string, number[]>) => {
-		let maxSimilarity = 0;
-		for (const tagEmbedding of tagEmbeddings.values()) {
-			const similarity = cosineSimilarity(queryEmbedding, tagEmbedding);
-			maxSimilarity = Math.max(maxSimilarity, similarity);
-		}
-		return maxSimilarity;
-	};
-
-	//////////////////////
-	//
-	// Embedding functions
-	//
-	//////////////////////
-
-	const loadEmbeddingModel = async () => {
-		// Check if the tokenizer and model are already loaded and stored in the window object
-		if (!window.tokenizer) {
-			window.tokenizer = await AutoTokenizer.from_pretrained(EMBEDDING_MODEL);
-		}
-
-		if (!window.model) {
-			window.model = await AutoModel.from_pretrained(EMBEDDING_MODEL);
-		}
-
-		// Use the tokenizer and model from the window object
-		tokenizer = window.tokenizer;
-		model = window.model;
-
-		// Pre-compute embeddings for all unique tags
-		const allTags = new Set(feedbacks.flatMap((feedback) => feedback.data.tags || []));
-		await getTagEmbeddings(Array.from(allTags));
-	};
-
-	const getEmbeddings = async (text: string) => {
-		const tokens = await tokenizer(text);
-		const output = await model(tokens);
-
-		// Perform mean pooling on the last hidden states
-		const embeddings = output.last_hidden_state.mean(1);
-		return embeddings.ort_tensor.data;
-	};
-
-	const getTagEmbeddings = async (tags: string[]) => {
-		const embeddings = new Map();
-		for (const tag of tags) {
-			if (!tagEmbeddings.has(tag)) {
-				tagEmbeddings.set(tag, await getEmbeddings(tag));
-			}
-			embeddings.set(tag, tagEmbeddings.get(tag));
-		}
-		return embeddings;
-	};
-
-	const debouncedQueryHandler = async () => {
-		loadingLeaderboard = true;
-
-		if (query.trim() === '') {
-			rankHandler();
-			return;
-		}
-
-		clearTimeout(debounceTimer);
-
-		debounceTimer = setTimeout(async () => {
-			const queryEmbedding = await getEmbeddings(query);
-			const similarities = new Map<string, number>();
-
-			for (const feedback of feedbacks) {
-				const feedbackTags = feedback.data.tags || [];
-				const tagEmbeddings = await getTagEmbeddings(feedbackTags);
-				const maxSimilarity = calculateMaxSimilarity(queryEmbedding, tagEmbeddings);
-				similarities.set(feedback.id, maxSimilarity);
-			}
-
-			rankHandler(similarities);
-		}, 1500); // Debounce for 1.5 seconds
-	};
-
-	$: query, debouncedQueryHandler();
-
-	//////////////////////
-	//
-	// CRUD operations
-	//
-	//////////////////////
-
-	const deleteFeedbackHandler = async (feedbackId: string) => {
-		const response = await deleteFeedbackById(localStorage.token, feedbackId).catch((err) => {
-			toast.error(err);
-			return null;
-		});
-		if (response) {
-			feedbacks = feedbacks.filter((f) => f.id !== feedbackId);
-		}
-	};
-
-	const shareHandler = async () => {
-		toast.success($i18n.t('Redirecting you to OpenWebUI Community'));
-
-		// remove snapshot from feedbacks
-		const feedbacksToShare = feedbacks.map((f) => {
-			const { snapshot, user, ...rest } = f;
-			return rest;
-		});
-		console.log(feedbacksToShare);
-
-		const url = 'https://openwebui.com';
-		const tab = await window.open(`${url}/leaderboard`, '_blank');
-
-		// Define the event handler function
-		const messageHandler = (event) => {
-			if (event.origin !== url) return;
-			if (event.data === 'loaded') {
-				tab.postMessage(JSON.stringify(feedbacksToShare), '*');
-
-				// Remove the event listener after handling the message
-				window.removeEventListener('message', messageHandler);
-			}
-		};
-
-		window.addEventListener('message', messageHandler, false);
-	};
-
-	const exportHandler = async () => {
-		const _feedbacks = await exportAllFeedbacks(localStorage.token).catch((err) => {
-			toast.error(err);
-			return null;
-		});
-
-		if (_feedbacks) {
-			let blob = new Blob([JSON.stringify(_feedbacks)], {
-				type: 'application/json'
-			});
-			saveAs(blob, `feedback-history-export-${Date.now()}.json`);
-		}
-	};
+	let feedbacks = [];
 
 	onMount(async () => {
 		feedbacks = await getAllFeedbacks(localStorage.token);
 		loaded = true;
 
-		rankHandler();
+		const containerElement = document.getElementById('users-tabs-container');
+
+		if (containerElement) {
+			containerElement.addEventListener('wheel', function (event) {
+				if (event.deltaY !== 0) {
+					// Adjust horizontal scroll position based on vertical scroll
+					containerElement.scrollLeft += event.deltaY;
+				}
+			});
+		}
 	});
 </script>
 
 {#if loaded}
-	<div class="mt-0.5 mb-2 gap-1 flex flex-col md:flex-row justify-between">
-		<div class="flex md:self-center text-lg font-medium px-0.5 shrink-0 items-center">
-			<div class=" gap-1">
-				{$i18n.t('Leaderboard')}
-			</div>
-
-			<div class="flex self-center w-[1px] h-6 mx-2.5 bg-gray-50 dark:bg-gray-850" />
-
-			<span class="text-lg font-medium text-gray-500 dark:text-gray-300 mr-1.5"
-				>{rankedModels.length}</span
+	<div class="flex flex-col lg:flex-row w-full h-full -mt-0.5 pb-2 lg:space-x-4">
+		<div
+			id="users-tabs-container"
+			class="tabs flex flex-row overflow-x-auto gap-2.5 max-w-full lg:gap-1 lg:flex-col lg:flex-none lg:w-40 dark:text-gray-200 text-sm font-medium text-left scrollbar-none"
+		>
+			<button
+				class="px-0.5 py-1 min-w-fit rounded-lg lg:flex-none flex text-right transition {selectedTab ===
+				'leaderboard'
+					? ''
+					: ' text-gray-300 dark:text-gray-600 hover:text-gray-700 dark:hover:text-white'}"
+				on:click={() => {
+					selectedTab = 'leaderboard';
+				}}
 			>
-		</div>
-
-		<div class=" flex space-x-2">
-			<Tooltip content={$i18n.t('Re-rank models by topic similarity')}>
-				<div class="flex flex-1">
-					<div class=" self-center ml-1 mr-3">
-						<MagnifyingGlass className="size-3" />
-					</div>
-					<input
-						class=" w-full text-sm pr-4 py-1 rounded-r-xl outline-none bg-transparent"
-						bind:value={query}
-						placeholder={$i18n.t('Search')}
-						on:focus={() => {
-							loadEmbeddingModel();
-						}}
-					/>
-				</div>
-			</Tooltip>
-		</div>
-	</div>
-
-	<div
-		class="scrollbar-hidden relative whitespace-nowrap overflow-x-auto max-w-full rounded pt-0.5"
-	>
-		{#if loadingLeaderboard}
-			<div class=" absolute top-0 bottom-0 left-0 right-0 flex">
-				<div class="m-auto">
-					<Spinner />
-				</div>
-			</div>
-		{/if}
-		{#if (rankedModels ?? []).length === 0}
-			<div class="text-center text-xs text-gray-500 dark:text-gray-400 py-1">
-				{$i18n.t('No models found')}
-			</div>
-		{:else}
-			<table
-				class="w-full text-sm text-left text-gray-500 dark:text-gray-400 table-auto max-w-full rounded {loadingLeaderboard
-					? 'opacity-20'
-					: ''}"
-			>
-				<thead
-					class="text-xs text-gray-700 uppercase bg-gray-50 dark:bg-gray-850 dark:text-gray-400 -translate-y-0.5"
-				>
-					<tr class="">
-						<th scope="col" class="px-3 py-1.5 cursor-pointer select-none w-3">
-							{$i18n.t('RK')}
-						</th>
-						<th scope="col" class="px-3 py-1.5 cursor-pointer select-none">
-							{$i18n.t('Model')}
-						</th>
-						<th scope="col" class="px-3 py-1.5 text-right cursor-pointer select-none w-fit">
-							{$i18n.t('Rating')}
-						</th>
-						<th scope="col" class="px-3 py-1.5 text-right cursor-pointer select-none w-5">
-							{$i18n.t('Won')}
-						</th>
-						<th scope="col" class="px-3 py-1.5 text-right cursor-pointer select-none w-5">
-							{$i18n.t('Lost')}
-						</th>
-					</tr>
-				</thead>
-				<tbody class="">
-					{#each rankedModels as model, modelIdx (model.id)}
-						<tr class="bg-white dark:bg-gray-900 dark:border-gray-850 text-xs group">
-							<td class="px-3 py-1.5 text-left font-medium text-gray-900 dark:text-white w-fit">
-								<div class=" line-clamp-1">
-									{model?.rating !== '-' ? modelIdx + 1 : '-'}
-								</div>
-							</td>
-							<td class="px-3 py-1.5 flex flex-col justify-center">
-								<div class="flex items-center gap-2">
-									<div class="flex-shrink-0">
-										<img
-											src={model?.info?.meta?.profile_image_url ?? '/favicon.png'}
-											alt={model.name}
-											class="size-5 rounded-full object-cover shrink-0"
-										/>
-									</div>
-
-									<div class="font-medium text-gray-800 dark:text-gray-200 pr-4">
-										{model.name}
-									</div>
-								</div>
-							</td>
-							<td class="px-3 py-1.5 text-right font-medium text-gray-900 dark:text-white w-max">
-								{model.rating}
-							</td>
-
-							<td class=" px-3 py-1.5 text-right font-semibold text-green-500">
-								<div class=" w-10">
-									{#if model.stats.won === '-'}
-										-
-									{:else}
-										<span class="hidden group-hover:inline"
-											>{((model.stats.won / model.stats.count) * 100).toFixed(1)}%</span
-										>
-										<span class=" group-hover:hidden">{model.stats.won}</span>
-									{/if}
-								</div>
-							</td>
-
-							<td class="px-3 py-1.5 text-right font-semibold text-red-500">
-								<div class=" w-10">
-									{#if model.stats.lost === '-'}
-										-
-									{:else}
-										<span class="hidden group-hover:inline"
-											>{((model.stats.lost / model.stats.count) * 100).toFixed(1)}%</span
-										>
-										<span class=" group-hover:hidden">{model.stats.lost}</span>
-									{/if}
-								</div>
-							</td>
-						</tr>
-					{/each}
-				</tbody>
-			</table>
-		{/if}
-	</div>
-
-	<div class=" text-gray-500 text-xs mt-1.5 w-full flex justify-end">
-		<div class=" text-right">
-			<div class="line-clamp-1">
-				ⓘ {$i18n.t(
-					'The evaluation leaderboard is based on the Elo rating system and is updated in real-time.'
-				)}
-			</div>
-			{$i18n.t(
-				'The leaderboard is currently in beta, and we may adjust the rating calculations as we refine the algorithm.'
-			)}
-		</div>
-	</div>
-
-	<div class="pb-4"></div>
-
-	<div class="mt-0.5 mb-2 gap-1 flex flex-col md:flex-row justify-between">
-		<div class="flex md:self-center text-lg font-medium px-0.5">
-			{$i18n.t('Feedback History')}
-
-			<div class="flex self-center w-[1px] h-6 mx-2.5 bg-gray-50 dark:bg-gray-850" />
-
-			<span class="text-lg font-medium text-gray-500 dark:text-gray-300">{feedbacks.length}</span>
-		</div>
-
-		<div>
-			<div>
-				<Tooltip content={$i18n.t('Export')}>
-					<button
-						class=" p-2 rounded-xl hover:bg-gray-100 dark:bg-gray-900 dark:hover:bg-gray-850 transition font-medium text-sm flex items-center space-x-1"
-						on:click={() => {
-							exportHandler();
-						}}
+				<div class=" self-center mr-2">
+					<svg
+						xmlns="http://www.w3.org/2000/svg"
+						viewBox="0 0 16 16"
+						fill="currentColor"
+						class="size-4"
 					>
-						<ArrowDownTray className="size-3" />
-					</button>
-				</Tooltip>
-			</div>
-		</div>
-	</div>
+						<path
+							d="M8.5 4.5a2.5 2.5 0 1 1-5 0 2.5 2.5 0 0 1 5 0ZM10.9 12.006c.11.542-.348.994-.9.994H2c-.553 0-1.01-.452-.902-.994a5.002 5.002 0 0 1 9.803 0ZM14.002 12h-1.59a2.556 2.556 0 0 0-.04-.29 6.476 6.476 0 0 0-1.167-2.603 3.002 3.002 0 0 1 3.633 1.911c.18.522-.283.982-.836.982ZM12 8a2 2 0 1 0 0-4 2 2 0 0 0 0 4Z"
+						/>
+					</svg>
+				</div>
+				<div class=" self-center">{$i18n.t('Leaderboard')}</div>
+			</button>
 
-	<div
-		class="scrollbar-hidden relative whitespace-nowrap overflow-x-auto max-w-full rounded pt-0.5"
-	>
-		{#if (feedbacks ?? []).length === 0}
-			<div class="text-center text-xs text-gray-500 dark:text-gray-400 py-1">
-				{$i18n.t('No feedbacks found')}
-			</div>
-		{:else}
-			<table
-				class="w-full text-sm text-left text-gray-500 dark:text-gray-400 table-auto max-w-full rounded"
+			<button
+				class="px-0.5 py-1 min-w-fit rounded-lg lg:flex-none flex text-right transition {selectedTab ===
+				'feedbacks'
+					? ''
+					: ' text-gray-300 dark:text-gray-600 hover:text-gray-700 dark:hover:text-white'}"
+				on:click={() => {
+					selectedTab = 'feedbacks';
+				}}
 			>
-				<thead
-					class="text-xs text-gray-700 uppercase bg-gray-50 dark:bg-gray-850 dark:text-gray-400 -translate-y-0.5"
-				>
-					<tr class="">
-						<th scope="col" class="px-3 text-right cursor-pointer select-none w-0">
-							{$i18n.t('User')}
-						</th>
-
-						<th scope="col" class="px-3 pr-1.5 cursor-pointer select-none">
-							{$i18n.t('Models')}
-						</th>
-
-						<th scope="col" class="px-3 py-1.5 text-right cursor-pointer select-none w-fit">
-							{$i18n.t('Result')}
-						</th>
-
-						<th scope="col" class="px-3 py-1.5 text-right cursor-pointer select-none w-0">
-							{$i18n.t('Updated At')}
-						</th>
-
-						<th scope="col" class="px-3 py-1.5 text-right cursor-pointer select-none w-0"> </th>
-					</tr>
-				</thead>
-				<tbody class="">
-					{#each paginatedFeedbacks as feedback (feedback.id)}
-						<tr class="bg-white dark:bg-gray-900 dark:border-gray-850 text-xs">
-							<td class=" py-0.5 text-right font-semibold">
-								<div class="flex justify-center">
-									<Tooltip content={feedback?.user?.name}>
-										<div class="flex-shrink-0">
-											<img
-												src={feedback?.user?.profile_image_url ?? '/user.png'}
-												alt={feedback?.user?.name}
-												class="size-5 rounded-full object-cover shrink-0"
-											/>
-										</div>
-									</Tooltip>
-								</div>
-							</td>
-
-							<td class=" py-1 pl-3 flex flex-col">
-								<div class="flex flex-col items-start gap-0.5 h-full">
-									<div class="flex flex-col h-full">
-										{#if feedback.data?.sibling_model_ids}
-											<div class="font-semibold text-gray-600 dark:text-gray-400 flex-1">
-												{feedback.data?.model_id}
-											</div>
-
-											<Tooltip content={feedback.data.sibling_model_ids.join(', ')}>
-												<div class=" text-[0.65rem] text-gray-600 dark:text-gray-400 line-clamp-1">
-													{#if feedback.data.sibling_model_ids.length > 2}
-														<!-- {$i18n.t('and {{COUNT}} more')} -->
-														{feedback.data.sibling_model_ids.slice(0, 2).join(', ')}, {$i18n.t(
-															'and {{COUNT}} more',
-															{ COUNT: feedback.data.sibling_model_ids.length - 2 }
-														)}
-													{:else}
-														{feedback.data.sibling_model_ids.join(', ')}
-													{/if}
-												</div>
-											</Tooltip>
-										{:else}
-											<div
-												class=" text-sm font-medium text-gray-600 dark:text-gray-400 flex-1 py-1.5"
-											>
-												{feedback.data?.model_id}
-											</div>
-										{/if}
-									</div>
-								</div>
-							</td>
-							<td class="px-3 py-1 text-right font-medium text-gray-900 dark:text-white w-max">
-								<div class=" flex justify-end">
-									{#if feedback.data.rating.toString() === '1'}
-										<Badge type="info" content={$i18n.t('Won')} />
-									{:else if feedback.data.rating.toString() === '0'}
-										<Badge type="muted" content={$i18n.t('Draw')} />
-									{:else if feedback.data.rating.toString() === '-1'}
-										<Badge type="error" content={$i18n.t('Lost')} />
-									{/if}
-								</div>
-							</td>
-
-							<td class=" px-3 py-1 text-right font-medium">
-								{dayjs(feedback.updated_at * 1000).fromNow()}
-							</td>
-
-							<td class=" px-3 py-1 text-right font-semibold">
-								<FeedbackMenu
-									on:delete={(e) => {
-										deleteFeedbackHandler(feedback.id);
-									}}
-								>
-									<button
-										class="self-center w-fit text-sm p-1.5 dark:text-gray-300 dark:hover:text-white hover:bg-black/5 dark:hover:bg-white/5 rounded-xl"
-									>
-										<EllipsisHorizontal />
-									</button>
-								</FeedbackMenu>
-							</td>
-						</tr>
-					{/each}
-				</tbody>
-			</table>
-		{/if}
-	</div>
-
-	{#if feedbacks.length > 0}
-		<div class=" flex flex-col justify-end w-full text-right gap-1">
-			<div class="line-clamp-1 text-gray-500 text-xs">
-				{$i18n.t('Help us create the best community leaderboard by sharing your feedback history!')}
-			</div>
-
-			<div class="flex space-x-1 ml-auto">
-				<Tooltip
-					content={$i18n.t(
-						'To protect your privacy, only ratings, model IDs, tags, and metadata are shared from your feedback—your chat logs remain private and are not included.'
-					)}
-				>
-					<button
-						class="flex text-xs items-center px-3 py-1.5 rounded-xl bg-gray-50 hover:bg-gray-100 dark:bg-gray-850 dark:hover:bg-gray-800 dark:text-gray-200 transition"
-						on:click={async () => {
-							shareHandler();
-						}}
+				<div class=" self-center mr-2">
+					<svg
+						xmlns="http://www.w3.org/2000/svg"
+						viewBox="0 0 16 16"
+						fill="currentColor"
+						class="size-4"
 					>
-						<div class=" self-center mr-2 font-medium line-clamp-1">
-							{$i18n.t('Share to OpenWebUI Community')}
-						</div>
-
-						<div class=" self-center">
-							<CloudArrowUp className="size-3" strokeWidth="3" />
-						</div>
-					</button>
-				</Tooltip>
-			</div>
+						<path
+							d="M8 8a2.5 2.5 0 1 0 0-5 2.5 2.5 0 0 0 0 5ZM3.156 11.763c.16-.629.44-1.21.813-1.72a2.5 2.5 0 0 0-2.725 1.377c-.136.287.102.58.418.58h1.449c.01-.077.025-.156.045-.237ZM12.847 11.763c.02.08.036.16.046.237h1.446c.316 0 .554-.293.417-.579a2.5 2.5 0 0 0-2.722-1.378c.374.51.653 1.09.813 1.72ZM14 7.5a1.5 1.5 0 1 1-3 0 1.5 1.5 0 0 1 3 0ZM3.5 9a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3ZM5 13c-.552 0-1.013-.455-.876-.99a4.002 4.002 0 0 1 7.753 0c.136.535-.324.99-.877.99H5Z"
+						/>
+					</svg>
+				</div>
+				<div class=" self-center">{$i18n.t('Feedbacks')}</div>
+			</button>
 		</div>
-	{/if}
 
-	{#if feedbacks.length > 10}
-		<Pagination bind:page count={feedbacks.length} perPage={10} />
-	{/if}
-
-	<div class="pb-12"></div>
+		<div class="flex-1 mt-1 lg:mt-0 overflow-y-scroll">
+			{#if selectedTab === 'leaderboard'}
+				<Leaderboard {feedbacks} />
+			{:else if selectedTab === 'feedbacks'}
+				<Feedbacks {feedbacks} />
+			{/if}
+		</div>
+	</div>
 {/if}
diff --git a/src/lib/components/admin/Evaluations/Feedbacks.svelte b/src/lib/components/admin/Evaluations/Feedbacks.svelte
new file mode 100644
index 000000000..d1caf769b
--- /dev/null
+++ b/src/lib/components/admin/Evaluations/Feedbacks.svelte
@@ -0,0 +1,283 @@
+<script lang="ts">
+	import { toast } from 'svelte-sonner';
+	import fileSaver from 'file-saver';
+	const { saveAs } = fileSaver;
+
+	import dayjs from 'dayjs';
+	import relativeTime from 'dayjs/plugin/relativeTime';
+	dayjs.extend(relativeTime);
+
+	import { onMount, getContext } from 'svelte';
+	const i18n = getContext('i18n');
+
+	import { deleteFeedbackById, exportAllFeedbacks, getAllFeedbacks } from '$lib/apis/evaluations';
+
+	import Tooltip from '$lib/components/common/Tooltip.svelte';
+	import ArrowDownTray from '$lib/components/icons/ArrowDownTray.svelte';
+	import Badge from '$lib/components/common/Badge.svelte';
+	import CloudArrowUp from '$lib/components/icons/CloudArrowUp.svelte';
+	import Pagination from '$lib/components/common/Pagination.svelte';
+	import FeedbackMenu from './FeedbackMenu.svelte';
+	import EllipsisHorizontal from '$lib/components/icons/EllipsisHorizontal.svelte';
+
+	export let feedbacks = [];
+
+	let page = 1;
+	$: paginatedFeedbacks = feedbacks.slice((page - 1) * 10, page * 10);
+
+	type Feedback = {
+		id: string;
+		data: {
+			rating: number;
+			model_id: string;
+			sibling_model_ids: string[] | null;
+			reason: string;
+			comment: string;
+			tags: string[];
+		};
+		user: {
+			name: string;
+			profile_image_url: string;
+		};
+		updated_at: number;
+	};
+
+	type ModelStats = {
+		rating: number;
+		won: number;
+		lost: number;
+	};
+
+	//////////////////////
+	//
+	// CRUD operations
+	//
+	//////////////////////
+
+	const deleteFeedbackHandler = async (feedbackId: string) => {
+		const response = await deleteFeedbackById(localStorage.token, feedbackId).catch((err) => {
+			toast.error(err);
+			return null;
+		});
+		if (response) {
+			feedbacks = feedbacks.filter((f) => f.id !== feedbackId);
+		}
+	};
+
+	const shareHandler = async () => {
+		toast.success($i18n.t('Redirecting you to OpenWebUI Community'));
+
+		// remove snapshot from feedbacks
+		const feedbacksToShare = feedbacks.map((f) => {
+			const { snapshot, user, ...rest } = f;
+			return rest;
+		});
+		console.log(feedbacksToShare);
+
+		const url = 'https://openwebui.com';
+		const tab = await window.open(`${url}/leaderboard`, '_blank');
+
+		// Define the event handler function
+		const messageHandler = (event) => {
+			if (event.origin !== url) return;
+			if (event.data === 'loaded') {
+				tab.postMessage(JSON.stringify(feedbacksToShare), '*');
+
+				// Remove the event listener after handling the message
+				window.removeEventListener('message', messageHandler);
+			}
+		};
+
+		window.addEventListener('message', messageHandler, false);
+	};
+
+	const exportHandler = async () => {
+		const _feedbacks = await exportAllFeedbacks(localStorage.token).catch((err) => {
+			toast.error(err);
+			return null;
+		});
+
+		if (_feedbacks) {
+			let blob = new Blob([JSON.stringify(_feedbacks)], {
+				type: 'application/json'
+			});
+			saveAs(blob, `feedback-history-export-${Date.now()}.json`);
+		}
+	};
+</script>
+
+<div class="mt-0.5 mb-2 gap-1 flex flex-col md:flex-row justify-between">
+	<div class="flex md:self-center text-lg font-medium px-0.5">
+		{$i18n.t('Feedback History')}
+
+		<div class="flex self-center w-[1px] h-6 mx-2.5 bg-gray-50 dark:bg-gray-850" />
+
+		<span class="text-lg font-medium text-gray-500 dark:text-gray-300">{feedbacks.length}</span>
+	</div>
+
+	<div>
+		<div>
+			<Tooltip content={$i18n.t('Export')}>
+				<button
+					class=" p-2 rounded-xl hover:bg-gray-100 dark:bg-gray-900 dark:hover:bg-gray-850 transition font-medium text-sm flex items-center space-x-1"
+					on:click={() => {
+						exportHandler();
+					}}
+				>
+					<ArrowDownTray className="size-3" />
+				</button>
+			</Tooltip>
+		</div>
+	</div>
+</div>
+
+<div class="scrollbar-hidden relative whitespace-nowrap overflow-x-auto max-w-full rounded pt-0.5">
+	{#if (feedbacks ?? []).length === 0}
+		<div class="text-center text-xs text-gray-500 dark:text-gray-400 py-1">
+			{$i18n.t('No feedbacks found')}
+		</div>
+	{:else}
+		<table
+			class="w-full text-sm text-left text-gray-500 dark:text-gray-400 table-auto max-w-full rounded"
+		>
+			<thead
+				class="text-xs text-gray-700 uppercase bg-gray-50 dark:bg-gray-850 dark:text-gray-400 -translate-y-0.5"
+			>
+				<tr class="">
+					<th scope="col" class="px-3 text-right cursor-pointer select-none w-0">
+						{$i18n.t('User')}
+					</th>
+
+					<th scope="col" class="px-3 pr-1.5 cursor-pointer select-none">
+						{$i18n.t('Models')}
+					</th>
+
+					<th scope="col" class="px-3 py-1.5 text-right cursor-pointer select-none w-fit">
+						{$i18n.t('Result')}
+					</th>
+
+					<th scope="col" class="px-3 py-1.5 text-right cursor-pointer select-none w-0">
+						{$i18n.t('Updated At')}
+					</th>
+
+					<th scope="col" class="px-3 py-1.5 text-right cursor-pointer select-none w-0"> </th>
+				</tr>
+			</thead>
+			<tbody class="">
+				{#each paginatedFeedbacks as feedback (feedback.id)}
+					<tr class="bg-white dark:bg-gray-900 dark:border-gray-850 text-xs">
+						<td class=" py-0.5 text-right font-semibold">
+							<div class="flex justify-center">
+								<Tooltip content={feedback?.user?.name}>
+									<div class="flex-shrink-0">
+										<img
+											src={feedback?.user?.profile_image_url ?? '/user.png'}
+											alt={feedback?.user?.name}
+											class="size-5 rounded-full object-cover shrink-0"
+										/>
+									</div>
+								</Tooltip>
+							</div>
+						</td>
+
+						<td class=" py-1 pl-3 flex flex-col">
+							<div class="flex flex-col items-start gap-0.5 h-full">
+								<div class="flex flex-col h-full">
+									{#if feedback.data?.sibling_model_ids}
+										<div class="font-semibold text-gray-600 dark:text-gray-400 flex-1">
+											{feedback.data?.model_id}
+										</div>
+
+										<Tooltip content={feedback.data.sibling_model_ids.join(', ')}>
+											<div class=" text-[0.65rem] text-gray-600 dark:text-gray-400 line-clamp-1">
+												{#if feedback.data.sibling_model_ids.length > 2}
+													<!-- {$i18n.t('and {{COUNT}} more')} -->
+													{feedback.data.sibling_model_ids.slice(0, 2).join(', ')}, {$i18n.t(
+														'and {{COUNT}} more',
+														{ COUNT: feedback.data.sibling_model_ids.length - 2 }
+													)}
+												{:else}
+													{feedback.data.sibling_model_ids.join(', ')}
+												{/if}
+											</div>
+										</Tooltip>
+									{:else}
+										<div
+											class=" text-sm font-medium text-gray-600 dark:text-gray-400 flex-1 py-1.5"
+										>
+											{feedback.data?.model_id}
+										</div>
+									{/if}
+								</div>
+							</div>
+						</td>
+						<td class="px-3 py-1 text-right font-medium text-gray-900 dark:text-white w-max">
+							<div class=" flex justify-end">
+								{#if feedback.data.rating.toString() === '1'}
+									<Badge type="info" content={$i18n.t('Won')} />
+								{:else if feedback.data.rating.toString() === '0'}
+									<Badge type="muted" content={$i18n.t('Draw')} />
+								{:else if feedback.data.rating.toString() === '-1'}
+									<Badge type="error" content={$i18n.t('Lost')} />
+								{/if}
+							</div>
+						</td>
+
+						<td class=" px-3 py-1 text-right font-medium">
+							{dayjs(feedback.updated_at * 1000).fromNow()}
+						</td>
+
+						<td class=" px-3 py-1 text-right font-semibold">
+							<FeedbackMenu
+								on:delete={(e) => {
+									deleteFeedbackHandler(feedback.id);
+								}}
+							>
+								<button
+									class="self-center w-fit text-sm p-1.5 dark:text-gray-300 dark:hover:text-white hover:bg-black/5 dark:hover:bg-white/5 rounded-xl"
+								>
+									<EllipsisHorizontal />
+								</button>
+							</FeedbackMenu>
+						</td>
+					</tr>
+				{/each}
+			</tbody>
+		</table>
+	{/if}
+</div>
+
+{#if feedbacks.length > 0}
+	<div class=" flex flex-col justify-end w-full text-right gap-1">
+		<div class="line-clamp-1 text-gray-500 text-xs">
+			{$i18n.t('Help us create the best community leaderboard by sharing your feedback history!')}
+		</div>
+
+		<div class="flex space-x-1 ml-auto">
+			<Tooltip
+				content={$i18n.t(
+					'To protect your privacy, only ratings, model IDs, tags, and metadata are shared from your feedback—your chat logs remain private and are not included.'
+				)}
+			>
+				<button
+					class="flex text-xs items-center px-3 py-1.5 rounded-xl bg-gray-50 hover:bg-gray-100 dark:bg-gray-850 dark:hover:bg-gray-800 dark:text-gray-200 transition"
+					on:click={async () => {
+						shareHandler();
+					}}
+				>
+					<div class=" self-center mr-2 font-medium line-clamp-1">
+						{$i18n.t('Share to OpenWebUI Community')}
+					</div>
+
+					<div class=" self-center">
+						<CloudArrowUp className="size-3" strokeWidth="3" />
+					</div>
+				</button>
+			</Tooltip>
+		</div>
+	</div>
+{/if}
+
+{#if feedbacks.length > 10}
+	<Pagination bind:page count={feedbacks.length} perPage={10} />
+{/if}
diff --git a/src/lib/components/admin/Evaluations/Leaderboard.svelte b/src/lib/components/admin/Evaluations/Leaderboard.svelte
new file mode 100644
index 000000000..59f6df916
--- /dev/null
+++ b/src/lib/components/admin/Evaluations/Leaderboard.svelte
@@ -0,0 +1,410 @@
+<script lang="ts">
+	import * as ort from 'onnxruntime-web';
+	import { AutoModel, AutoTokenizer } from '@huggingface/transformers';
+
+	import { onMount, getContext } from 'svelte';
+	import { models } from '$lib/stores';
+
+	import Spinner from '$lib/components/common/Spinner.svelte';
+	import Tooltip from '$lib/components/common/Tooltip.svelte';
+	import MagnifyingGlass from '$lib/components/icons/MagnifyingGlass.svelte';
+
+	const i18n = getContext('i18n');
+
+	const EMBEDDING_MODEL = 'TaylorAI/bge-micro-v2';
+
+	let tokenizer = null;
+	let model = null;
+
+	export let feedbacks = [];
+
+	let rankedModels = [];
+
+	let query = '';
+
+	let tagEmbeddings = new Map();
+	let loadingLeaderboard = true;
+	let debounceTimer;
+
+	type Feedback = {
+		id: string;
+		data: {
+			rating: number;
+			model_id: string;
+			sibling_model_ids: string[] | null;
+			reason: string;
+			comment: string;
+			tags: string[];
+		};
+		user: {
+			name: string;
+			profile_image_url: string;
+		};
+		updated_at: number;
+	};
+
+	type ModelStats = {
+		rating: number;
+		won: number;
+		lost: number;
+	};
+
+	//////////////////////
+	//
+	// Rank models by Elo rating
+	//
+	//////////////////////
+
+	const rankHandler = async (similarities: Map<string, number> = new Map()) => {
+		const modelStats = calculateModelStats(feedbacks, similarities);
+
+		rankedModels = $models
+			.filter((m) => m?.owned_by !== 'arena' && (m?.info?.meta?.hidden ?? false) !== true)
+			.map((model) => {
+				const stats = modelStats.get(model.id);
+				return {
+					...model,
+					rating: stats ? Math.round(stats.rating) : '-',
+					stats: {
+						count: stats ? stats.won + stats.lost : 0,
+						won: stats ? stats.won.toString() : '-',
+						lost: stats ? stats.lost.toString() : '-'
+					}
+				};
+			})
+			.sort((a, b) => {
+				if (a.rating === '-' && b.rating !== '-') return 1;
+				if (b.rating === '-' && a.rating !== '-') return -1;
+				if (a.rating !== '-' && b.rating !== '-') return b.rating - a.rating;
+				return a.name.localeCompare(b.name);
+			});
+
+		loadingLeaderboard = false;
+	};
+
+	function calculateModelStats(
+		feedbacks: Feedback[],
+		similarities: Map<string, number>
+	): Map<string, ModelStats> {
+		const stats = new Map<string, ModelStats>();
+		const K = 32;
+
+		function getOrDefaultStats(modelId: string): ModelStats {
+			return stats.get(modelId) || { rating: 1000, won: 0, lost: 0 };
+		}
+
+		function updateStats(modelId: string, ratingChange: number, outcome: number) {
+			const currentStats = getOrDefaultStats(modelId);
+			currentStats.rating += ratingChange;
+			if (outcome === 1) currentStats.won++;
+			else if (outcome === 0) currentStats.lost++;
+			stats.set(modelId, currentStats);
+		}
+
+		function calculateEloChange(
+			ratingA: number,
+			ratingB: number,
+			outcome: number,
+			similarity: number
+		): number {
+			const expectedScore = 1 / (1 + Math.pow(10, (ratingB - ratingA) / 400));
+			return K * (outcome - expectedScore) * similarity;
+		}
+
+		feedbacks.forEach((feedback) => {
+			const modelA = feedback.data.model_id;
+			const statsA = getOrDefaultStats(modelA);
+			let outcome: number;
+
+			switch (feedback.data.rating.toString()) {
+				case '1':
+					outcome = 1;
+					break;
+				case '-1':
+					outcome = 0;
+					break;
+				default:
+					return; // Skip invalid ratings
+			}
+
+			// If the query is empty, set similarity to 1, else get the similarity from the map
+			const similarity = query !== '' ? similarities.get(feedback.id) || 0 : 1;
+			const opponents = feedback.data.sibling_model_ids || [];
+
+			opponents.forEach((modelB) => {
+				const statsB = getOrDefaultStats(modelB);
+				const changeA = calculateEloChange(statsA.rating, statsB.rating, outcome, similarity);
+				const changeB = calculateEloChange(statsB.rating, statsA.rating, 1 - outcome, similarity);
+
+				updateStats(modelA, changeA, outcome);
+				updateStats(modelB, changeB, 1 - outcome);
+			});
+		});
+
+		return stats;
+	}
+
+	//////////////////////
+	//
+	// Calculate cosine similarity
+	//
+	//////////////////////
+
+	const cosineSimilarity = (vecA, vecB) => {
+		// Ensure the lengths of the vectors are the same
+		if (vecA.length !== vecB.length) {
+			throw new Error('Vectors must be the same length');
+		}
+
+		// Calculate the dot product
+		let dotProduct = 0;
+		let normA = 0;
+		let normB = 0;
+
+		for (let i = 0; i < vecA.length; i++) {
+			dotProduct += vecA[i] * vecB[i];
+			normA += vecA[i] ** 2;
+			normB += vecB[i] ** 2;
+		}
+
+		// Calculate the magnitudes
+		normA = Math.sqrt(normA);
+		normB = Math.sqrt(normB);
+
+		// Avoid division by zero
+		if (normA === 0 || normB === 0) {
+			return 0;
+		}
+
+		// Return the cosine similarity
+		return dotProduct / (normA * normB);
+	};
+
+	const calculateMaxSimilarity = (queryEmbedding, tagEmbeddings: Map<string, number[]>) => {
+		let maxSimilarity = 0;
+		for (const tagEmbedding of tagEmbeddings.values()) {
+			const similarity = cosineSimilarity(queryEmbedding, tagEmbedding);
+			maxSimilarity = Math.max(maxSimilarity, similarity);
+		}
+		return maxSimilarity;
+	};
+
+	//////////////////////
+	//
+	// Embedding functions
+	//
+	//////////////////////
+
+	const loadEmbeddingModel = async () => {
+		// Check if the tokenizer and model are already loaded and stored in the window object
+		if (!window.tokenizer) {
+			window.tokenizer = await AutoTokenizer.from_pretrained(EMBEDDING_MODEL);
+		}
+
+		if (!window.model) {
+			window.model = await AutoModel.from_pretrained(EMBEDDING_MODEL);
+		}
+
+		// Use the tokenizer and model from the window object
+		tokenizer = window.tokenizer;
+		model = window.model;
+
+		// Pre-compute embeddings for all unique tags
+		const allTags = new Set(feedbacks.flatMap((feedback) => feedback.data.tags || []));
+		await getTagEmbeddings(Array.from(allTags));
+	};
+
+	const getEmbeddings = async (text: string) => {
+		const tokens = await tokenizer(text);
+		const output = await model(tokens);
+
+		// Perform mean pooling on the last hidden states
+		const embeddings = output.last_hidden_state.mean(1);
+		return embeddings.ort_tensor.data;
+	};
+
+	const getTagEmbeddings = async (tags: string[]) => {
+		const embeddings = new Map();
+		for (const tag of tags) {
+			if (!tagEmbeddings.has(tag)) {
+				tagEmbeddings.set(tag, await getEmbeddings(tag));
+			}
+			embeddings.set(tag, tagEmbeddings.get(tag));
+		}
+		return embeddings;
+	};
+
+	const debouncedQueryHandler = async () => {
+		loadingLeaderboard = true;
+
+		if (query.trim() === '') {
+			rankHandler();
+			return;
+		}
+
+		clearTimeout(debounceTimer);
+
+		debounceTimer = setTimeout(async () => {
+			const queryEmbedding = await getEmbeddings(query);
+			const similarities = new Map<string, number>();
+
+			for (const feedback of feedbacks) {
+				const feedbackTags = feedback.data.tags || [];
+				const tagEmbeddings = await getTagEmbeddings(feedbackTags);
+				const maxSimilarity = calculateMaxSimilarity(queryEmbedding, tagEmbeddings);
+				similarities.set(feedback.id, maxSimilarity);
+			}
+
+			rankHandler(similarities);
+		}, 1500); // Debounce for 1.5 seconds
+	};
+
+	$: query, debouncedQueryHandler();
+
+	onMount(async () => {
+		rankHandler();
+	});
+</script>
+
+<div class="mt-0.5 mb-2 gap-1 flex flex-col md:flex-row justify-between">
+	<div class="flex md:self-center text-lg font-medium px-0.5 shrink-0 items-center">
+		<div class=" gap-1">
+			{$i18n.t('Leaderboard')}
+		</div>
+
+		<div class="flex self-center w-[1px] h-6 mx-2.5 bg-gray-50 dark:bg-gray-850" />
+
+		<span class="text-lg font-medium text-gray-500 dark:text-gray-300 mr-1.5"
+			>{rankedModels.length}</span
+		>
+	</div>
+
+	<div class=" flex space-x-2">
+		<Tooltip content={$i18n.t('Re-rank models by topic similarity')}>
+			<div class="flex flex-1">
+				<div class=" self-center ml-1 mr-3">
+					<MagnifyingGlass className="size-3" />
+				</div>
+				<input
+					class=" w-full text-sm pr-4 py-1 rounded-r-xl outline-none bg-transparent"
+					bind:value={query}
+					placeholder={$i18n.t('Search')}
+					on:focus={() => {
+						loadEmbeddingModel();
+					}}
+				/>
+			</div>
+		</Tooltip>
+	</div>
+</div>
+
+<div class="scrollbar-hidden relative whitespace-nowrap overflow-x-auto max-w-full rounded pt-0.5">
+	{#if loadingLeaderboard}
+		<div class=" absolute top-0 bottom-0 left-0 right-0 flex">
+			<div class="m-auto">
+				<Spinner />
+			</div>
+		</div>
+	{/if}
+	{#if (rankedModels ?? []).length === 0}
+		<div class="text-center text-xs text-gray-500 dark:text-gray-400 py-1">
+			{$i18n.t('No models found')}
+		</div>
+	{:else}
+		<table
+			class="w-full text-sm text-left text-gray-500 dark:text-gray-400 table-auto max-w-full rounded {loadingLeaderboard
+				? 'opacity-20'
+				: ''}"
+		>
+			<thead
+				class="text-xs text-gray-700 uppercase bg-gray-50 dark:bg-gray-850 dark:text-gray-400 -translate-y-0.5"
+			>
+				<tr class="">
+					<th scope="col" class="px-3 py-1.5 cursor-pointer select-none w-3">
+						{$i18n.t('RK')}
+					</th>
+					<th scope="col" class="px-3 py-1.5 cursor-pointer select-none">
+						{$i18n.t('Model')}
+					</th>
+					<th scope="col" class="px-3 py-1.5 text-right cursor-pointer select-none w-fit">
+						{$i18n.t('Rating')}
+					</th>
+					<th scope="col" class="px-3 py-1.5 text-right cursor-pointer select-none w-5">
+						{$i18n.t('Won')}
+					</th>
+					<th scope="col" class="px-3 py-1.5 text-right cursor-pointer select-none w-5">
+						{$i18n.t('Lost')}
+					</th>
+				</tr>
+			</thead>
+			<tbody class="">
+				{#each rankedModels as model, modelIdx (model.id)}
+					<tr class="bg-white dark:bg-gray-900 dark:border-gray-850 text-xs group">
+						<td class="px-3 py-1.5 text-left font-medium text-gray-900 dark:text-white w-fit">
+							<div class=" line-clamp-1">
+								{model?.rating !== '-' ? modelIdx + 1 : '-'}
+							</div>
+						</td>
+						<td class="px-3 py-1.5 flex flex-col justify-center">
+							<div class="flex items-center gap-2">
+								<div class="flex-shrink-0">
+									<img
+										src={model?.info?.meta?.profile_image_url ?? '/favicon.png'}
+										alt={model.name}
+										class="size-5 rounded-full object-cover shrink-0"
+									/>
+								</div>
+
+								<div class="font-medium text-gray-800 dark:text-gray-200 pr-4">
+									{model.name}
+								</div>
+							</div>
+						</td>
+						<td class="px-3 py-1.5 text-right font-medium text-gray-900 dark:text-white w-max">
+							{model.rating}
+						</td>
+
+						<td class=" px-3 py-1.5 text-right font-semibold text-green-500">
+							<div class=" w-10">
+								{#if model.stats.won === '-'}
+									-
+								{:else}
+									<span class="hidden group-hover:inline"
+										>{((model.stats.won / model.stats.count) * 100).toFixed(1)}%</span
+									>
+									<span class=" group-hover:hidden">{model.stats.won}</span>
+								{/if}
+							</div>
+						</td>
+
+						<td class="px-3 py-1.5 text-right font-semibold text-red-500">
+							<div class=" w-10">
+								{#if model.stats.lost === '-'}
+									-
+								{:else}
+									<span class="hidden group-hover:inline"
+										>{((model.stats.lost / model.stats.count) * 100).toFixed(1)}%</span
+									>
+									<span class=" group-hover:hidden">{model.stats.lost}</span>
+								{/if}
+							</div>
+						</td>
+					</tr>
+				{/each}
+			</tbody>
+		</table>
+	{/if}
+</div>
+
+<div class=" text-gray-500 text-xs mt-1.5 w-full flex justify-end">
+	<div class=" text-right">
+		<div class="line-clamp-1">
+			ⓘ {$i18n.t(
+				'The evaluation leaderboard is based on the Elo rating system and is updated in real-time.'
+			)}
+		</div>
+		{$i18n.t(
+			'The leaderboard is currently in beta, and we may adjust the rating calculations as we refine the algorithm.'
+		)}
+	</div>
+</div>