huseinzol05
commited on
Commit
Β·
ab3c367
1
Parent(s):
2472136
added more test set
Browse files
app.py
CHANGED
@@ -2,17 +2,21 @@ import gradio as gr
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import pandas as pd
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from css_html_js import custom_css
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TITLE = """<h1 align="center" id="space-title">π²πΎ Malaysian
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INTRODUCTION_TEXT = """
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π The π²πΎ Malaysian
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## Dataset
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π We evaluate models based on 2 datasets,
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1. Research paper keyword `melayu` using Crossref, https://huggingface.co/datasets/mesolitica/malaysian-ultrachat/resolve/main/ultrachat-crossref-melayu-malay.jsonl
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2. lom.agc.gov.my PDF files, https://huggingface.co/datasets/mesolitica/malaysian-ultrachat/resolve/main/ultrachat-lom-agc.jsonl
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"""
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close_source = [
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@@ -26,6 +30,22 @@ close_source = [
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'lom.agc.gov.my top-3': 0.2827981080408265,
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'lom.agc.gov.my top-5': 0.322504356484939,
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'lom.agc.gov.my top-10': 0.36855862584017923,
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}
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]
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@@ -40,6 +60,22 @@ open_source = [
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'lom.agc.gov.my top-3': 0.09932785660941,
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'lom.agc.gov.my top-5': 0.12969878018421707,
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'lom.agc.gov.my top-10': 0.1797361214836943,
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},
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{
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'model': '[mesolitica/llama2-embedding-1b-8k](https://huggingface.co/mesolitica/llama2-embedding-1b-8k)',
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'lom.agc.gov.my top-3': 0.1343042071197411,
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'lom.agc.gov.my top-5': 0.1717699775952203,
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'lom.agc.gov.my top-10': 0.23089370176748816,
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{
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'model': '[mesolitica/mistral-embedding-191m-8k-contrastive](https://huggingface.co/mesolitica/mistral-embedding-191m-8k-contrastive)',
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'lom.agc.gov.my top-3': 0.09148618371919343,
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'lom.agc.gov.my top-5': 0.12758277321384118,
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'lom.agc.gov.my top-10': 0.18707991038088126,
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},
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{
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'model': '[mesolitica/mistral-embedding-349m-8k-contrastive](https://huggingface.co/mesolitica/mistral-embedding-349m-8k-contrastive)',
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'lom.agc.gov.my top-3': 0.08849887976101568,
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'lom.agc.gov.my top-5': 0.12335075927308937,
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'lom.agc.gov.my top-10': 0.18558625840179238,
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},
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{
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'model': '[mesolitica/llama2-embedding-600m-8k-contrastive](https://huggingface.co/mesolitica/llama2-embedding-600m-8k-contrastive)',
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'lom.agc.gov.my top-3': 0.13754045307443366,
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'lom.agc.gov.my top-5': 0.18869803335822755,
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'lom.agc.gov.my top-10': 0.2745830221558377,
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},
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{
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'model': '[mesolitica/llama2-embedding-1b-8k-contrastive](https://huggingface.co/mesolitica/llama2-embedding-1b-8k-contrastive)',
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@@ -95,6 +195,22 @@ open_source = [
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'lom.agc.gov.my top-3': 0.239731142643764,
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'lom.agc.gov.my top-5': 0.3094349016679114,
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'lom.agc.gov.my top-10': 0.4134926562111028,
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},
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{
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'model': '[mesolitica/llama2-embedding-2b-8k-contrastive](https://huggingface.co/mesolitica/llama2-embedding-2b-8k-contrastive)',
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@@ -106,6 +222,22 @@ open_source = [
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'lom.agc.gov.my top-3': 0.29113766492407267,
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'lom.agc.gov.my top-5': 0.3725416977844162,
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'lom.agc.gov.my top-10': 0.4886731391585761,
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},
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]
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import pandas as pd
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from css_html_js import custom_css
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TITLE = """<h1 align="center" id="space-title">π²πΎ Malaysian Embedding Leaderboard</h1>"""
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INTRODUCTION_TEXT = """
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π The π²πΎ Malaysian Embedding Leaderboard aims to track, rank and evaluate Top-k retrieval using embedding models. All notebooks at https://github.com/mesolitica/embedding-benchmarks, feel free to submit your own score at https://huggingface.co/spaces/mesolitica/Malaysian-Embedding-Leaderboard/discussions with link to the notebook.
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## Dataset
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π We evaluate models based on 2 datasets,
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1. Research paper keyword `melayu` using Crossref, **this test set is about RAG**, https://huggingface.co/datasets/mesolitica/malaysian-ultrachat/resolve/main/ultrachat-crossref-melayu-malay.jsonl
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2. lom.agc.gov.my PDF files, **this test set is about RAG**, https://huggingface.co/datasets/mesolitica/malaysian-ultrachat/resolve/main/ultrachat-lom-agc.jsonl
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3. b.cari.com.my, **this test set is about semantic similarity**, https://huggingface.co/datasets/mesolitica/embedding-pair-mining/resolve/main/b.cari.com.my-dataset-bge-test.jsonl
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3. c.cari.com.my, **this test set is about semantic similarity**, https://huggingface.co/datasets/mesolitica/embedding-pair-mining/resolve/main/c.cari.com.my-dataset-bge-test.jsonl
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3. Malay news, **this test set is about semantic similarity**, https://huggingface.co/datasets/mesolitica/embedding-pair-mining/resolve/main/malay-news-dataset-bge-test.jsonl
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3. Twitter, **this test set is about semantic similarity**, https://huggingface.co/datasets/mesolitica/embedding-pair-mining/resolve/main/twitter-dataset-bge-test.jsonl
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"""
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close_source = [
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'lom.agc.gov.my top-3': 0.2827981080408265,
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'lom.agc.gov.my top-5': 0.322504356484939,
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'lom.agc.gov.my top-10': 0.36855862584017923,
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'b.cari.com.my top-1': 0.31621790857858484,
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'b.cari.com.my top-3': 0.6242955541640576,
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'b.cari.com.my top-5': 0.6944270507201001,
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'b.cari.com.my top-10': 0.7623669380087664,
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'c.cari.com.my top-1': 0.08380430943129637,
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'c.cari.com.my top-3': 0.21388202048746027,
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'c.cari.com.my top-5': 0.27861179795125396,
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'c.cari.com.my top-10': 0.3589720946661957,
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'malay-news top-1': 0.1386895659334196,
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'malay-news top-3': 0.2952593812492648,
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'malay-news top-5': 0.3745441712739678,
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'malay-news top-10': 0.4754734737089754,
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'twitter top-1': 0.22942090082094518,
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'twitter top-3': 0.4919014865764367,
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'twitter top-5': 0.5930774351009541,
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'twitter top-10': 0.7248724206789439,
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}
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]
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'lom.agc.gov.my top-3': 0.09932785660941,
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'lom.agc.gov.my top-5': 0.12969878018421707,
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'lom.agc.gov.my top-10': 0.1797361214836943,
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'b.cari.com.my top-1': 0.3168440826549781,
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'b.cari.com.my top-3': 0.6881653099561679,
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'b.cari.com.my top-5': 0.7789605510331872,
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'b.cari.com.my top-10': 0.8453350031308704,
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'c.cari.com.my top-1': 0.08327446132108796,
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'c.cari.com.my top-3': 0.18730130695867184,
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'c.cari.com.my top-5': 0.23975626986930412,
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'c.cari.com.my top-10': 0.3140233133168492,
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'malay-news top-1': 0.14268909540054112,
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'malay-news top-3': 0.27584990001176335,
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'malay-news top-5': 0.3640748147276791,
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'malay-news top-10': 0.47112104458299026,
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'twitter top-1': 0.23496782782338585,
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'twitter top-3': 0.5200798757488352,
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'twitter top-5': 0.6416685156423342,
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'twitter top-10': 0.785888617705791,
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},
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{
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'model': '[mesolitica/llama2-embedding-1b-8k](https://huggingface.co/mesolitica/llama2-embedding-1b-8k)',
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'lom.agc.gov.my top-3': 0.1343042071197411,
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'lom.agc.gov.my top-5': 0.1717699775952203,
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'lom.agc.gov.my top-10': 0.23089370176748816,
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'b.cari.com.my top-1': 0.32623669380087666,
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'b.cari.com.my top-3': 0.6947401377582968,
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'b.cari.com.my top-5': 0.7902316844082655,
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'b.cari.com.my top-10': 0.8603631809643081,
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'c.cari.com.my top-1': 0.08689509007417874,
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'c.cari.com.my top-3': 0.19966442953020133,
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'c.cari.com.my top-5': 0.26086188625927237,
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'c.cari.com.my top-10': 0.3430766513599435,
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'malay-news top-1': 0.14610045876955652,
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'malay-news top-3': 0.285260557581461,
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'malay-news top-5': 0.3640748147276791,
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'malay-news top-10': 0.4775908716621574,
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'twitter top-1': 0.23053028622143332,
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'twitter top-3': 0.5342800088750832,
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'twitter top-5': 0.6498779676059463,
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'twitter top-10': 0.7925449301087197,
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},
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{
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'model': '[mesolitica/mistral-embedding-191m-8k-contrastive](https://huggingface.co/mesolitica/mistral-embedding-191m-8k-contrastive)',
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'lom.agc.gov.my top-3': 0.09148618371919343,
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'lom.agc.gov.my top-5': 0.12758277321384118,
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'lom.agc.gov.my top-10': 0.18707991038088126,
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'b.cari.com.my top-1': 0.2564182842830307,
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'b.cari.com.my top-3': 0.46900438321853477,
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'b.cari.com.my top-5': 0.5309956167814652,
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'b.cari.com.my top-10': 0.6036318096430808,
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'c.cari.com.my top-1': 0.05298481102084069,
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'c.cari.com.my top-3': 0.10005298481102085,
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'c.cari.com.my top-5': 0.12433768986223949,
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'c.cari.com.my top-10': 0.16990462734016248,
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'malay-news top-1': 0.1102223267850841,
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'malay-news top-3': 0.1672744383013763,
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'malay-news top-5': 0.20091753911304552,
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'malay-news top-10': 0.24973532525585226,
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'twitter top-1': 0.18437985356112713,
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'twitter top-3': 0.3536720656756157,
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'twitter top-5': 0.422897714666075,
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'twitter top-10': 0.5227424007100067,
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},
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{
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'model': '[mesolitica/mistral-embedding-349m-8k-contrastive](https://huggingface.co/mesolitica/mistral-embedding-349m-8k-contrastive)',
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'lom.agc.gov.my top-3': 0.08849887976101568,
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'lom.agc.gov.my top-5': 0.12335075927308937,
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'lom.agc.gov.my top-10': 0.18558625840179238,
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'b.cari.com.my top-1': 0.24953036944270507,
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'b.cari.com.my top-3': 0.4730745147150908,
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'b.cari.com.my top-5': 0.5341264871634315,
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'b.cari.com.my top-10': 0.5970569818409518,
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'c.cari.com.my top-1': 0.057400211939244085,
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'c.cari.com.my top-3': 0.10588131402331331,
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'c.cari.com.my top-5': 0.13149063935005298,
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'c.cari.com.my top-10': 0.17582126457082303,
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'malay-news top-1': 0.11375132337372074,
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'malay-news top-3': 0.17362663216092225,
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'malay-news top-5': 0.20574050111751557,
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'malay-news top-10': 0.26149864721797433,
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'twitter top-1': 0.18105169735966276,
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'twitter top-3': 0.3547814510761038,
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'twitter top-5': 0.42666962502773464,
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'twitter top-10': 0.5229642777901042,
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},
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{
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'model': '[mesolitica/llama2-embedding-600m-8k-contrastive](https://huggingface.co/mesolitica/llama2-embedding-600m-8k-contrastive)',
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'lom.agc.gov.my top-3': 0.13754045307443366,
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'lom.agc.gov.my top-5': 0.18869803335822755,
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'lom.agc.gov.my top-10': 0.2745830221558377,
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'b.cari.com.my top-1': 0.254539762053851,
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'b.cari.com.my top-3': 0.4815278647463995,
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'b.cari.com.my top-5': 0.5497808390732624,
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'b.cari.com.my top-10': 0.628052598622417,
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'c.cari.com.my top-1': 0.05183680678205581,
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'c.cari.com.my top-3': 0.09766866831508302,
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'c.cari.com.my top-5': 0.12398445778876722,
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'c.cari.com.my top-10': 0.16566584245849522,
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'malay-news top-1': 0.11657452064463004,
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'malay-news top-3': 0.18986001646865075,
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'malay-news top-5': 0.22338548406069875,
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'malay-news top-10': 0.2812610281143395,
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'twitter top-1': 0.1961393388063013,
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'twitter top-3': 0.393831817173286,
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'twitter top-5': 0.48080763257155534,
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'twitter top-10': 0.5977368537830042,
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},
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{
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'model': '[mesolitica/llama2-embedding-1b-8k-contrastive](https://huggingface.co/mesolitica/llama2-embedding-1b-8k-contrastive)',
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'lom.agc.gov.my top-3': 0.239731142643764,
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'lom.agc.gov.my top-5': 0.3094349016679114,
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'lom.agc.gov.my top-10': 0.4134926562111028,
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'b.cari.com.my top-1': 0.29805886036318097,
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'b.cari.com.my top-3': 0.5795241077019412,
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'b.cari.com.my top-5': 0.6581089542892924,
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'b.cari.com.my top-10': 0.7366938008766437,
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'c.cari.com.my top-1': 0.06720240197809961,
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'c.cari.com.my top-3': 0.13678912045213706,
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'c.cari.com.my top-5': 0.1750264924055104,
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'c.cari.com.my top-10': 0.22818791946308725,
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'malay-news top-1': 0.12892600870485826,
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'malay-news top-3': 0.20785789907069757,
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'malay-news top-5': 0.24808846018115516,
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'malay-news top-10': 0.32466768615457003,
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'twitter top-1': 0.2167739072553805,
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211 |
+
'twitter top-3': 0.4453072997559352,
|
212 |
+
'twitter top-5': 0.5387175504770357,
|
213 |
+
'twitter top-10': 0.6685156423341468,
|
214 |
},
|
215 |
{
|
216 |
'model': '[mesolitica/llama2-embedding-2b-8k-contrastive](https://huggingface.co/mesolitica/llama2-embedding-2b-8k-contrastive)',
|
|
|
222 |
'lom.agc.gov.my top-3': 0.29113766492407267,
|
223 |
'lom.agc.gov.my top-5': 0.3725416977844162,
|
224 |
'lom.agc.gov.my top-10': 0.4886731391585761,
|
225 |
+
'b.cari.com.my top-1': 0.30713838447088293,
|
226 |
+
'b.cari.com.my top-3': 0.6361928616155291,
|
227 |
+
'b.cari.com.my top-5': 0.7213525360050094,
|
228 |
+
'b.cari.com.my top-10': 0.8015028177833438,
|
229 |
+
'c.cari.com.my top-1': 0.07444365948428117,
|
230 |
+
'c.cari.com.my top-3': 0.15745319675026492,
|
231 |
+
'c.cari.com.my top-5': 0.19931119745672907,
|
232 |
+
'c.cari.com.my top-10': 0.26960438007771104,
|
233 |
+
'malay-news top-1': 0.13633690154099518,
|
234 |
+
'malay-news top-3': 0.23056111045759323,
|
235 |
+
'malay-news top-5': 0.28726032231502174,
|
236 |
+
'malay-news top-10': 0.3717209740030585,
|
237 |
+
'twitter top-1': 0.22498335921899268,
|
238 |
+
'twitter top-3': 0.48679831373419125,
|
239 |
+
'twitter top-5': 0.5850898602174396,
|
240 |
+
'twitter top-10': 0.7333037497226537,
|
241 |
},
|
242 |
]
|
243 |
|