diff --git a/paths.json b/paths.json
index 5c86fd136a8a510b711683de0f130888db7d752f..b3809a62e78ccf887c9bf73c87716952524e826b 100644
--- a/paths.json
+++ b/paths.json
@@ -1 +1 @@
-{"text-search-davinci-001": ["results/text-search-davinci-001/NFCorpus.json", "results/text-search-davinci-001/ArguAna.json", "results/text-search-davinci-001/HotpotQA.json", "results/text-search-davinci-001/Touche2020.json", "results/text-search-davinci-001/ClimateFEVER.json", "results/text-search-davinci-001/FiQA2018.json", "results/text-search-davinci-001/FEVER.json", "results/text-search-davinci-001/QuoraRetrieval.json", "results/text-search-davinci-001/TRECCOVID.json", "results/text-search-davinci-001/SciFact.json"], "text-search-babbage-001": ["results/text-search-babbage-001/NFCorpus.json", "results/text-search-babbage-001/ArguAna.json", "results/text-search-babbage-001/HotpotQA.json", "results/text-search-babbage-001/Touche2020.json", "results/text-search-babbage-001/ClimateFEVER.json", "results/text-search-babbage-001/FiQA2018.json", "results/text-search-babbage-001/FEVER.json", "results/text-search-babbage-001/QuoraRetrieval.json", "results/text-search-babbage-001/TRECCOVID.json", "results/text-search-babbage-001/SciFact.json"], "xlm-roberta-large": ["results/xlm-roberta-large/BlurbsClusteringP2P.json", "results/xlm-roberta-large/TenKGnadClusteringS2S.json", "results/xlm-roberta-large/BlurbsClusteringS2S.json", "results/xlm-roberta-large/TenKGnadClusteringP2P.json"], "text-search-ada-001": ["results/text-search-ada-001/NFCorpus.json", "results/text-search-ada-001/MSMARCO.json", "results/text-search-ada-001/ArguAna.json", "results/text-search-ada-001/HotpotQA.json", "results/text-search-ada-001/Touche2020.json", "results/text-search-ada-001/MedrxivClusteringS2S.json", "results/text-search-ada-001/ClimateFEVER.json", "results/text-search-ada-001/FiQA2018.json", "results/text-search-ada-001/DBPedia.json", "results/text-search-ada-001/FEVER.json", "results/text-search-ada-001/QuoraRetrieval.json", "results/text-search-ada-001/BiorxivClusteringS2S.json", "results/text-search-ada-001/TRECCOVID.json", "results/text-search-ada-001/SciFact.json", "results/text-search-ada-001/SCIDOCS.json", "results/text-search-ada-001/NQ.json", "results/text-search-ada-001/TwentyNewsgroupsClustering.json"], "gtr-t5-large": ["results/gtr-t5-large/MedrxivClusteringP2P.json", "results/gtr-t5-large/STS13.json", "results/gtr-t5-large/ArxivClusteringP2P.json", "results/gtr-t5-large/AmazonReviewsClassification.json", "results/gtr-t5-large/MTOPDomainClassification.json", "results/gtr-t5-large/CQADupstackMathematicaRetrieval.json", "results/gtr-t5-large/AmazonCounterfactualClassification.json", "results/gtr-t5-large/CQADupstackTexRetrieval.json", "results/gtr-t5-large/MindSmallReranking.json", "results/gtr-t5-large/NFCorpus.json", "results/gtr-t5-large/MSMARCO.json", "results/gtr-t5-large/CQADupstackUnixRetrieval.json", "results/gtr-t5-large/STS12.json", "results/gtr-t5-large/StackExchangeClustering.json", "results/gtr-t5-large/SciDocsRR.json", "results/gtr-t5-large/ArguAna.json", "results/gtr-t5-large/AskUbuntuDupQuestions.json", "results/gtr-t5-large/TweetSentimentExtractionClassification.json", "results/gtr-t5-large/ArxivClusteringS2S.json", "results/gtr-t5-large/HotpotQA.json", "results/gtr-t5-large/Touche2020.json", "results/gtr-t5-large/CQADupstackAndroidRetrieval.json", "results/gtr-t5-large/SummEval.json", "results/gtr-t5-large/ImdbClassification.json", "results/gtr-t5-large/STS15.json", "results/gtr-t5-large/MedrxivClusteringS2S.json", "results/gtr-t5-large/ClimateFEVER.json", "results/gtr-t5-large/STS14.json", "results/gtr-t5-large/CQADupstackEnglishRetrieval.json", "results/gtr-t5-large/CQADupstackGamingRetrieval.json", "results/gtr-t5-large/FiQA2018.json", "results/gtr-t5-large/MassiveIntentClassification.json", "results/gtr-t5-large/AmazonPolarityClassification.json", "results/gtr-t5-large/DBPedia.json", "results/gtr-t5-large/FEVER.json", "results/gtr-t5-large/CQADupstackProgrammersRetrieval.json", "results/gtr-t5-large/STS22.json", "results/gtr-t5-large/MassiveScenarioClassification.json", "results/gtr-t5-large/QuoraRetrieval.json", "results/gtr-t5-large/SICK-R.json", "results/gtr-t5-large/TwitterURLCorpus.json", "results/gtr-t5-large/BiorxivClusteringS2S.json", "results/gtr-t5-large/STS17.json", "results/gtr-t5-large/TRECCOVID.json", "results/gtr-t5-large/SciFact.json", "results/gtr-t5-large/SCIDOCS.json", "results/gtr-t5-large/NQ.json", "results/gtr-t5-large/STS16.json", "results/gtr-t5-large/EmotionClassification.json", "results/gtr-t5-large/CQADupstackWebmastersRetrieval.json", "results/gtr-t5-large/RedditClusteringP2P.json", "results/gtr-t5-large/CQADupstackGisRetrieval.json", "results/gtr-t5-large/STSBenchmark.json", "results/gtr-t5-large/Banking77Classification.json", "results/gtr-t5-large/CQADupstackStatsRetrieval.json", "results/gtr-t5-large/BIOSSES.json", "results/gtr-t5-large/BiorxivClusteringP2P.json", "results/gtr-t5-large/StackExchangeClusteringP2P.json", "results/gtr-t5-large/ToxicConversationsClassification.json", "results/gtr-t5-large/TwentyNewsgroupsClustering.json", "results/gtr-t5-large/TwitterSemEval2015.json", "results/gtr-t5-large/MTOPIntentClassification.json", "results/gtr-t5-large/RedditClustering.json", "results/gtr-t5-large/CQADupstackPhysicsRetrieval.json", "results/gtr-t5-large/StackOverflowDupQuestions.json", "results/gtr-t5-large/CQADupstackRetrieval.json", "results/gtr-t5-large/SprintDuplicateQuestions.json", "results/gtr-t5-large/CQADupstackWordpressRetrieval.json"], "sentence-t5-xxl": ["results/sentence-t5-xxl/MedrxivClusteringP2P.json", "results/sentence-t5-xxl/STS13.json", "results/sentence-t5-xxl/ArxivClusteringP2P.json", "results/sentence-t5-xxl/AmazonReviewsClassification.json", "results/sentence-t5-xxl/MTOPDomainClassification.json", "results/sentence-t5-xxl/CQADupstackMathematicaRetrieval.json", "results/sentence-t5-xxl/AmazonCounterfactualClassification.json", "results/sentence-t5-xxl/CQADupstackTexRetrieval.json", "results/sentence-t5-xxl/MindSmallReranking.json", "results/sentence-t5-xxl/NFCorpus.json", "results/sentence-t5-xxl/MSMARCO.json", "results/sentence-t5-xxl/CQADupstackUnixRetrieval.json", "results/sentence-t5-xxl/STS12.json", "results/sentence-t5-xxl/StackExchangeClustering.json", "results/sentence-t5-xxl/SciDocsRR.json", "results/sentence-t5-xxl/ArguAna.json", "results/sentence-t5-xxl/AskUbuntuDupQuestions.json", "results/sentence-t5-xxl/TweetSentimentExtractionClassification.json", "results/sentence-t5-xxl/ArxivClusteringS2S.json", "results/sentence-t5-xxl/HotpotQA.json", "results/sentence-t5-xxl/Touche2020.json", "results/sentence-t5-xxl/CQADupstackAndroidRetrieval.json", "results/sentence-t5-xxl/SummEval.json", "results/sentence-t5-xxl/ImdbClassification.json", "results/sentence-t5-xxl/STS15.json", "results/sentence-t5-xxl/MedrxivClusteringS2S.json", "results/sentence-t5-xxl/ClimateFEVER.json", "results/sentence-t5-xxl/STS14.json", "results/sentence-t5-xxl/CQADupstackEnglishRetrieval.json", "results/sentence-t5-xxl/CQADupstackGamingRetrieval.json", "results/sentence-t5-xxl/FiQA2018.json", "results/sentence-t5-xxl/MassiveIntentClassification.json", "results/sentence-t5-xxl/AmazonPolarityClassification.json", "results/sentence-t5-xxl/DBPedia.json", "results/sentence-t5-xxl/FEVER.json", "results/sentence-t5-xxl/CQADupstackProgrammersRetrieval.json", "results/sentence-t5-xxl/STS22.json", "results/sentence-t5-xxl/MassiveScenarioClassification.json", "results/sentence-t5-xxl/QuoraRetrieval.json", "results/sentence-t5-xxl/SICK-R.json", "results/sentence-t5-xxl/TwitterURLCorpus.json", "results/sentence-t5-xxl/BiorxivClusteringS2S.json", "results/sentence-t5-xxl/STS17.json", "results/sentence-t5-xxl/TRECCOVID.json", "results/sentence-t5-xxl/SciFact.json", "results/sentence-t5-xxl/BlurbsClusteringP2P.json", "results/sentence-t5-xxl/SCIDOCS.json", "results/sentence-t5-xxl/NQ.json", "results/sentence-t5-xxl/STS16.json", "results/sentence-t5-xxl/EmotionClassification.json", "results/sentence-t5-xxl/CQADupstackWebmastersRetrieval.json", "results/sentence-t5-xxl/RedditClusteringP2P.json", "results/sentence-t5-xxl/CQADupstackGisRetrieval.json", "results/sentence-t5-xxl/TenKGnadClusteringS2S.json", "results/sentence-t5-xxl/STSBenchmark.json", "results/sentence-t5-xxl/Banking77Classification.json", "results/sentence-t5-xxl/BlurbsClusteringS2S.json", "results/sentence-t5-xxl/CQADupstackStatsRetrieval.json", "results/sentence-t5-xxl/BIOSSES.json", "results/sentence-t5-xxl/BiorxivClusteringP2P.json", "results/sentence-t5-xxl/StackExchangeClusteringP2P.json", "results/sentence-t5-xxl/ToxicConversationsClassification.json", "results/sentence-t5-xxl/TwentyNewsgroupsClustering.json", "results/sentence-t5-xxl/TwitterSemEval2015.json", "results/sentence-t5-xxl/MTOPIntentClassification.json", "results/sentence-t5-xxl/RedditClustering.json", 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"results/text-similarity-ada-001/MSMARCO.json", "results/text-similarity-ada-001/CQADupstackUnixRetrieval.json", "results/text-similarity-ada-001/STS12.json", "results/text-similarity-ada-001/StackExchangeClustering.json", "results/text-similarity-ada-001/SciDocsRR.json", "results/text-similarity-ada-001/ArguAna.json", "results/text-similarity-ada-001/AskUbuntuDupQuestions.json", "results/text-similarity-ada-001/TweetSentimentExtractionClassification.json", "results/text-similarity-ada-001/ArxivClusteringS2S.json", "results/text-similarity-ada-001/HotpotQA.json", "results/text-similarity-ada-001/Touche2020.json", "results/text-similarity-ada-001/CQADupstackAndroidRetrieval.json", "results/text-similarity-ada-001/SummEval.json", "results/text-similarity-ada-001/ImdbClassification.json", "results/text-similarity-ada-001/STS15.json", "results/text-similarity-ada-001/MedrxivClusteringS2S.json", "results/text-similarity-ada-001/ClimateFEVER.json", "results/text-similarity-ada-001/STS14.json", "results/text-similarity-ada-001/CQADupstackEnglishRetrieval.json", "results/text-similarity-ada-001/CQADupstackGamingRetrieval.json", "results/text-similarity-ada-001/FiQA2018.json", "results/text-similarity-ada-001/MassiveIntentClassification.json", "results/text-similarity-ada-001/AmazonPolarityClassification.json", "results/text-similarity-ada-001/DBPedia.json", "results/text-similarity-ada-001/FEVER.json", "results/text-similarity-ada-001/CQADupstackProgrammersRetrieval.json", "results/text-similarity-ada-001/STS22.json", "results/text-similarity-ada-001/MassiveScenarioClassification.json", "results/text-similarity-ada-001/QuoraRetrieval.json", "results/text-similarity-ada-001/SICK-R.json", "results/text-similarity-ada-001/TwitterURLCorpus.json", "results/text-similarity-ada-001/BiorxivClusteringS2S.json", "results/text-similarity-ada-001/STS17.json", "results/text-similarity-ada-001/TRECCOVID.json", "results/text-similarity-ada-001/SciFact.json", "results/text-similarity-ada-001/SCIDOCS.json", "results/text-similarity-ada-001/NQ.json", "results/text-similarity-ada-001/STS16.json", "results/text-similarity-ada-001/EmotionClassification.json", "results/text-similarity-ada-001/CQADupstackWebmastersRetrieval.json", "results/text-similarity-ada-001/RedditClusteringP2P.json", "results/text-similarity-ada-001/CQADupstackGisRetrieval.json", "results/text-similarity-ada-001/STSBenchmark.json", "results/text-similarity-ada-001/Banking77Classification.json", "results/text-similarity-ada-001/CQADupstackStatsRetrieval.json", "results/text-similarity-ada-001/BIOSSES.json", "results/text-similarity-ada-001/BiorxivClusteringP2P.json", "results/text-similarity-ada-001/StackExchangeClusteringP2P.json", "results/text-similarity-ada-001/ToxicConversationsClassification.json", "results/text-similarity-ada-001/TwentyNewsgroupsClustering.json", "results/text-similarity-ada-001/TwitterSemEval2015.json", "results/text-similarity-ada-001/MTOPIntentClassification.json", "results/text-similarity-ada-001/RedditClustering.json", "results/text-similarity-ada-001/CQADupstackPhysicsRetrieval.json", "results/text-similarity-ada-001/StackOverflowDupQuestions.json", "results/text-similarity-ada-001/CQADupstackRetrieval.json", "results/text-similarity-ada-001/SprintDuplicateQuestions.json", "results/text-similarity-ada-001/CQADupstackWordpressRetrieval.json"], "e5-base": ["results/e5-base/NoRecClassification.json", "results/e5-base/LccSentimentClassification.json", "results/e5-base/ScalaNbClassification.json", "results/e5-base/AngryTweetsClassification.json", "results/e5-base/ScalaSvClassification.json", "results/e5-base/ScalaDaClassification.json", "results/e5-base/MassiveIntentClassification.json", "results/e5-base/MassiveScenarioClassification.json", "results/e5-base/SweRecClassification.json", "results/e5-base/BornholmBitextMining.json", "results/e5-base/NorwegianParliament.json", "results/e5-base/DanishPoliticalCommentsClassification.json", "results/e5-base/NordicLangClassification.json", "results/e5-base/DKHateClassification.json", "results/e5-base/DalajClassification.json"], "bge-small-zh-v1.5": ["results/bge-small-zh-v1.5/ThuNewsClusteringP2P.json", "results/bge-small-zh-v1.5/OnlineShopping.json", "results/bge-small-zh-v1.5/AmazonReviewsClassification.json", "results/bge-small-zh-v1.5/JDReview.json", "results/bge-small-zh-v1.5/TNews.json", "results/bge-small-zh-v1.5/CLSClusteringS2S.json", "results/bge-small-zh-v1.5/EcomRetrieval.json", "results/bge-small-zh-v1.5/Ocnli.json", "results/bge-small-zh-v1.5/CMedQAv2.json", "results/bge-small-zh-v1.5/BQ.json", "results/bge-small-zh-v1.5/LCQMC.json", "results/bge-small-zh-v1.5/VideoRetrieval.json", "results/bge-small-zh-v1.5/ThuNewsClusteringS2S.json", "results/bge-small-zh-v1.5/PAWSX.json", "results/bge-small-zh-v1.5/DuRetrieval.json", "results/bge-small-zh-v1.5/MassiveIntentClassification.json", "results/bge-small-zh-v1.5/MultilingualSentiment.json", "results/bge-small-zh-v1.5/CLSClusteringP2P.json", "results/bge-small-zh-v1.5/STS22.json", "results/bge-small-zh-v1.5/Waimai.json", "results/bge-small-zh-v1.5/MassiveScenarioClassification.json", "results/bge-small-zh-v1.5/CmedqaRetrieval.json", "results/bge-small-zh-v1.5/IFlyTek.json", "results/bge-small-zh-v1.5/MMarcoRetrieval.json", "results/bge-small-zh-v1.5/MMarcoReranking.json", "results/bge-small-zh-v1.5/T2Reranking.json", "results/bge-small-zh-v1.5/MedicalRetrieval.json", "results/bge-small-zh-v1.5/CovidRetrieval.json", "results/bge-small-zh-v1.5/T2Retrieval.json", "results/bge-small-zh-v1.5/CMedQAv1.json", "results/bge-small-zh-v1.5/Cmnli.json", "results/bge-small-zh-v1.5/AFQMC.json", "results/bge-small-zh-v1.5/QBQTC.json", "results/bge-small-zh-v1.5/STSB.json", "results/bge-small-zh-v1.5/ATEC.json"], "electra-small-swedish-cased-discriminator": ["results/electra-small-swedish-cased-discriminator/NoRecClassification.json", "results/electra-small-swedish-cased-discriminator/LccSentimentClassification.json", "results/electra-small-swedish-cased-discriminator/ScalaNbClassification.json", "results/electra-small-swedish-cased-discriminator/AngryTweetsClassification.json", "results/electra-small-swedish-cased-discriminator/ScalaSvClassification.json", "results/electra-small-swedish-cased-discriminator/ScalaDaClassification.json", "results/electra-small-swedish-cased-discriminator/MassiveIntentClassification.json", "results/electra-small-swedish-cased-discriminator/MassiveScenarioClassification.json", "results/electra-small-swedish-cased-discriminator/SweRecClassification.json", "results/electra-small-swedish-cased-discriminator/BornholmBitextMining.json", "results/electra-small-swedish-cased-discriminator/NorwegianParliament.json", "results/electra-small-swedish-cased-discriminator/DanishPoliticalCommentsClassification.json", "results/electra-small-swedish-cased-discriminator/NordicLangClassification.json", "results/electra-small-swedish-cased-discriminator/DKHateClassification.json", "results/electra-small-swedish-cased-discriminator/DalajClassification.json"], "cross-en-de-roberta-sentence-transformer": ["results/cross-en-de-roberta-sentence-transformer/BlurbsClusteringP2P.json", "results/cross-en-de-roberta-sentence-transformer/TenKGnadClusteringS2S.json", "results/cross-en-de-roberta-sentence-transformer/BlurbsClusteringS2S.json", "results/cross-en-de-roberta-sentence-transformer/TenKGnadClusteringP2P.json"], "SGPT-5.8B-weightedmean-nli-bitfit": ["results/SGPT-5.8B-weightedmean-nli-bitfit/MedrxivClusteringP2P.json", "results/SGPT-5.8B-weightedmean-nli-bitfit/STS13.json", "results/SGPT-5.8B-weightedmean-nli-bitfit/ArxivClusteringP2P.json", "results/SGPT-5.8B-weightedmean-nli-bitfit/AmazonReviewsClassification.json", "results/SGPT-5.8B-weightedmean-nli-bitfit/BUCC.json", "results/SGPT-5.8B-weightedmean-nli-bitfit/MTOPDomainClassification.json", "results/SGPT-5.8B-weightedmean-nli-bitfit/CQADupstackMathematicaRetrieval.json", "results/SGPT-5.8B-weightedmean-nli-bitfit/AmazonCounterfactualClassification.json", "results/SGPT-5.8B-weightedmean-nli-bitfit/CQADupstackTexRetrieval.json", "results/SGPT-5.8B-weightedmean-nli-bitfit/MindSmallReranking.json", "results/SGPT-5.8B-weightedmean-nli-bitfit/NFCorpus.json", "results/SGPT-5.8B-weightedmean-nli-bitfit/MSMARCO.json", "results/SGPT-5.8B-weightedmean-nli-bitfit/CQADupstackUnixRetrieval.json", "results/SGPT-5.8B-weightedmean-nli-bitfit/STS12.json", "results/SGPT-5.8B-weightedmean-nli-bitfit/StackExchangeClustering.json", "results/SGPT-5.8B-weightedmean-nli-bitfit/SciDocsRR.json", "results/SGPT-5.8B-weightedmean-nli-bitfit/ArguAna.json", "results/SGPT-5.8B-weightedmean-nli-bitfit/AskUbuntuDupQuestions.json", "results/SGPT-5.8B-weightedmean-nli-bitfit/TweetSentimentExtractionClassification.json", 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"results/multilingual-e5-base/IFlyTek.json", "results/multilingual-e5-base/MMarcoRetrieval.json", "results/multilingual-e5-base/NQ-PL.json", "results/multilingual-e5-base/PPC.json", "results/multilingual-e5-base/BornholmBitextMining.json", "results/multilingual-e5-base/MMarcoReranking.json", "results/multilingual-e5-base/AllegroReviews.json", "results/multilingual-e5-base/NorwegianParliament.json", "results/multilingual-e5-base/NFCorpus-PL.json", "results/multilingual-e5-base/CBD.json", "results/multilingual-e5-base/DanishPoliticalCommentsClassification.json", "results/multilingual-e5-base/T2Reranking.json", "results/multilingual-e5-base/NordicLangClassification.json", "results/multilingual-e5-base/DKHateClassification.json", "results/multilingual-e5-base/MedicalRetrieval.json", "results/multilingual-e5-base/CovidRetrieval.json", "results/multilingual-e5-base/T2Retrieval.json", "results/multilingual-e5-base/CMedQAv1.json", "results/multilingual-e5-base/Cmnli.json", "results/multilingual-e5-base/DalajClassification.json", "results/multilingual-e5-base/Quora-PL.json", "results/multilingual-e5-base/AFQMC.json", "results/multilingual-e5-base/PSC.json", "results/multilingual-e5-base/SICK-E-PL.json", "results/multilingual-e5-base/QBQTC.json", "results/multilingual-e5-base/STSB.json", "results/multilingual-e5-base/DBPedia-PL.json", "results/multilingual-e5-base/PolEmo2.0-IN.json", "results/multilingual-e5-base/ATEC.json"], "paraphrase-multilingual-mpnet-base-v2": ["results/paraphrase-multilingual-mpnet-base-v2/MedrxivClusteringP2P.json", "results/paraphrase-multilingual-mpnet-base-v2/STS13.json", "results/paraphrase-multilingual-mpnet-base-v2/ArxivClusteringP2P.json", "results/paraphrase-multilingual-mpnet-base-v2/AmazonReviewsClassification.json", "results/paraphrase-multilingual-mpnet-base-v2/BUCC.json", "results/paraphrase-multilingual-mpnet-base-v2/MTOPDomainClassification.json", "results/paraphrase-multilingual-mpnet-base-v2/CQADupstackMathematicaRetrieval.json", "results/paraphrase-multilingual-mpnet-base-v2/MSMARCO-PL.json", "results/paraphrase-multilingual-mpnet-base-v2/AmazonCounterfactualClassification.json", "results/paraphrase-multilingual-mpnet-base-v2/CQADupstackTexRetrieval.json", "results/paraphrase-multilingual-mpnet-base-v2/MindSmallReranking.json", "results/paraphrase-multilingual-mpnet-base-v2/NFCorpus.json", "results/paraphrase-multilingual-mpnet-base-v2/MSMARCO.json", "results/paraphrase-multilingual-mpnet-base-v2/8TagsClustering.json", "results/paraphrase-multilingual-mpnet-base-v2/CQADupstackUnixRetrieval.json", "results/paraphrase-multilingual-mpnet-base-v2/PolEmo2.0-OUT.json", "results/paraphrase-multilingual-mpnet-base-v2/STS12.json", "results/paraphrase-multilingual-mpnet-base-v2/StackExchangeClustering.json", "results/paraphrase-multilingual-mpnet-base-v2/SciDocsRR.json", "results/paraphrase-multilingual-mpnet-base-v2/SciFact-PL.json", "results/paraphrase-multilingual-mpnet-base-v2/CDSC-E.json", "results/paraphrase-multilingual-mpnet-base-v2/ArguAna.json", "results/paraphrase-multilingual-mpnet-base-v2/AskUbuntuDupQuestions.json", "results/paraphrase-multilingual-mpnet-base-v2/TweetSentimentExtractionClassification.json", "results/paraphrase-multilingual-mpnet-base-v2/SCIDOCS-PL.json", "results/paraphrase-multilingual-mpnet-base-v2/FiQA-PL.json", "results/paraphrase-multilingual-mpnet-base-v2/HotpotQA-PL.json", "results/paraphrase-multilingual-mpnet-base-v2/ArguAna-PL.json", "results/paraphrase-multilingual-mpnet-base-v2/ArxivClusteringS2S.json", "results/paraphrase-multilingual-mpnet-base-v2/HotpotQA.json", "results/paraphrase-multilingual-mpnet-base-v2/PAC.json", "results/paraphrase-multilingual-mpnet-base-v2/Touche2020.json", "results/paraphrase-multilingual-mpnet-base-v2/CQADupstackAndroidRetrieval.json", "results/paraphrase-multilingual-mpnet-base-v2/SummEval.json", "results/paraphrase-multilingual-mpnet-base-v2/ImdbClassification.json", "results/paraphrase-multilingual-mpnet-base-v2/STS15.json", "results/paraphrase-multilingual-mpnet-base-v2/MedrxivClusteringS2S.json", "results/paraphrase-multilingual-mpnet-base-v2/ClimateFEVER.json", "results/paraphrase-multilingual-mpnet-base-v2/STS14.json", "results/paraphrase-multilingual-mpnet-base-v2/TRECCOVID-PL.json", "results/paraphrase-multilingual-mpnet-base-v2/CQADupstackEnglishRetrieval.json", "results/paraphrase-multilingual-mpnet-base-v2/CQADupstackGamingRetrieval.json", "results/paraphrase-multilingual-mpnet-base-v2/FiQA2018.json", "results/paraphrase-multilingual-mpnet-base-v2/MassiveIntentClassification.json", "results/paraphrase-multilingual-mpnet-base-v2/AmazonPolarityClassification.json", "results/paraphrase-multilingual-mpnet-base-v2/DBPedia.json", "results/paraphrase-multilingual-mpnet-base-v2/FEVER.json", "results/paraphrase-multilingual-mpnet-base-v2/CQADupstackProgrammersRetrieval.json", "results/paraphrase-multilingual-mpnet-base-v2/STS22.json", "results/paraphrase-multilingual-mpnet-base-v2/CDSC-R.json", "results/paraphrase-multilingual-mpnet-base-v2/MassiveScenarioClassification.json", "results/paraphrase-multilingual-mpnet-base-v2/SICK-R-PL.json", "results/paraphrase-multilingual-mpnet-base-v2/QuoraRetrieval.json", "results/paraphrase-multilingual-mpnet-base-v2/SICK-R.json", "results/paraphrase-multilingual-mpnet-base-v2/NQ-PL.json", "results/paraphrase-multilingual-mpnet-base-v2/TwitterURLCorpus.json", "results/paraphrase-multilingual-mpnet-base-v2/BiorxivClusteringS2S.json", "results/paraphrase-multilingual-mpnet-base-v2/STS17.json", "results/paraphrase-multilingual-mpnet-base-v2/PPC.json", "results/paraphrase-multilingual-mpnet-base-v2/TRECCOVID.json", "results/paraphrase-multilingual-mpnet-base-v2/AllegroReviews.json", "results/paraphrase-multilingual-mpnet-base-v2/SciFact.json", "results/paraphrase-multilingual-mpnet-base-v2/BlurbsClusteringP2P.json", "results/paraphrase-multilingual-mpnet-base-v2/NFCorpus-PL.json", "results/paraphrase-multilingual-mpnet-base-v2/CBD.json", "results/paraphrase-multilingual-mpnet-base-v2/SCIDOCS.json", "results/paraphrase-multilingual-mpnet-base-v2/NQ.json", "results/paraphrase-multilingual-mpnet-base-v2/STS16.json", "results/paraphrase-multilingual-mpnet-base-v2/EmotionClassification.json", "results/paraphrase-multilingual-mpnet-base-v2/CQADupstackWebmastersRetrieval.json", "results/paraphrase-multilingual-mpnet-base-v2/RedditClusteringP2P.json", "results/paraphrase-multilingual-mpnet-base-v2/CQADupstackGisRetrieval.json", "results/paraphrase-multilingual-mpnet-base-v2/TenKGnadClusteringS2S.json", "results/paraphrase-multilingual-mpnet-base-v2/STSBenchmark.json", "results/paraphrase-multilingual-mpnet-base-v2/Banking77Classification.json", "results/paraphrase-multilingual-mpnet-base-v2/BlurbsClusteringS2S.json", "results/paraphrase-multilingual-mpnet-base-v2/CQADupstackStatsRetrieval.json", "results/paraphrase-multilingual-mpnet-base-v2/Tatoeba.json", "results/paraphrase-multilingual-mpnet-base-v2/BIOSSES.json", "results/paraphrase-multilingual-mpnet-base-v2/BiorxivClusteringP2P.json", "results/paraphrase-multilingual-mpnet-base-v2/StackExchangeClusteringP2P.json", "results/paraphrase-multilingual-mpnet-base-v2/ToxicConversationsClassification.json", "results/paraphrase-multilingual-mpnet-base-v2/TwentyNewsgroupsClustering.json", "results/paraphrase-multilingual-mpnet-base-v2/TwitterSemEval2015.json", "results/paraphrase-multilingual-mpnet-base-v2/Quora-PL.json", "results/paraphrase-multilingual-mpnet-base-v2/MTOPIntentClassification.json", "results/paraphrase-multilingual-mpnet-base-v2/PSC.json", "results/paraphrase-multilingual-mpnet-base-v2/RedditClustering.json", "results/paraphrase-multilingual-mpnet-base-v2/TenKGnadClusteringP2P.json", "results/paraphrase-multilingual-mpnet-base-v2/CQADupstackPhysicsRetrieval.json", "results/paraphrase-multilingual-mpnet-base-v2/SICK-E-PL.json", "results/paraphrase-multilingual-mpnet-base-v2/DBPedia-PL.json", "results/paraphrase-multilingual-mpnet-base-v2/StackOverflowDupQuestions.json", "results/paraphrase-multilingual-mpnet-base-v2/PolEmo2.0-IN.json", "results/paraphrase-multilingual-mpnet-base-v2/CQADupstackRetrieval.json", "results/paraphrase-multilingual-mpnet-base-v2/SprintDuplicateQuestions.json", "results/paraphrase-multilingual-mpnet-base-v2/CQADupstackWordpressRetrieval.json"], "SGPT-1.3B-weightedmean-msmarco-specb-bitfit": ["results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/MedrxivClusteringP2P.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/STS13.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/ArxivClusteringP2P.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/AmazonReviewsClassification.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/MTOPDomainClassification.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/CQADupstackMathematicaRetrieval.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/AmazonCounterfactualClassification.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/CQADupstackTexRetrieval.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/MindSmallReranking.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/NFCorpus.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/MSMARCO.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/CQADupstackUnixRetrieval.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/STS12.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/StackExchangeClustering.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/SciDocsRR.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/ArguAna.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/AskUbuntuDupQuestions.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/TweetSentimentExtractionClassification.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/ArxivClusteringS2S.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/HotpotQA.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/Touche2020.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/CQADupstackAndroidRetrieval.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/SummEval.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/ImdbClassification.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/STS15.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/MedrxivClusteringS2S.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/ClimateFEVER.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/STS14.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/CQADupstackEnglishRetrieval.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/CQADupstackGamingRetrieval.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/FiQA2018.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/MassiveIntentClassification.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/AmazonPolarityClassification.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/DBPedia.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/FEVER.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/CQADupstackProgrammersRetrieval.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/STS22.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/MassiveScenarioClassification.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/QuoraRetrieval.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/SICK-R.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/TwitterURLCorpus.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/BiorxivClusteringS2S.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/STS17.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/TRECCOVID.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/SciFact.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/SCIDOCS.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/NQ.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/STS16.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/EmotionClassification.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/CQADupstackWebmastersRetrieval.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/RedditClusteringP2P.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/CQADupstackGisRetrieval.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/STSBenchmark.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/Banking77Classification.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/CQADupstackStatsRetrieval.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/BIOSSES.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/BiorxivClusteringP2P.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/StackExchangeClusteringP2P.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/ToxicConversationsClassification.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/TwentyNewsgroupsClustering.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/TwitterSemEval2015.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/MTOPIntentClassification.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/RedditClustering.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/CQADupstackPhysicsRetrieval.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/StackOverflowDupQuestions.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/CQADupstackRetrieval.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/SprintDuplicateQuestions.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/CQADupstackWordpressRetrieval.json"], "gbert-base": ["results/gbert-base/BlurbsClusteringP2P.json", "results/gbert-base/TenKGnadClusteringS2S.json", "results/gbert-base/BlurbsClusteringS2S.json", "results/gbert-base/TenKGnadClusteringP2P.json"], "allenai-specter": ["results/allenai-specter/MedrxivClusteringP2P.json", "results/allenai-specter/STS13.json", "results/allenai-specter/ArxivClusteringP2P.json", "results/allenai-specter/AmazonReviewsClassification.json", "results/allenai-specter/MTOPDomainClassification.json", "results/allenai-specter/CQADupstackMathematicaRetrieval.json", "results/allenai-specter/AmazonCounterfactualClassification.json", "results/allenai-specter/CQADupstackTexRetrieval.json", "results/allenai-specter/MindSmallReranking.json", "results/allenai-specter/NFCorpus.json", "results/allenai-specter/MSMARCO.json", "results/allenai-specter/CQADupstackUnixRetrieval.json", "results/allenai-specter/STS12.json", "results/allenai-specter/StackExchangeClustering.json", "results/allenai-specter/SciDocsRR.json", "results/allenai-specter/ArguAna.json", "results/allenai-specter/AskUbuntuDupQuestions.json", "results/allenai-specter/TweetSentimentExtractionClassification.json", "results/allenai-specter/ArxivClusteringS2S.json", "results/allenai-specter/HotpotQA.json", "results/allenai-specter/Touche2020.json", "results/allenai-specter/CQADupstackAndroidRetrieval.json", "results/allenai-specter/SummEval.json", "results/allenai-specter/ImdbClassification.json", "results/allenai-specter/STS15.json", "results/allenai-specter/MedrxivClusteringS2S.json", "results/allenai-specter/ClimateFEVER.json", "results/allenai-specter/STS14.json", "results/allenai-specter/CQADupstackEnglishRetrieval.json", "results/allenai-specter/CQADupstackGamingRetrieval.json", "results/allenai-specter/FiQA2018.json", "results/allenai-specter/MassiveIntentClassification.json", "results/allenai-specter/AmazonPolarityClassification.json", "results/allenai-specter/DBPedia.json", "results/allenai-specter/FEVER.json", "results/allenai-specter/CQADupstackProgrammersRetrieval.json", "results/allenai-specter/STS22.json", "results/allenai-specter/MassiveScenarioClassification.json", "results/allenai-specter/QuoraRetrieval.json", "results/allenai-specter/SICK-R.json", "results/allenai-specter/TwitterURLCorpus.json", "results/allenai-specter/BiorxivClusteringS2S.json", "results/allenai-specter/STS17.json", "results/allenai-specter/TRECCOVID.json", "results/allenai-specter/SciFact.json", "results/allenai-specter/SCIDOCS.json", "results/allenai-specter/NQ.json", "results/allenai-specter/STS16.json", "results/allenai-specter/EmotionClassification.json", "results/allenai-specter/CQADupstackWebmastersRetrieval.json", "results/allenai-specter/RedditClusteringP2P.json", "results/allenai-specter/CQADupstackGisRetrieval.json", "results/allenai-specter/STSBenchmark.json", "results/allenai-specter/Banking77Classification.json", "results/allenai-specter/CQADupstackStatsRetrieval.json", "results/allenai-specter/BIOSSES.json", "results/allenai-specter/BiorxivClusteringP2P.json", "results/allenai-specter/StackExchangeClusteringP2P.json", "results/allenai-specter/ToxicConversationsClassification.json", "results/allenai-specter/TwentyNewsgroupsClustering.json", "results/allenai-specter/TwitterSemEval2015.json", "results/allenai-specter/MTOPIntentClassification.json", "results/allenai-specter/RedditClustering.json", "results/allenai-specter/CQADupstackPhysicsRetrieval.json", "results/allenai-specter/StackOverflowDupQuestions.json", "results/allenai-specter/CQADupstackRetrieval.json", "results/allenai-specter/SprintDuplicateQuestions.json", "results/allenai-specter/CQADupstackWordpressRetrieval.json"]}
\ No newline at end of file
diff --git a/results.py b/results.py
index 6ce805566934997ea174e04e4f8ec56799126bff..05f3a9c54b66b37f354f9cddff3c706d77d10133 100644
--- a/results.py
+++ b/results.py
@@ -112,6 +112,7 @@ MODELS = [
     "titan-embed-text-v1",
     "unsup-simcse-bert-base-uncased",
     "use-cmlm-multilingual",
+    "voyage-lite-01-instruct",
     "xlm-roberta-base",
     "xlm-roberta-large",
 ]
diff --git a/results/voyage-lite-01-instruct/AmazonCounterfactualClassification.json b/results/voyage-lite-01-instruct/AmazonCounterfactualClassification.json
new file mode 100644
index 0000000000000000000000000000000000000000..5eda36ea7ee7cf4946cfae0b53893a064bb4ef73
--- /dev/null
+++ b/results/voyage-lite-01-instruct/AmazonCounterfactualClassification.json
@@ -0,0 +1,29 @@
+{
+  "dataset_revision": "e8379541af4e31359cca9fbcf4b00f2671dba205",
+  "mteb_dataset_name": "AmazonCounterfactualClassification",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "en": {
+      "accuracy": 0.7143283582089552,
+      "accuracy_stderr": 0.030821527946964616,
+      "ap": 0.3314388341220641,
+      "ap_stderr": 0.028459491075942582,
+      "f1": 0.6498722358196343,
+      "f1_stderr": 0.029407710164451362,
+      "main_score": 0.7143283582089552
+    },
+    "evaluation_time": 7.28
+  },
+  "validation": {
+    "en": {
+      "accuracy": 0.7161194029850746,
+      "accuracy_stderr": 0.024377297173999158,
+      "ap": 0.3018066682159536,
+      "ap_stderr": 0.02375103157303324,
+      "f1": 0.6386205576166685,
+      "f1_stderr": 0.02382818225794709,
+      "main_score": 0.7161194029850746
+    },
+    "evaluation_time": 11.51
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/AmazonPolarityClassification.json b/results/voyage-lite-01-instruct/AmazonPolarityClassification.json
new file mode 100644
index 0000000000000000000000000000000000000000..4e44f74e836a75a2ab021b4e4c97246ce40befed
--- /dev/null
+++ b/results/voyage-lite-01-instruct/AmazonPolarityClassification.json
@@ -0,0 +1,15 @@
+{
+  "dataset_revision": "e2d317d38cd51312af73b3d32a06d1a08b442046",
+  "mteb_dataset_name": "AmazonPolarityClassification",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "accuracy": 0.964053,
+    "accuracy_stderr": 0.003295640453690305,
+    "ap": 0.9463166839652599,
+    "ap_stderr": 0.007905486713895623,
+    "evaluation_time": 4591.87,
+    "f1": 0.9640434996471322,
+    "f1_stderr": 0.0033050165572430655,
+    "main_score": 0.964053
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/AmazonReviewsClassification.json b/results/voyage-lite-01-instruct/AmazonReviewsClassification.json
new file mode 100644
index 0000000000000000000000000000000000000000..18ee07bbb3c6150215cc93c4edf5012e26cbb54c
--- /dev/null
+++ b/results/voyage-lite-01-instruct/AmazonReviewsClassification.json
@@ -0,0 +1,25 @@
+{
+  "dataset_revision": "1399c76144fd37290681b995c656ef9b2e06e26d",
+  "mteb_dataset_name": "AmazonReviewsClassification",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "en": {
+      "accuracy": 0.5705800000000001,
+      "accuracy_stderr": 0.012415297016181286,
+      "f1": 0.5395526700689276,
+      "f1_stderr": 0.020692465324145464,
+      "main_score": 0.5705800000000001
+    },
+    "evaluation_time": 39.32
+  },
+  "validation": {
+    "en": {
+      "accuracy": 0.55928,
+      "accuracy_stderr": 0.01414813061856582,
+      "f1": 0.526713112095017,
+      "f1_stderr": 0.022838276977147833,
+      "main_score": 0.55928
+    },
+    "evaluation_time": 45.02
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/ArguAna.json b/results/voyage-lite-01-instruct/ArguAna.json
new file mode 100644
index 0000000000000000000000000000000000000000..601c8d19af4d1a0e3d4d4274fab358cf4f56fee7
--- /dev/null
+++ b/results/voyage-lite-01-instruct/ArguAna.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "ArguAna",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 153.38,
+    "map_at_1": 0.32432,
+    "map_at_10": 0.49603,
+    "map_at_100": 0.5031,
+    "map_at_1000": 0.5031,
+    "map_at_3": 0.44808,
+    "map_at_5": 0.47504,
+    "mrr_at_1": 0.33428,
+    "mrr_at_10": 0.49949,
+    "mrr_at_100": 0.50655,
+    "mrr_at_1000": 0.50655,
+    "mrr_at_3": 0.45092,
+    "mrr_at_5": 0.47838,
+    "ndcg_at_1": 0.32432,
+    "ndcg_at_10": 0.58734,
+    "ndcg_at_100": 0.61545,
+    "ndcg_at_1000": 0.61552,
+    "ndcg_at_3": 0.48828,
+    "ndcg_at_5": 0.53703,
+    "precision_at_1": 0.32432,
+    "precision_at_10": 0.08777,
+    "precision_at_100": 0.00996,
+    "precision_at_1000": 0.001,
+    "precision_at_3": 0.20152,
+    "precision_at_5": 0.14467,
+    "recall_at_1": 0.32432,
+    "recall_at_10": 0.87767,
+    "recall_at_100": 0.99573,
+    "recall_at_1000": 0.99644,
+    "recall_at_3": 0.60455,
+    "recall_at_5": 0.72333
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/ArxivClusteringP2P.json b/results/voyage-lite-01-instruct/ArxivClusteringP2P.json
new file mode 100644
index 0000000000000000000000000000000000000000..6fce5252e3c8ea8ea79383b792639ef1eb9f0c39
--- /dev/null
+++ b/results/voyage-lite-01-instruct/ArxivClusteringP2P.json
@@ -0,0 +1,10 @@
+{
+  "dataset_revision": "a122ad7f3f0291bf49cc6f4d32aa80929df69d5d",
+  "mteb_dataset_name": "ArxivClusteringP2P",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 17881.25,
+    "v_measure": 0.47920323838163886,
+    "v_measure_std": 0.1390229199827475
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/ArxivClusteringS2S.json b/results/voyage-lite-01-instruct/ArxivClusteringS2S.json
new file mode 100644
index 0000000000000000000000000000000000000000..0dd45a0e0ada200851550399cde82a0762f8bb8e
--- /dev/null
+++ b/results/voyage-lite-01-instruct/ArxivClusteringS2S.json
@@ -0,0 +1,10 @@
+{
+  "dataset_revision": "f910caf1a6075f7329cdf8c1a6135696f37dbd53",
+  "mteb_dataset_name": "ArxivClusteringS2S",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 2018.1,
+    "v_measure": 0.4242356036963774,
+    "v_measure_std": 0.14250979741597036
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/AskUbuntuDupQuestions.json b/results/voyage-lite-01-instruct/AskUbuntuDupQuestions.json
new file mode 100644
index 0000000000000000000000000000000000000000..03fa8fe4fe93f080b29ad562b458fb92cddb4505
--- /dev/null
+++ b/results/voyage-lite-01-instruct/AskUbuntuDupQuestions.json
@@ -0,0 +1,10 @@
+{
+  "dataset_revision": "2000358ca161889fa9c082cb41daa8dcfb161a54",
+  "mteb_dataset_name": "AskUbuntuDupQuestions",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 12.44,
+    "map": 0.6576762634763661,
+    "mrr": 0.785763751483973
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/BIOSSES.json b/results/voyage-lite-01-instruct/BIOSSES.json
new file mode 100644
index 0000000000000000000000000000000000000000..da3f8e5ffb9e690ce235097b074edf51064c2f57
--- /dev/null
+++ b/results/voyage-lite-01-instruct/BIOSSES.json
@@ -0,0 +1,20 @@
+{
+  "dataset_revision": "d3fb88f8f02e40887cd149695127462bbcf29b4a",
+  "mteb_dataset_name": "BIOSSES",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "cos_sim": {
+      "pearson": 0.8675681986997972,
+      "spearman": 0.848531382555947
+    },
+    "euclidean": {
+      "pearson": 0.8555602193002442,
+      "spearman": 0.848531382555947
+    },
+    "evaluation_time": 3.37,
+    "manhattan": {
+      "pearson": 0.8582617693680366,
+      "spearman": 0.8486940368645454
+    }
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/Banking77Classification.json b/results/voyage-lite-01-instruct/Banking77Classification.json
new file mode 100644
index 0000000000000000000000000000000000000000..b9a9519348728d2d5d9fefdf44666a069d8fb362
--- /dev/null
+++ b/results/voyage-lite-01-instruct/Banking77Classification.json
@@ -0,0 +1,13 @@
+{
+  "dataset_revision": "0fd18e25b25c072e09e0d92ab615fda904d66300",
+  "mteb_dataset_name": "Banking77Classification",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "accuracy": 0.8164285714285715,
+    "accuracy_stderr": 0.006237147351460077,
+    "evaluation_time": 30.1,
+    "f1": 0.8079171181486322,
+    "f1_stderr": 0.00766196233112027,
+    "main_score": 0.8164285714285715
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/BiorxivClusteringP2P.json b/results/voyage-lite-01-instruct/BiorxivClusteringP2P.json
new file mode 100644
index 0000000000000000000000000000000000000000..c32b42f0ba0c7c781a84755d4ffb7a2f5b78c981
--- /dev/null
+++ b/results/voyage-lite-01-instruct/BiorxivClusteringP2P.json
@@ -0,0 +1,10 @@
+{
+  "dataset_revision": "65b79d1d13f80053f67aca9498d9402c2d9f1f40",
+  "mteb_dataset_name": "BiorxivClusteringP2P",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 2887.12,
+    "v_measure": 0.387159766484971,
+    "v_measure_std": 0.009285984730868693
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/BiorxivClusteringS2S.json b/results/voyage-lite-01-instruct/BiorxivClusteringS2S.json
new file mode 100644
index 0000000000000000000000000000000000000000..707eaf65ad8544f491e3de9b11fc0825fbe16a8d
--- /dev/null
+++ b/results/voyage-lite-01-instruct/BiorxivClusteringS2S.json
@@ -0,0 +1,10 @@
+{
+  "dataset_revision": "258694dd0231531bc1fd9de6ceb52a0853c6d908",
+  "mteb_dataset_name": "BiorxivClusteringS2S",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 259.82,
+    "v_measure": 0.36596184778441276,
+    "v_measure_std": 0.0033011192309073275
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/CQADupstackAndroidRetrieval.json b/results/voyage-lite-01-instruct/CQADupstackAndroidRetrieval.json
new file mode 100644
index 0000000000000000000000000000000000000000..651917a9a544ff7405848b00dd466e9d2ed652a8
--- /dev/null
+++ b/results/voyage-lite-01-instruct/CQADupstackAndroidRetrieval.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "CQADupstackAndroidRetrieval",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 392.9,
+    "map_at_1": 0.36073,
+    "map_at_10": 0.4947,
+    "map_at_100": 0.51048,
+    "map_at_1000": 0.51162,
+    "map_at_3": 0.45004,
+    "map_at_5": 0.47561,
+    "mrr_at_1": 0.44635,
+    "mrr_at_10": 0.55953,
+    "mrr_at_100": 0.56514,
+    "mrr_at_1000": 0.56545,
+    "mrr_at_3": 0.53219,
+    "mrr_at_5": 0.54878,
+    "ndcg_at_1": 0.44635,
+    "ndcg_at_10": 0.56802,
+    "ndcg_at_100": 0.61509,
+    "ndcg_at_1000": 0.62895,
+    "ndcg_at_3": 0.5103,
+    "ndcg_at_5": 0.53799,
+    "precision_at_1": 0.44635,
+    "precision_at_10": 0.11288,
+    "precision_at_100": 0.01718,
+    "precision_at_1000": 0.00217,
+    "precision_at_3": 0.25131,
+    "precision_at_5": 0.18169,
+    "recall_at_1": 0.36073,
+    "recall_at_10": 0.70385,
+    "recall_at_100": 0.89632,
+    "recall_at_1000": 0.98249,
+    "recall_at_3": 0.53175,
+    "recall_at_5": 0.61396
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/CQADupstackEnglishRetrieval.json b/results/voyage-lite-01-instruct/CQADupstackEnglishRetrieval.json
new file mode 100644
index 0000000000000000000000000000000000000000..c9c9cea997a89e42ea6d149f062d4705aca8ac39
--- /dev/null
+++ b/results/voyage-lite-01-instruct/CQADupstackEnglishRetrieval.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "CQADupstackEnglishRetrieval",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 526.82,
+    "map_at_1": 0.32938,
+    "map_at_10": 0.44737,
+    "map_at_100": 0.46146,
+    "map_at_1000": 0.46272,
+    "map_at_3": 0.41575,
+    "map_at_5": 0.43368,
+    "mrr_at_1": 0.41465,
+    "mrr_at_10": 0.50445,
+    "mrr_at_100": 0.51115,
+    "mrr_at_1000": 0.51156,
+    "mrr_at_3": 0.48312,
+    "mrr_at_5": 0.49605,
+    "ndcg_at_1": 0.41465,
+    "ndcg_at_10": 0.50695,
+    "ndcg_at_100": 0.55235,
+    "ndcg_at_1000": 0.57024,
+    "ndcg_at_3": 0.46613,
+    "ndcg_at_5": 0.48543,
+    "precision_at_1": 0.41465,
+    "precision_at_10": 0.09561,
+    "precision_at_100": 0.01543,
+    "precision_at_1000": 0.00198,
+    "precision_at_3": 0.22803,
+    "precision_at_5": 0.15962,
+    "recall_at_1": 0.32938,
+    "recall_at_10": 0.61369,
+    "recall_at_100": 0.80096,
+    "recall_at_1000": 0.91004,
+    "recall_at_3": 0.48939,
+    "recall_at_5": 0.54655
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/CQADupstackGamingRetrieval.json b/results/voyage-lite-01-instruct/CQADupstackGamingRetrieval.json
new file mode 100644
index 0000000000000000000000000000000000000000..62667d9269cf29d21b96d56c156b0eedeeb08a71
--- /dev/null
+++ b/results/voyage-lite-01-instruct/CQADupstackGamingRetrieval.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "CQADupstackGamingRetrieval",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 616.15,
+    "map_at_1": 0.43735,
+    "map_at_10": 0.57215,
+    "map_at_100": 0.58217,
+    "map_at_1000": 0.58259,
+    "map_at_3": 0.53481,
+    "map_at_5": 0.55729,
+    "mrr_at_1": 0.50157,
+    "mrr_at_10": 0.60698,
+    "mrr_at_100": 0.61249,
+    "mrr_at_1000": 0.61267,
+    "mrr_at_3": 0.58036,
+    "mrr_at_5": 0.59769,
+    "ndcg_at_1": 0.50157,
+    "ndcg_at_10": 0.63427,
+    "ndcg_at_100": 0.67002,
+    "ndcg_at_1000": 0.6776,
+    "ndcg_at_3": 0.57423,
+    "ndcg_at_5": 0.60663,
+    "precision_at_1": 0.50157,
+    "precision_at_10": 0.10232,
+    "precision_at_100": 0.01293,
+    "precision_at_1000": 0.00139,
+    "precision_at_3": 0.25768,
+    "precision_at_5": 0.17806,
+    "recall_at_1": 0.43735,
+    "recall_at_10": 0.78175,
+    "recall_at_100": 0.93335,
+    "recall_at_1000": 0.98508,
+    "recall_at_3": 0.62203,
+    "recall_at_5": 0.70215
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/CQADupstackGisRetrieval.json b/results/voyage-lite-01-instruct/CQADupstackGisRetrieval.json
new file mode 100644
index 0000000000000000000000000000000000000000..f669a899dc1e6d23fafeb55d9ca7c5749118a25d
--- /dev/null
+++ b/results/voyage-lite-01-instruct/CQADupstackGisRetrieval.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "CQADupstackGisRetrieval",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 1370.34,
+    "map_at_1": 0.27518,
+    "map_at_10": 0.3755,
+    "map_at_100": 0.38667,
+    "map_at_1000": 0.38739,
+    "map_at_3": 0.34555,
+    "map_at_5": 0.36082,
+    "mrr_at_1": 0.30169,
+    "mrr_at_10": 0.39906,
+    "mrr_at_100": 0.40831,
+    "mrr_at_1000": 0.40881,
+    "mrr_at_3": 0.3725,
+    "mrr_at_5": 0.38595,
+    "ndcg_at_1": 0.30169,
+    "ndcg_at_10": 0.43167,
+    "ndcg_at_100": 0.48315,
+    "ndcg_at_1000": 0.50084,
+    "ndcg_at_3": 0.37394,
+    "ndcg_at_5": 0.39864,
+    "precision_at_1": 0.30169,
+    "precision_at_10": 0.06746,
+    "precision_at_100": 0.00986,
+    "precision_at_1000": 0.00117,
+    "precision_at_3": 0.15932,
+    "precision_at_5": 0.11073,
+    "recall_at_1": 0.27518,
+    "recall_at_10": 0.58267,
+    "recall_at_100": 0.81164,
+    "recall_at_1000": 0.94496,
+    "recall_at_3": 0.42599,
+    "recall_at_5": 0.48491
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/CQADupstackMathematicaRetrieval.json b/results/voyage-lite-01-instruct/CQADupstackMathematicaRetrieval.json
new file mode 100644
index 0000000000000000000000000000000000000000..3b2dc5b61700f6210140b9a231eb0bbf72700140
--- /dev/null
+++ b/results/voyage-lite-01-instruct/CQADupstackMathematicaRetrieval.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "CQADupstackMathematicaRetrieval",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 904.38,
+    "map_at_1": 0.17696,
+    "map_at_10": 0.26787,
+    "map_at_100": 0.28067,
+    "map_at_1000": 0.28182,
+    "map_at_3": 0.23453,
+    "map_at_5": 0.25403,
+    "mrr_at_1": 0.22264,
+    "mrr_at_10": 0.3132,
+    "mrr_at_100": 0.32311,
+    "mrr_at_1000": 0.32374,
+    "mrr_at_3": 0.28358,
+    "mrr_at_5": 0.30137,
+    "ndcg_at_1": 0.22264,
+    "ndcg_at_10": 0.32557,
+    "ndcg_at_100": 0.38661,
+    "ndcg_at_1000": 0.41201,
+    "ndcg_at_3": 0.26693,
+    "ndcg_at_5": 0.29689,
+    "precision_at_1": 0.22264,
+    "precision_at_10": 0.06306,
+    "precision_at_100": 0.01062,
+    "precision_at_1000": 0.00141,
+    "precision_at_3": 0.13143,
+    "precision_at_5": 0.0995,
+    "recall_at_1": 0.17696,
+    "recall_at_10": 0.45622,
+    "recall_at_100": 0.72437,
+    "recall_at_1000": 0.90243,
+    "recall_at_3": 0.30216,
+    "recall_at_5": 0.37455
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/CQADupstackPhysicsRetrieval.json b/results/voyage-lite-01-instruct/CQADupstackPhysicsRetrieval.json
new file mode 100644
index 0000000000000000000000000000000000000000..b38ff60a984a94683dad8b2735213af41071d4c8
--- /dev/null
+++ b/results/voyage-lite-01-instruct/CQADupstackPhysicsRetrieval.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "CQADupstackPhysicsRetrieval",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 951.17,
+    "map_at_1": 0.30379,
+    "map_at_10": 0.43496,
+    "map_at_100": 0.44917,
+    "map_at_1000": 0.45011,
+    "map_at_3": 0.3966,
+    "map_at_5": 0.41871,
+    "mrr_at_1": 0.38114,
+    "mrr_at_10": 0.49112,
+    "mrr_at_100": 0.49868,
+    "mrr_at_1000": 0.49908,
+    "mrr_at_3": 0.46359,
+    "mrr_at_5": 0.47947,
+    "ndcg_at_1": 0.38114,
+    "ndcg_at_10": 0.50341,
+    "ndcg_at_100": 0.55612,
+    "ndcg_at_1000": 0.57272,
+    "ndcg_at_3": 0.44578,
+    "ndcg_at_5": 0.4742,
+    "precision_at_1": 0.38114,
+    "precision_at_10": 0.0948,
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+    "precision_at_5": 0.15727,
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+    "recall_at_10": 0.64895,
+    "recall_at_100": 0.86271,
+    "recall_at_1000": 0.96796,
+    "recall_at_3": 0.48765,
+    "recall_at_5": 0.5616
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/CQADupstackProgrammersRetrieval.json b/results/voyage-lite-01-instruct/CQADupstackProgrammersRetrieval.json
new file mode 100644
index 0000000000000000000000000000000000000000..7243711433a6f8bd5be3bd80696acc17ba2178c0
--- /dev/null
+++ b/results/voyage-lite-01-instruct/CQADupstackProgrammersRetrieval.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "CQADupstackProgrammersRetrieval",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 810.22,
+    "map_at_1": 0.28023,
+    "map_at_10": 0.40046,
+    "map_at_100": 0.41552,
+    "map_at_1000": 0.41648,
+    "map_at_3": 0.36032,
+    "map_at_5": 0.38472,
+    "mrr_at_1": 0.35388,
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+    "mrr_at_100": 0.46869,
+    "mrr_at_1000": 0.46911,
+    "mrr_at_3": 0.42979,
+    "mrr_at_5": 0.44983,
+    "ndcg_at_1": 0.35388,
+    "ndcg_at_10": 0.46735,
+    "ndcg_at_100": 0.52684,
+    "ndcg_at_1000": 0.544,
+    "ndcg_at_3": 0.40605,
+    "ndcg_at_5": 0.43877,
+    "precision_at_1": 0.35388,
+    "precision_at_10": 0.08881,
+    "precision_at_100": 0.01389,
+    "precision_at_1000": 0.00171,
+    "precision_at_3": 0.19673,
+    "precision_at_5": 0.14543,
+    "recall_at_1": 0.28023,
+    "recall_at_10": 0.60557,
+    "recall_at_100": 0.85339,
+    "recall_at_1000": 0.96701,
+    "recall_at_3": 0.43926,
+    "recall_at_5": 0.52464
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/CQADupstackStatsRetrieval.json b/results/voyage-lite-01-instruct/CQADupstackStatsRetrieval.json
new file mode 100644
index 0000000000000000000000000000000000000000..d021c9e7f7158c3b1712130452691d867021081c
--- /dev/null
+++ b/results/voyage-lite-01-instruct/CQADupstackStatsRetrieval.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "CQADupstackStatsRetrieval",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 1647.26,
+    "map_at_1": 0.2587,
+    "map_at_10": 0.33208,
+    "map_at_100": 0.3435,
+    "map_at_1000": 0.34449,
+    "map_at_3": 0.30794,
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+    "mrr_at_100": 0.37171,
+    "mrr_at_1000": 0.37241,
+    "mrr_at_3": 0.33998,
+    "mrr_at_5": 0.35348,
+    "ndcg_at_1": 0.29141,
+    "ndcg_at_10": 0.37521,
+    "ndcg_at_100": 0.43019,
+    "ndcg_at_1000": 0.45355,
+    "ndcg_at_3": 0.33226,
+    "ndcg_at_5": 0.35537,
+    "precision_at_1": 0.29141,
+    "precision_at_10": 0.05997,
+    "precision_at_100": 0.00946,
+    "precision_at_1000": 0.00121,
+    "precision_at_3": 0.14366,
+    "precision_at_5": 0.10245,
+    "recall_at_1": 0.2587,
+    "recall_at_10": 0.47638,
+    "recall_at_100": 0.72691,
+    "recall_at_1000": 0.89841,
+    "recall_at_3": 0.35959,
+    "recall_at_5": 0.4159
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/CQADupstackTexRetrieval.json b/results/voyage-lite-01-instruct/CQADupstackTexRetrieval.json
new file mode 100644
index 0000000000000000000000000000000000000000..6bb1ce363fd8b353195f0d0bee1cdb3796e3838a
--- /dev/null
+++ b/results/voyage-lite-01-instruct/CQADupstackTexRetrieval.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "CQADupstackTexRetrieval",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 3098.21,
+    "map_at_1": 0.17654,
+    "map_at_10": 0.25578,
+    "map_at_100": 0.26798,
+    "map_at_1000": 0.26929,
+    "map_at_3": 0.22819,
+    "map_at_5": 0.24408,
+    "mrr_at_1": 0.21851,
+    "mrr_at_10": 0.29616,
+    "mrr_at_100": 0.30548,
+    "mrr_at_1000": 0.30628,
+    "mrr_at_3": 0.27122,
+    "mrr_at_5": 0.28633,
+    "ndcg_at_1": 0.21851,
+    "ndcg_at_10": 0.30583,
+    "ndcg_at_100": 0.36225,
+    "ndcg_at_1000": 0.39116,
+    "ndcg_at_3": 0.25869,
+    "ndcg_at_5": 0.28207,
+    "precision_at_1": 0.21851,
+    "precision_at_10": 0.05836,
+    "precision_at_100": 0.01026,
+    "precision_at_1000": 0.00146,
+    "precision_at_3": 0.12457,
+    "precision_at_5": 0.09374,
+    "recall_at_1": 0.17654,
+    "recall_at_10": 0.41472,
+    "recall_at_100": 0.66807,
+    "recall_at_1000": 0.87334,
+    "recall_at_3": 0.28419,
+    "recall_at_5": 0.34377
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/CQADupstackUnixRetrieval.json b/results/voyage-lite-01-instruct/CQADupstackUnixRetrieval.json
new file mode 100644
index 0000000000000000000000000000000000000000..4f2363e3cf92e74ead9dd0c446e64aca8e3c2bc6
--- /dev/null
+++ b/results/voyage-lite-01-instruct/CQADupstackUnixRetrieval.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "CQADupstackUnixRetrieval",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 1744.03,
+    "map_at_1": 0.30701,
+    "map_at_10": 0.40711,
+    "map_at_100": 0.42049,
+    "map_at_1000": 0.42138,
+    "map_at_3": 0.37604,
+    "map_at_5": 0.39352,
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+    "mrr_at_10": 0.45222,
+    "mrr_at_100": 0.46062,
+    "mrr_at_1000": 0.46109,
+    "mrr_at_3": 0.42755,
+    "mrr_at_5": 0.44112,
+    "ndcg_at_1": 0.3666,
+    "ndcg_at_10": 0.46312,
+    "ndcg_at_100": 0.51813,
+    "ndcg_at_1000": 0.53694,
+    "ndcg_at_3": 0.41111,
+    "ndcg_at_5": 0.43455,
+    "precision_at_1": 0.3666,
+    "precision_at_10": 0.07864,
+    "precision_at_100": 0.01184,
+    "precision_at_1000": 0.00145,
+    "precision_at_3": 0.18657,
+    "precision_at_5": 0.1319,
+    "recall_at_1": 0.30701,
+    "recall_at_10": 0.58808,
+    "recall_at_100": 0.82316,
+    "recall_at_1000": 0.95132,
+    "recall_at_3": 0.44311,
+    "recall_at_5": 0.50286
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/CQADupstackWebmastersRetrieval.json b/results/voyage-lite-01-instruct/CQADupstackWebmastersRetrieval.json
new file mode 100644
index 0000000000000000000000000000000000000000..418fa6b5535a4d4514df290aa775c33d5b3c43c7
--- /dev/null
+++ b/results/voyage-lite-01-instruct/CQADupstackWebmastersRetrieval.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "CQADupstackWebmastersRetrieval",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 365.45,
+    "map_at_1": 0.30026,
+    "map_at_10": 0.41065,
+    "map_at_100": 0.42838,
+    "map_at_1000": 0.43079,
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+    "map_at_5": 0.39578,
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+    "mrr_at_100": 0.46931,
+    "mrr_at_1000": 0.4697,
+    "mrr_at_3": 0.43116,
+    "mrr_at_5": 0.45033,
+    "ndcg_at_1": 0.35968,
+    "ndcg_at_10": 0.47969,
+    "ndcg_at_100": 0.53583,
+    "ndcg_at_1000": 0.55364,
+    "ndcg_at_3": 0.41942,
+    "ndcg_at_5": 0.45205,
+    "precision_at_1": 0.35968,
+    "precision_at_10": 0.09071,
+    "precision_at_100": 0.01818,
+    "precision_at_1000": 0.00259,
+    "precision_at_3": 0.19499,
+    "precision_at_5": 0.14545,
+    "recall_at_1": 0.30026,
+    "recall_at_10": 0.61525,
+    "recall_at_100": 0.85663,
+    "recall_at_1000": 0.96465,
+    "recall_at_3": 0.44803,
+    "recall_at_5": 0.5299
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/CQADupstackWordpressRetrieval.json b/results/voyage-lite-01-instruct/CQADupstackWordpressRetrieval.json
new file mode 100644
index 0000000000000000000000000000000000000000..2bfa581d747b5b05da78d298c3be76bdaf1fe4a9
--- /dev/null
+++ b/results/voyage-lite-01-instruct/CQADupstackWordpressRetrieval.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "CQADupstackWordpressRetrieval",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 1522.17,
+    "map_at_1": 0.20616,
+    "map_at_10": 0.29837,
+    "map_at_100": 0.30854,
+    "map_at_1000": 0.30951,
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+    "mrr_at_1": 0.22551,
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+    "mrr_at_100": 0.32524,
+    "mrr_at_1000": 0.32596,
+    "mrr_at_3": 0.28959,
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+    "ndcg_at_1": 0.22551,
+    "ndcg_at_10": 0.35169,
+    "ndcg_at_100": 0.402,
+    "ndcg_at_1000": 0.42541,
+    "ndcg_at_3": 0.29583,
+    "ndcg_at_5": 0.32291,
+    "precision_at_1": 0.22551,
+    "precision_at_10": 0.0573,
+    "precision_at_100": 0.00889,
+    "precision_at_1000": 0.00121,
+    "precision_at_3": 0.13124,
+    "precision_at_5": 0.09427,
+    "recall_at_1": 0.20616,
+    "recall_at_10": 0.49982,
+    "recall_at_100": 0.7278,
+    "recall_at_1000": 0.90011,
+    "recall_at_3": 0.34985,
+    "recall_at_5": 0.41405
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/ClimateFEVER.json b/results/voyage-lite-01-instruct/ClimateFEVER.json
new file mode 100644
index 0000000000000000000000000000000000000000..bf3905bc705b7c5e7a259b0a42f226232d25635d
--- /dev/null
+++ b/results/voyage-lite-01-instruct/ClimateFEVER.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "ClimateFEVER",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 5599.93,
+    "map_at_1": 0.17546,
+    "map_at_10": 0.28507,
+    "map_at_100": 0.29834,
+    "map_at_1000": 0.29973,
+    "map_at_3": 0.24839,
+    "map_at_5": 0.26909,
+    "mrr_at_1": 0.39088,
+    "mrr_at_10": 0.50176,
+    "mrr_at_100": 0.5081,
+    "mrr_at_1000": 0.50839,
+    "mrr_at_3": 0.47405,
+    "mrr_at_5": 0.49076,
+    "ndcg_at_1": 0.39088,
+    "ndcg_at_10": 0.37471,
+    "ndcg_at_100": 0.42622,
+    "ndcg_at_1000": 0.45332,
+    "ndcg_at_3": 0.32922,
+    "ndcg_at_5": 0.34385,
+    "precision_at_1": 0.39088,
+    "precision_at_10": 0.11003,
+    "precision_at_100": 0.01668,
+    "precision_at_1000": 0.00218,
+    "precision_at_3": 0.24321,
+    "precision_at_5": 0.17876,
+    "recall_at_1": 0.17546,
+    "recall_at_10": 0.4167,
+    "recall_at_100": 0.59245,
+    "recall_at_1000": 0.74648,
+    "recall_at_3": 0.29374,
+    "recall_at_5": 0.34862
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/DBPedia.json b/results/voyage-lite-01-instruct/DBPedia.json
new file mode 100644
index 0000000000000000000000000000000000000000..f1f80f5a5bdd52349fc578fcbf42e6ba80ecc66c
--- /dev/null
+++ b/results/voyage-lite-01-instruct/DBPedia.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "DBPedia",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 3273.73,
+    "map_at_1": 0.09075,
+    "map_at_10": 0.19849,
+    "map_at_100": 0.27253,
+    "map_at_1000": 0.2875,
+    "map_at_3": 0.1402,
+    "map_at_5": 0.16675,
+    "mrr_at_1": 0.6775,
+    "mrr_at_10": 0.76308,
+    "mrr_at_100": 0.7654,
+    "mrr_at_1000": 0.76547,
+    "mrr_at_3": 0.74708,
+    "mrr_at_5": 0.75646,
+    "ndcg_at_1": 0.5525,
+    "ndcg_at_10": 0.43417,
+    "ndcg_at_100": 0.46994,
+    "ndcg_at_1000": 0.53613,
+    "ndcg_at_3": 0.4784,
+    "ndcg_at_5": 0.45888,
+    "precision_at_1": 0.6775,
+    "precision_at_10": 0.343,
+    "precision_at_100": 0.10765,
+    "precision_at_1000": 0.02024,
+    "precision_at_3": 0.51417,
+    "precision_at_5": 0.4425,
+    "recall_at_1": 0.09075,
+    "recall_at_10": 0.25605,
+    "recall_at_100": 0.51167,
+    "recall_at_1000": 0.72912,
+    "recall_at_3": 0.1551,
+    "recall_at_5": 0.19548
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/EmotionClassification.json b/results/voyage-lite-01-instruct/EmotionClassification.json
new file mode 100644
index 0000000000000000000000000000000000000000..764698316d97641bbe7384be31fa6c3a16f55467
--- /dev/null
+++ b/results/voyage-lite-01-instruct/EmotionClassification.json
@@ -0,0 +1,21 @@
+{
+  "dataset_revision": "4f58c6b202a23cf9a4da393831edf4f9183cad37",
+  "mteb_dataset_name": "EmotionClassification",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "accuracy": 0.48290000000000005,
+    "accuracy_stderr": 0.03238811510415511,
+    "evaluation_time": 11.29,
+    "f1": 0.4190729817711027,
+    "f1_stderr": 0.021555718968525664,
+    "main_score": 0.48290000000000005
+  },
+  "validation": {
+    "accuracy": 0.4917000000000001,
+    "accuracy_stderr": 0.02946031228619276,
+    "evaluation_time": 15.79,
+    "f1": 0.43930171238894455,
+    "f1_stderr": 0.021962560502144884,
+    "main_score": 0.4917000000000001
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/FEVER.json b/results/voyage-lite-01-instruct/FEVER.json
new file mode 100644
index 0000000000000000000000000000000000000000..fd83c0c63e04cbb70a79b40c3eb1dfb3a617d82f
--- /dev/null
+++ b/results/voyage-lite-01-instruct/FEVER.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "FEVER",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 5879.48,
+    "map_at_1": 0.79033,
+    "map_at_10": 0.86531,
+    "map_at_100": 0.86663,
+    "map_at_1000": 0.86675,
+    "map_at_3": 0.85843,
+    "map_at_5": 0.86302,
+    "mrr_at_1": 0.85194,
+    "mrr_at_10": 0.91341,
+    "mrr_at_100": 0.91368,
+    "mrr_at_1000": 0.91368,
+    "mrr_at_3": 0.90989,
+    "mrr_at_5": 0.91234,
+    "ndcg_at_1": 0.85194,
+    "ndcg_at_10": 0.89711,
+    "ndcg_at_100": 0.90155,
+    "ndcg_at_1000": 0.90364,
+    "ndcg_at_3": 0.88788,
+    "ndcg_at_5": 0.89317,
+    "precision_at_1": 0.85194,
+    "precision_at_10": 0.10482,
+    "precision_at_100": 0.01087,
+    "precision_at_1000": 0.00112,
+    "precision_at_3": 0.33583,
+    "precision_at_5": 0.20576,
+    "recall_at_1": 0.79033,
+    "recall_at_10": 0.94777,
+    "recall_at_100": 0.96454,
+    "recall_at_1000": 0.97734,
+    "recall_at_3": 0.9209,
+    "recall_at_5": 0.93571
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/FiQA2018.json b/results/voyage-lite-01-instruct/FiQA2018.json
new file mode 100644
index 0000000000000000000000000000000000000000..95b8d3c0ea9e6836b5517c329fb7848621e2384e
--- /dev/null
+++ b/results/voyage-lite-01-instruct/FiQA2018.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "FiQA2018",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 2709.26,
+    "map_at_1": 0.21618,
+    "map_at_10": 0.36619,
+    "map_at_100": 0.3874,
+    "map_at_1000": 0.38899,
+    "map_at_3": 0.31318,
+    "map_at_5": 0.34455,
+    "mrr_at_1": 0.41667,
+    "mrr_at_10": 0.51575,
+    "mrr_at_100": 0.52364,
+    "mrr_at_1000": 0.52392,
+    "mrr_at_3": 0.48611,
+    "mrr_at_5": 0.50687,
+    "ndcg_at_1": 0.41667,
+    "ndcg_at_10": 0.44789,
+    "ndcg_at_100": 0.52085,
+    "ndcg_at_1000": 0.54638,
+    "ndcg_at_3": 0.39911,
+    "ndcg_at_5": 0.42161,
+    "precision_at_1": 0.41667,
+    "precision_at_10": 0.12762,
+    "precision_at_100": 0.02023,
+    "precision_at_1000": 0.00249,
+    "precision_at_3": 0.26852,
+    "precision_at_5": 0.2071,
+    "recall_at_1": 0.21618,
+    "recall_at_10": 0.52831,
+    "recall_at_100": 0.79617,
+    "recall_at_1000": 0.94938,
+    "recall_at_3": 0.36358,
+    "recall_at_5": 0.44322
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/HotpotQA.json b/results/voyage-lite-01-instruct/HotpotQA.json
new file mode 100644
index 0000000000000000000000000000000000000000..f7fb940a59b1eae37eca4fb5882d4695d9883f61
--- /dev/null
+++ b/results/voyage-lite-01-instruct/HotpotQA.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "HotpotQA",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
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+    "map_at_1": 0.39966,
+    "map_at_10": 0.62085,
+    "map_at_100": 0.6302,
+    "map_at_1000": 0.63086,
+    "map_at_3": 0.58812,
+    "map_at_5": 0.60828,
+    "mrr_at_1": 0.79932,
+    "mrr_at_10": 0.85266,
+    "mrr_at_100": 0.8543,
+    "mrr_at_1000": 0.85437,
+    "mrr_at_3": 0.84438,
+    "mrr_at_5": 0.84931,
+    "ndcg_at_1": 0.79932,
+    "ndcg_at_10": 0.70461,
+    "ndcg_at_100": 0.73563,
+    "ndcg_at_1000": 0.74816,
+    "ndcg_at_3": 0.65873,
+    "ndcg_at_5": 0.6837,
+    "precision_at_1": 0.79932,
+    "precision_at_10": 0.14614,
+    "precision_at_100": 0.01701,
+    "precision_at_1000": 0.00187,
+    "precision_at_3": 0.4194,
+    "precision_at_5": 0.27138,
+    "recall_at_1": 0.39966,
+    "recall_at_10": 0.73072,
+    "recall_at_100": 0.85051,
+    "recall_at_1000": 0.93295,
+    "recall_at_3": 0.6291,
+    "recall_at_5": 0.67846
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/ImdbClassification.json b/results/voyage-lite-01-instruct/ImdbClassification.json
new file mode 100644
index 0000000000000000000000000000000000000000..7ee8e4883247f314e170c4b0c88c660cfa6561ad
--- /dev/null
+++ b/results/voyage-lite-01-instruct/ImdbClassification.json
@@ -0,0 +1,15 @@
+{
+  "dataset_revision": "3d86128a09e091d6018b6d26cad27f2739fc2db7",
+  "mteb_dataset_name": "ImdbClassification",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "accuracy": 0.9548720000000002,
+    "accuracy_stderr": 0.00306243301967571,
+    "ap": 0.9322768575925808,
+    "ap_stderr": 0.007965193104427754,
+    "evaluation_time": 753.35,
+    "f1": 0.9548602935938202,
+    "f1_stderr": 0.0030732615539919785,
+    "main_score": 0.9548720000000002
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/MSMARCO.json b/results/voyage-lite-01-instruct/MSMARCO.json
new file mode 100644
index 0000000000000000000000000000000000000000..4f87ba15c76cb5bff613efcd97024b38f83a9ea4
--- /dev/null
+++ b/results/voyage-lite-01-instruct/MSMARCO.json
@@ -0,0 +1,71 @@
+{
+  "dataset_revision": null,
+  "dev": {
+    "evaluation_time": 6924.64,
+    "map_at_1": 0.20566,
+    "map_at_10": 0.32718,
+    "map_at_100": 0.33948,
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+    "map_at_3": 0.28883,
+    "map_at_5": 0.31035,
+    "mrr_at_1": 0.21189,
+    "mrr_at_10": 0.33347,
+    "mrr_at_100": 0.34521,
+    "mrr_at_1000": 0.34565,
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+    "ndcg_at_1": 0.21189,
+    "ndcg_at_10": 0.39664,
+    "ndcg_at_100": 0.45544,
+    "ndcg_at_1000": 0.4682,
+    "ndcg_at_3": 0.31818,
+    "ndcg_at_5": 0.35654,
+    "precision_at_1": 0.21189,
+    "precision_at_10": 0.06377,
+    "precision_at_100": 0.0093,
+    "precision_at_1000": 0.00104,
+    "precision_at_3": 0.1372,
+    "precision_at_5": 0.10166,
+    "recall_at_1": 0.20566,
+    "recall_at_10": 0.61064,
+    "recall_at_100": 0.88161,
+    "recall_at_1000": 0.9792,
+    "recall_at_3": 0.39625,
+    "recall_at_5": 0.48867
+  },
+  "mteb_dataset_name": "MSMARCO",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 6613.28,
+    "map_at_1": 0.02211,
+    "map_at_10": 0.14654,
+    "map_at_100": 0.3879,
+    "map_at_1000": 0.47098,
+    "map_at_3": 0.05711,
+    "map_at_5": 0.08656,
+    "mrr_at_1": 0.88372,
+    "mrr_at_10": 0.9186,
+    "mrr_at_100": 0.9186,
+    "mrr_at_1000": 0.9186,
+    "mrr_at_3": 0.90698,
+    "mrr_at_5": 0.91279,
+    "ndcg_at_1": 0.71705,
+    "ndcg_at_10": 0.69148,
+    "ndcg_at_100": 0.62715,
+    "ndcg_at_1000": 0.71742,
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+    "precision_at_1": 0.88372,
+    "precision_at_10": 0.77674,
+    "precision_at_100": 0.3714,
+    "precision_at_1000": 0.07298,
+    "precision_at_3": 0.86822,
+    "precision_at_5": 0.83256,
+    "recall_at_1": 0.02211,
+    "recall_at_10": 0.16394,
+    "recall_at_100": 0.51721,
+    "recall_at_1000": 0.79118,
+    "recall_at_3": 0.05784,
+    "recall_at_5": 0.09006
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/MTOPDomainClassification.json b/results/voyage-lite-01-instruct/MTOPDomainClassification.json
new file mode 100644
index 0000000000000000000000000000000000000000..30abdd12cb6c50374173936cf0408857f8464376
--- /dev/null
+++ b/results/voyage-lite-01-instruct/MTOPDomainClassification.json
@@ -0,0 +1,25 @@
+{
+  "dataset_revision": "d80d48c1eb48d3562165c59d59d0034df9fff0bf",
+  "mteb_dataset_name": "MTOPDomainClassification",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "en": {
+      "accuracy": 0.9629502963976287,
+      "accuracy_stderr": 0.0034218720975384472,
+      "f1": 0.9622428220771738,
+      "f1_stderr": 0.003446341311499961,
+      "main_score": 0.9629502963976287
+    },
+    "evaluation_time": 11.92
+  },
+  "validation": {
+    "en": {
+      "accuracy": 0.9604921700223714,
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+      "f1_stderr": 0.004857465948604204,
+      "main_score": 0.9604921700223714
+    },
+    "evaluation_time": 11.66
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/MTOPIntentClassification.json b/results/voyage-lite-01-instruct/MTOPIntentClassification.json
new file mode 100644
index 0000000000000000000000000000000000000000..a9a3d93b783b4566116769e512d4ed8f7bbdc9e4
--- /dev/null
+++ b/results/voyage-lite-01-instruct/MTOPIntentClassification.json
@@ -0,0 +1,25 @@
+{
+  "dataset_revision": "ae001d0e6b1228650b7bd1c2c65fb50ad11a8aba",
+  "mteb_dataset_name": "MTOPIntentClassification",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "en": {
+      "accuracy": 0.6792521659826722,
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+      "f1_stderr": 0.010212817023795048,
+      "main_score": 0.6792521659826722
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+    "evaluation_time": 29.2
+  },
+  "validation": {
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+      "f1_stderr": 0.020764163533347684,
+      "main_score": 0.6794630872483223
+    },
+    "evaluation_time": 29.43
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/MassiveIntentClassification.json b/results/voyage-lite-01-instruct/MassiveIntentClassification.json
new file mode 100644
index 0000000000000000000000000000000000000000..40eb02c673784d3e7bbd6f6890012e65bca043a6
--- /dev/null
+++ b/results/voyage-lite-01-instruct/MassiveIntentClassification.json
@@ -0,0 +1,25 @@
+{
+  "dataset_revision": "31efe3c427b0bae9c22cbb560b8f15491cc6bed7",
+  "mteb_dataset_name": "MassiveIntentClassification",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "en": {
+      "accuracy": 0.712878278412912,
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+      "f1": 0.6860487354611549,
+      "f1_stderr": 0.02003704775064158,
+      "main_score": 0.712878278412912
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+    "evaluation_time": 17.21
+  },
+  "validation": {
+    "en": {
+      "accuracy": 0.7223807181505164,
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+      "f1": 0.6742461148457501,
+      "f1_stderr": 0.019776436545829116,
+      "main_score": 0.7223807181505164
+    },
+    "evaluation_time": 18.63
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/MassiveScenarioClassification.json b/results/voyage-lite-01-instruct/MassiveScenarioClassification.json
new file mode 100644
index 0000000000000000000000000000000000000000..65d46212d4f97d29e4ef2680eef7be2d7d2c6cb5
--- /dev/null
+++ b/results/voyage-lite-01-instruct/MassiveScenarioClassification.json
@@ -0,0 +1,25 @@
+{
+  "dataset_revision": "7d571f92784cd94a019292a1f45445077d0ef634",
+  "mteb_dataset_name": "MassiveScenarioClassification",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "en": {
+      "accuracy": 0.7674176193678547,
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+      "f1_stderr": 0.016895423984328067,
+      "main_score": 0.7674176193678547
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+    "evaluation_time": 10.98
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+  "validation": {
+    "en": {
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+      "f1_stderr": 0.014194182660934869,
+      "main_score": 0.7711756025577963
+    },
+    "evaluation_time": 12.0
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/MedrxivClusteringP2P.json b/results/voyage-lite-01-instruct/MedrxivClusteringP2P.json
new file mode 100644
index 0000000000000000000000000000000000000000..1d4d889f3e828bf3a12d725e83174d272047d158
--- /dev/null
+++ b/results/voyage-lite-01-instruct/MedrxivClusteringP2P.json
@@ -0,0 +1,10 @@
+{
+  "dataset_revision": "e7a26af6f3ae46b30dde8737f02c07b1505bcc73",
+  "mteb_dataset_name": "MedrxivClusteringP2P",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 2033.95,
+    "v_measure": 0.3404492949327626,
+    "v_measure_std": 0.0169619299557765
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/MedrxivClusteringS2S.json b/results/voyage-lite-01-instruct/MedrxivClusteringS2S.json
new file mode 100644
index 0000000000000000000000000000000000000000..cb7f2ed33b5c50ab41b856a7b50283bfdcafe52f
--- /dev/null
+++ b/results/voyage-lite-01-instruct/MedrxivClusteringS2S.json
@@ -0,0 +1,10 @@
+{
+  "dataset_revision": "35191c8c0dca72d8ff3efcd72aa802307d469663",
+  "mteb_dataset_name": "MedrxivClusteringS2S",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 221.93,
+    "v_measure": 0.3280557920650085,
+    "v_measure_std": 0.01571083025901306
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/MindSmallReranking.json b/results/voyage-lite-01-instruct/MindSmallReranking.json
new file mode 100644
index 0000000000000000000000000000000000000000..f376358b2baa10d1f519b78585d0672c491ff6c9
--- /dev/null
+++ b/results/voyage-lite-01-instruct/MindSmallReranking.json
@@ -0,0 +1,10 @@
+{
+  "dataset_revision": "3bdac13927fdc888b903db93b2ffdbd90b295a69",
+  "mteb_dataset_name": "MindSmallReranking",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 10706.34,
+    "map": 0.3168722719774892,
+    "mrr": 0.32902056322825163
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/NFCorpus.json b/results/voyage-lite-01-instruct/NFCorpus.json
new file mode 100644
index 0000000000000000000000000000000000000000..1b46ca01760cff92ac59636ce331922816434051
--- /dev/null
+++ b/results/voyage-lite-01-instruct/NFCorpus.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "NFCorpus",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 50.56,
+    "map_at_1": 0.07257,
+    "map_at_10": 0.17526,
+    "map_at_100": 0.25537,
+    "map_at_1000": 0.2816,
+    "map_at_3": 0.1178,
+    "map_at_5": 0.14045,
+    "mrr_at_1": 0.52632,
+    "mrr_at_10": 0.61873,
+    "mrr_at_100": 0.62428,
+    "mrr_at_1000": 0.62459,
+    "mrr_at_3": 0.59907,
+    "mrr_at_5": 0.61084,
+    "ndcg_at_1": 0.49845,
+    "ndcg_at_10": 0.43333,
+    "ndcg_at_100": 0.44511,
+    "ndcg_at_1000": 0.54457,
+    "ndcg_at_3": 0.46987,
+    "ndcg_at_5": 0.45574,
+    "precision_at_1": 0.52941,
+    "precision_at_10": 0.33529,
+    "precision_at_100": 0.12087,
+    "precision_at_1000": 0.02793,
+    "precision_at_3": 0.45098,
+    "precision_at_5": 0.40557,
+    "recall_at_1": 0.07257,
+    "recall_at_10": 0.226,
+    "recall_at_100": 0.50603,
+    "recall_at_1000": 0.84353,
+    "recall_at_3": 0.13099,
+    "recall_at_5": 0.16537
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/NQ.json b/results/voyage-lite-01-instruct/NQ.json
new file mode 100644
index 0000000000000000000000000000000000000000..51af069b9ff4d3075e912144f10e90f07a21ce77
--- /dev/null
+++ b/results/voyage-lite-01-instruct/NQ.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "NQ",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 2629.31,
+    "map_at_1": 0.37795,
+    "map_at_10": 0.53417,
+    "map_at_100": 0.54252,
+    "map_at_1000": 0.54281,
+    "map_at_3": 0.49435,
+    "map_at_5": 0.51941,
+    "mrr_at_1": 0.42294,
+    "mrr_at_10": 0.55964,
+    "mrr_at_100": 0.56557,
+    "mrr_at_1000": 0.56574,
+    "mrr_at_3": 0.52781,
+    "mrr_at_5": 0.54775,
+    "ndcg_at_1": 0.42294,
+    "ndcg_at_10": 0.60645,
+    "ndcg_at_100": 0.64033,
+    "ndcg_at_1000": 0.64659,
+    "ndcg_at_3": 0.53379,
+    "ndcg_at_5": 0.57455,
+    "precision_at_1": 0.42294,
+    "precision_at_10": 0.09496,
+    "precision_at_100": 0.01142,
+    "precision_at_1000": 0.0012,
+    "precision_at_3": 0.23725,
+    "precision_at_5": 0.16616,
+    "recall_at_1": 0.37795,
+    "recall_at_10": 0.79901,
+    "recall_at_100": 0.94404,
+    "recall_at_1000": 0.98967,
+    "recall_at_3": 0.61433,
+    "recall_at_5": 0.70742
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/QuoraRetrieval.json b/results/voyage-lite-01-instruct/QuoraRetrieval.json
new file mode 100644
index 0000000000000000000000000000000000000000..3dcd318609394a7f7024e94c2e79350d8a850f85
--- /dev/null
+++ b/results/voyage-lite-01-instruct/QuoraRetrieval.json
@@ -0,0 +1,71 @@
+{
+  "dataset_revision": null,
+  "dev": {
+    "evaluation_time": 314.33,
+    "map_at_1": 0.6968,
+    "map_at_10": 0.84066,
+    "map_at_100": 0.84672,
+    "map_at_1000": 0.84686,
+    "map_at_3": 0.81183,
+    "map_at_5": 0.83001,
+    "mrr_at_1": 0.7998,
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+    "mrr_at_100": 0.86814,
+    "mrr_at_1000": 0.86815,
+    "mrr_at_3": 0.85757,
+    "mrr_at_5": 0.86391,
+    "ndcg_at_1": 0.7998,
+    "ndcg_at_10": 0.87805,
+    "ndcg_at_100": 0.89055,
+    "ndcg_at_1000": 0.89137,
+    "ndcg_at_3": 0.8504,
+    "ndcg_at_5": 0.86554,
+    "precision_at_1": 0.7998,
+    "precision_at_10": 0.133,
+    "precision_at_100": 0.01493,
+    "precision_at_1000": 0.00152,
+    "precision_at_3": 0.3742,
+    "precision_at_5": 0.24536,
+    "recall_at_1": 0.6968,
+    "recall_at_10": 0.95294,
+    "recall_at_100": 0.996,
+    "recall_at_1000": 0.99973,
+    "recall_at_3": 0.87299,
+    "recall_at_5": 0.91623
+  },
+  "mteb_dataset_name": "QuoraRetrieval",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 598.98,
+    "map_at_1": 0.69939,
+    "map_at_10": 0.84005,
+    "map_at_100": 0.84681,
+    "map_at_1000": 0.84697,
+    "map_at_3": 0.81093,
+    "map_at_5": 0.82905,
+    "mrr_at_1": 0.8051,
+    "mrr_at_10": 0.86982,
+    "mrr_at_100": 0.87094,
+    "mrr_at_1000": 0.87095,
+    "mrr_at_3": 0.86017,
+    "mrr_at_5": 0.86676,
+    "ndcg_at_1": 0.805,
+    "ndcg_at_10": 0.87827,
+    "ndcg_at_100": 0.89132,
+    "ndcg_at_1000": 0.89232,
+    "ndcg_at_3": 0.85002,
+    "ndcg_at_5": 0.86534,
+    "precision_at_1": 0.805,
+    "precision_at_10": 0.13334,
+    "precision_at_100": 0.01528,
+    "precision_at_1000": 0.00157,
+    "precision_at_3": 0.37273,
+    "precision_at_5": 0.24448,
+    "recall_at_1": 0.69939,
+    "recall_at_10": 0.9516,
+    "recall_at_100": 0.99562,
+    "recall_at_1000": 0.99979,
+    "recall_at_3": 0.86997,
+    "recall_at_5": 0.91397
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/RedditClustering.json b/results/voyage-lite-01-instruct/RedditClustering.json
new file mode 100644
index 0000000000000000000000000000000000000000..f168ff5493338bfc7ad88df6f02f588f770b62af
--- /dev/null
+++ b/results/voyage-lite-01-instruct/RedditClustering.json
@@ -0,0 +1,10 @@
+{
+  "dataset_revision": "24640382cdbf8abc73003fb0fa6d111a705499eb",
+  "mteb_dataset_name": "RedditClustering",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 1595.07,
+    "v_measure": 0.6155772391307365,
+    "v_measure_std": 0.04521650707019105
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/RedditClusteringP2P.json b/results/voyage-lite-01-instruct/RedditClusteringP2P.json
new file mode 100644
index 0000000000000000000000000000000000000000..7c65f2d7a4895bcea056b8ebb05cbc631f592edb
--- /dev/null
+++ b/results/voyage-lite-01-instruct/RedditClusteringP2P.json
@@ -0,0 +1,10 @@
+{
+  "dataset_revision": "282350215ef01743dc01b456c7f5241fa8937f16",
+  "mteb_dataset_name": "RedditClusteringP2P",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 12474.18,
+    "v_measure": 0.653538400086221,
+    "v_measure_std": 0.11639130040673856
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/SCIDOCS.json b/results/voyage-lite-01-instruct/SCIDOCS.json
new file mode 100644
index 0000000000000000000000000000000000000000..809f9ef8c88695d43395b07520a5ab5cac9a1c6f
--- /dev/null
+++ b/results/voyage-lite-01-instruct/SCIDOCS.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "SCIDOCS",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 723.5,
+    "map_at_1": 0.05243,
+    "map_at_10": 0.1407,
+    "map_at_100": 0.16844,
+    "map_at_1000": 0.17232,
+    "map_at_3": 0.09861,
+    "map_at_5": 0.118,
+    "mrr_at_1": 0.259,
+    "mrr_at_10": 0.38136,
+    "mrr_at_100": 0.39225,
+    "mrr_at_1000": 0.39257,
+    "mrr_at_3": 0.34567,
+    "mrr_at_5": 0.36392,
+    "ndcg_at_1": 0.259,
+    "ndcg_at_10": 0.23194,
+    "ndcg_at_100": 0.33242,
+    "ndcg_at_1000": 0.39064,
+    "ndcg_at_3": 0.21794,
+    "ndcg_at_5": 0.18853,
+    "precision_at_1": 0.259,
+    "precision_at_10": 0.1223,
+    "precision_at_100": 0.02675,
+    "precision_at_1000": 0.00406,
+    "precision_at_3": 0.206,
+    "precision_at_5": 0.1658,
+    "recall_at_1": 0.05243,
+    "recall_at_10": 0.24787,
+    "recall_at_100": 0.54305,
+    "recall_at_1000": 0.82395,
+    "recall_at_3": 0.12533,
+    "recall_at_5": 0.16813
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/SICK-R.json b/results/voyage-lite-01-instruct/SICK-R.json
new file mode 100644
index 0000000000000000000000000000000000000000..b2e07a6e6d0928e55526c789c6c70d492c174634
--- /dev/null
+++ b/results/voyage-lite-01-instruct/SICK-R.json
@@ -0,0 +1,20 @@
+{
+  "dataset_revision": "a6ea5a8cab320b040a23452cc28066d9beae2cee",
+  "mteb_dataset_name": "SICK-R",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "cos_sim": {
+      "pearson": 0.8544781628247287,
+      "spearman": 0.797064154605003
+    },
+    "euclidean": {
+      "pearson": 0.8311531830920712,
+      "spearman": 0.797064147873819
+    },
+    "evaluation_time": 48.36,
+    "manhattan": {
+      "pearson": 0.8313779552110766,
+      "spearman": 0.7968698027841202
+    }
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/STS12.json b/results/voyage-lite-01-instruct/STS12.json
new file mode 100644
index 0000000000000000000000000000000000000000..d4c4351973130122558d9f90851f2b94325f5e15
--- /dev/null
+++ b/results/voyage-lite-01-instruct/STS12.json
@@ -0,0 +1,20 @@
+{
+  "dataset_revision": "a0d554a64d88156834ff5ae9920b964011b16384",
+  "mteb_dataset_name": "STS12",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "cos_sim": {
+      "pearson": 0.857007862477962,
+      "spearman": 0.7709284809238793
+    },
+    "euclidean": {
+      "pearson": 0.8181155430217479,
+      "spearman": 0.7709291409685923
+    },
+    "evaluation_time": 20.56,
+    "manhattan": {
+      "pearson": 0.8170795037950989,
+      "spearman": 0.76973034115614
+    }
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/STS13.json b/results/voyage-lite-01-instruct/STS13.json
new file mode 100644
index 0000000000000000000000000000000000000000..28b2911409de5db8b437efd98d59195040ca1b31
--- /dev/null
+++ b/results/voyage-lite-01-instruct/STS13.json
@@ -0,0 +1,20 @@
+{
+  "dataset_revision": "7e90230a92c190f1bf69ae9002b8cea547a64cca",
+  "mteb_dataset_name": "STS13",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "cos_sim": {
+      "pearson": 0.8775050434185278,
+      "spearman": 0.8890611469076194
+    },
+    "euclidean": {
+      "pearson": 0.8755291022335765,
+      "spearman": 0.8890611469076194
+    },
+    "evaluation_time": 9.55,
+    "manhattan": {
+      "pearson": 0.8752679489993852,
+      "spearman": 0.8889523484159496
+    }
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/STS14.json b/results/voyage-lite-01-instruct/STS14.json
new file mode 100644
index 0000000000000000000000000000000000000000..eb5fe184f3d24e37c1790925c1856f3ebdf6704d
--- /dev/null
+++ b/results/voyage-lite-01-instruct/STS14.json
@@ -0,0 +1,20 @@
+{
+  "dataset_revision": "6031580fec1f6af667f0bd2da0a551cf4f0b2375",
+  "mteb_dataset_name": "STS14",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "cos_sim": {
+      "pearson": 0.841919600295719,
+      "spearman": 0.8207784138169757
+    },
+    "euclidean": {
+      "pearson": 0.8322021161436581,
+      "spearman": 0.8207784674752622
+    },
+    "evaluation_time": 21.83,
+    "manhattan": {
+      "pearson": 0.8319299637115753,
+      "spearman": 0.8204379077872692
+    }
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/STS15.json b/results/voyage-lite-01-instruct/STS15.json
new file mode 100644
index 0000000000000000000000000000000000000000..6eb5d4d9c0497bb274fb4f940b898fb506c3eb9f
--- /dev/null
+++ b/results/voyage-lite-01-instruct/STS15.json
@@ -0,0 +1,20 @@
+{
+  "dataset_revision": "ae752c7c21bf194d8b67fd573edf7ae58183cbe3",
+  "mteb_dataset_name": "STS15",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "cos_sim": {
+      "pearson": 0.8836116164229055,
+      "spearman": 0.8921360440071512
+    },
+    "euclidean": {
+      "pearson": 0.8859847333500552,
+      "spearman": 0.8921363185926507
+    },
+    "evaluation_time": 18.22,
+    "manhattan": {
+      "pearson": 0.8858418697613923,
+      "spearman": 0.8919134141575006
+    }
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/STS16.json b/results/voyage-lite-01-instruct/STS16.json
new file mode 100644
index 0000000000000000000000000000000000000000..b98119bbcb477d70ca4c3fed3a2ee0c4f8f5660f
--- /dev/null
+++ b/results/voyage-lite-01-instruct/STS16.json
@@ -0,0 +1,20 @@
+{
+  "dataset_revision": "4d8694f8f0e0100860b497b999b3dbed754a0513",
+  "mteb_dataset_name": "STS16",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "cos_sim": {
+      "pearson": 0.8290829896755401,
+      "spearman": 0.8474059298174726
+    },
+    "euclidean": {
+      "pearson": 0.8408179952715704,
+      "spearman": 0.8474059298174726
+    },
+    "evaluation_time": 8.77,
+    "manhattan": {
+      "pearson": 0.8408375157241287,
+      "spearman": 0.8474086186918984
+    }
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/STS17.json b/results/voyage-lite-01-instruct/STS17.json
new file mode 100644
index 0000000000000000000000000000000000000000..837e22195d1e401c82914dc8cfa2a424882380e0
--- /dev/null
+++ b/results/voyage-lite-01-instruct/STS17.json
@@ -0,0 +1,22 @@
+{
+  "dataset_revision": "af5e6fb845001ecf41f4c1e033ce921939a2a68d",
+  "mteb_dataset_name": "STS17",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "en-en": {
+      "cos_sim": {
+        "pearson": 0.9077766244132852,
+        "spearman": 0.907307324154909
+      },
+      "euclidean": {
+        "pearson": 0.9054925407041237,
+        "spearman": 0.907307324154909
+      },
+      "manhattan": {
+        "pearson": 0.9044819944553952,
+        "spearman": 0.9056298176060225
+      }
+    },
+    "evaluation_time": 3.69
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/STS22.json b/results/voyage-lite-01-instruct/STS22.json
new file mode 100644
index 0000000000000000000000000000000000000000..fe9ea419fda5b7b80f3781bd93b13f36cd3d51cb
--- /dev/null
+++ b/results/voyage-lite-01-instruct/STS22.json
@@ -0,0 +1,22 @@
+{
+  "dataset_revision": "6d1ba47164174a496b7fa5d3569dae26a6813b80",
+  "mteb_dataset_name": "STS22",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "en": {
+      "cos_sim": {
+        "pearson": 0.6102417665824724,
+        "spearman": 0.621035294102479
+      },
+      "euclidean": {
+        "pearson": 0.6387700738117161,
+        "spearman": 0.621035294102479
+      },
+      "manhattan": {
+        "pearson": 0.642669790741089,
+        "spearman": 0.6284565871730541
+      }
+    },
+    "evaluation_time": 40.69
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/STSBenchmark.json b/results/voyage-lite-01-instruct/STSBenchmark.json
new file mode 100644
index 0000000000000000000000000000000000000000..7868dbbd6af4a6d6238f81577243924b16aa8836
--- /dev/null
+++ b/results/voyage-lite-01-instruct/STSBenchmark.json
@@ -0,0 +1,20 @@
+{
+  "dataset_revision": "b0fddb56ed78048fa8b90373c8a3cfc37b684831",
+  "mteb_dataset_name": "STSBenchmark",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "cos_sim": {
+      "pearson": 0.8964386834690895,
+      "spearman": 0.8986317037852231
+    },
+    "euclidean": {
+      "pearson": 0.8950195154265475,
+      "spearman": 0.8986320019190291
+    },
+    "evaluation_time": 10.88,
+    "manhattan": {
+      "pearson": 0.8945621409885793,
+      "spearman": 0.8981489998067742
+    }
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/SciDocsRR.json b/results/voyage-lite-01-instruct/SciDocsRR.json
new file mode 100644
index 0000000000000000000000000000000000000000..7a88569e26bbd99049f2a4e24c7d6abc46df0cd8
--- /dev/null
+++ b/results/voyage-lite-01-instruct/SciDocsRR.json
@@ -0,0 +1,15 @@
+{
+  "dataset_revision": "d3c5e1fc0b855ab6097bf1cda04dd73947d7caab",
+  "mteb_dataset_name": "SciDocsRR",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 314.01,
+    "map": 0.8702850774446438,
+    "mrr": 0.9638814072637601
+  },
+  "validation": {
+    "evaluation_time": 312.45,
+    "map": 0.8616528616120859,
+    "mrr": 0.9567530093340192
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/SciFact.json b/results/voyage-lite-01-instruct/SciFact.json
new file mode 100644
index 0000000000000000000000000000000000000000..c698662ec87da5f8ea45145ccbcfd41a98294c4d
--- /dev/null
+++ b/results/voyage-lite-01-instruct/SciFact.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "SciFact",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 201.3,
+    "map_at_1": 0.59011,
+    "map_at_10": 0.69129,
+    "map_at_100": 0.69658,
+    "map_at_1000": 0.69683,
+    "map_at_3": 0.66199,
+    "map_at_5": 0.67847,
+    "mrr_at_1": 0.61333,
+    "mrr_at_10": 0.69974,
+    "mrr_at_100": 0.70373,
+    "mrr_at_1000": 0.70396,
+    "mrr_at_3": 0.68,
+    "mrr_at_5": 0.69133,
+    "ndcg_at_1": 0.61333,
+    "ndcg_at_10": 0.73638,
+    "ndcg_at_100": 0.75815,
+    "ndcg_at_1000": 0.7634,
+    "ndcg_at_3": 0.68784,
+    "ndcg_at_5": 0.71075,
+    "precision_at_1": 0.61333,
+    "precision_at_10": 0.098,
+    "precision_at_100": 0.0109,
+    "precision_at_1000": 0.00113,
+    "precision_at_3": 0.26556,
+    "precision_at_5": 0.17667,
+    "recall_at_1": 0.59011,
+    "recall_at_10": 0.86489,
+    "recall_at_100": 0.96167,
+    "recall_at_1000": 1.0,
+    "recall_at_3": 0.73617,
+    "recall_at_5": 0.79011
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/SprintDuplicateQuestions.json b/results/voyage-lite-01-instruct/SprintDuplicateQuestions.json
new file mode 100644
index 0000000000000000000000000000000000000000..7da73052c5b5739c65e92901c905873ef1a06f01
--- /dev/null
+++ b/results/voyage-lite-01-instruct/SprintDuplicateQuestions.json
@@ -0,0 +1,93 @@
+{
+  "dataset_revision": "d66bd1f72af766a5cc4b0ca5e00c162f89e8cc46",
+  "mteb_dataset_name": "SprintDuplicateQuestions",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "cos_sim": {
+      "accuracy": 0.9983861386138614,
+      "accuracy_threshold": 0.8370740413665771,
+      "ap": 0.9600730952215838,
+      "f1": 0.9170483460559796,
+      "f1_threshold": 0.8364102244377136,
+      "precision": 0.933678756476684,
+      "recall": 0.901
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+    "dot": {
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+      "f1_threshold": 0.8364102840423584,
+      "precision": 0.933678756476684,
+      "recall": 0.901
+    },
+    "euclidean": {
+      "accuracy": 0.9983861386138614,
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+      "ap": 0.9600730952215837,
+      "f1": 0.9170483460559796,
+      "f1_threshold": 0.5719960927963257,
+      "precision": 0.933678756476684,
+      "recall": 0.901
+    },
+    "evaluation_time": 27.3,
+    "manhattan": {
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+      "ap": 0.9601315909570357,
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+      "precision": 0.918918918918919,
+      "recall": 0.918
+    },
+    "max": {
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+      "ap": 0.9601315909570357,
+      "f1": 0.9184592296148075
+    }
+  },
+  "validation": {
+    "cos_sim": {
+      "accuracy": 0.9985247524752475,
+      "accuracy_threshold": 0.8233826160430908,
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+      "f1": 0.9255372313843079,
+      "f1_threshold": 0.8233826160430908,
+      "precision": 0.9250749250749251,
+      "recall": 0.926
+    },
+    "dot": {
+      "accuracy": 0.9985247524752475,
+      "accuracy_threshold": 0.8233826756477356,
+      "ap": 0.9644117271797761,
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+      "f1_threshold": 0.8233826756477356,
+      "precision": 0.9250749250749251,
+      "recall": 0.926
+    },
+    "euclidean": {
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+      "accuracy_threshold": 0.5943355560302734,
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+      "f1": 0.9255372313843079,
+      "f1_threshold": 0.5943355560302734,
+      "precision": 0.9250749250749251,
+      "recall": 0.926
+    },
+    "evaluation_time": 29.59,
+    "manhattan": {
+      "accuracy": 0.9984950495049505,
+      "accuracy_threshold": 15.13698959350586,
+      "ap": 0.9636193730271969,
+      "f1": 0.923923923923924,
+      "f1_threshold": 15.13698959350586,
+      "precision": 0.9248496993987976,
+      "recall": 0.923
+    },
+    "max": {
+      "accuracy": 0.9985247524752475,
+      "ap": 0.9644117271797762,
+      "f1": 0.9255372313843079
+    }
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/StackExchangeClustering.json b/results/voyage-lite-01-instruct/StackExchangeClustering.json
new file mode 100644
index 0000000000000000000000000000000000000000..f322586ef9edfa5589d34e2e9e0abbf6e0c2ebbf
--- /dev/null
+++ b/results/voyage-lite-01-instruct/StackExchangeClustering.json
@@ -0,0 +1,15 @@
+{
+  "dataset_revision": "6cbc1f7b2bc0622f2e39d2c77fa502909748c259",
+  "mteb_dataset_name": "StackExchangeClustering",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 1031.12,
+    "v_measure": 0.7015995213406053,
+    "v_measure_std": 0.04441092397579309
+  },
+  "validation": {
+    "evaluation_time": 1125.69,
+    "v_measure": 0.68395373698537,
+    "v_measure_std": 0.030872909173336016
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/StackExchangeClusteringP2P.json b/results/voyage-lite-01-instruct/StackExchangeClusteringP2P.json
new file mode 100644
index 0000000000000000000000000000000000000000..f718c9dfd91d813d22529295e2878ed16623292d
--- /dev/null
+++ b/results/voyage-lite-01-instruct/StackExchangeClusteringP2P.json
@@ -0,0 +1,10 @@
+{
+  "dataset_revision": "815ca46b2622cec33ccafc3735d572c266efdb44",
+  "mteb_dataset_name": "StackExchangeClusteringP2P",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 2395.14,
+    "v_measure": 0.38233246571713825,
+    "v_measure_std": 0.013243909144754318
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/StackOverflowDupQuestions.json b/results/voyage-lite-01-instruct/StackOverflowDupQuestions.json
new file mode 100644
index 0000000000000000000000000000000000000000..8011766e091891c3ff4c93d2320c7e0a930d3ac8
--- /dev/null
+++ b/results/voyage-lite-01-instruct/StackOverflowDupQuestions.json
@@ -0,0 +1,10 @@
+{
+  "dataset_revision": "e185fbe320c72810689fc5848eb6114e1ef5ec69",
+  "mteb_dataset_name": "StackOverflowDupQuestions",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 112.89,
+    "map": 0.544878460552079,
+    "mrr": 0.5542186571598336
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/SummEval.json b/results/voyage-lite-01-instruct/SummEval.json
new file mode 100644
index 0000000000000000000000000000000000000000..52cb707c0b8441ef833db8a7fdf40298e7323179
--- /dev/null
+++ b/results/voyage-lite-01-instruct/SummEval.json
@@ -0,0 +1,16 @@
+{
+  "dataset_revision": "cda12ad7615edc362dbf25a00fdd61d3b1eaf93c",
+  "mteb_dataset_name": "SummEval",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "cos_sim": {
+      "pearson": 0.32254924897008086,
+      "spearman": 0.30966483790314603
+    },
+    "dot": {
+      "pearson": 0.32254916202125616,
+      "spearman": 0.30966483790314603
+    },
+    "evaluation_time": 24.23
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/TRECCOVID.json b/results/voyage-lite-01-instruct/TRECCOVID.json
new file mode 100644
index 0000000000000000000000000000000000000000..0ecff41403f88bc4b1bbd7169b4973e87e174c0b
--- /dev/null
+++ b/results/voyage-lite-01-instruct/TRECCOVID.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "TRECCOVID",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 359.04,
+    "map_at_1": 0.00238,
+    "map_at_10": 0.0194,
+    "map_at_100": 0.10917,
+    "map_at_1000": 0.2383,
+    "map_at_3": 0.00701,
+    "map_at_5": 0.01101,
+    "mrr_at_1": 0.88,
+    "mrr_at_10": 0.93333,
+    "mrr_at_100": 0.93333,
+    "mrr_at_1000": 0.93333,
+    "mrr_at_3": 0.93333,
+    "mrr_at_5": 0.93333,
+    "ndcg_at_1": 0.85,
+    "ndcg_at_10": 0.78923,
+    "ndcg_at_100": 0.57763,
+    "ndcg_at_1000": 0.47771,
+    "ndcg_at_3": 0.85,
+    "ndcg_at_5": 0.83044,
+    "precision_at_1": 0.88,
+    "precision_at_10": 0.82,
+    "precision_at_100": 0.5868,
+    "precision_at_1000": 0.20748,
+    "precision_at_3": 0.9,
+    "precision_at_5": 0.876,
+    "recall_at_1": 0.00238,
+    "recall_at_10": 0.0208,
+    "recall_at_100": 0.13756,
+    "recall_at_1000": 0.43612,
+    "recall_at_3": 0.00726,
+    "recall_at_5": 0.01151
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/Touche2020.json b/results/voyage-lite-01-instruct/Touche2020.json
new file mode 100644
index 0000000000000000000000000000000000000000..179ca3d99499c72019608999f6f587aae8375502
--- /dev/null
+++ b/results/voyage-lite-01-instruct/Touche2020.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "Touche2020",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 1030.13,
+    "map_at_1": 0.03861,
+    "map_at_10": 0.14184,
+    "map_at_100": 0.20602,
+    "map_at_1000": 0.21533,
+    "map_at_3": 0.08336,
+    "map_at_5": 0.10706,
+    "mrr_at_1": 0.53061,
+    "mrr_at_10": 0.70479,
+    "mrr_at_100": 0.70599,
+    "mrr_at_1000": 0.70599,
+    "mrr_at_3": 0.68707,
+    "mrr_at_5": 0.69728,
+    "ndcg_at_1": 0.4898,
+    "ndcg_at_10": 0.36831,
+    "ndcg_at_100": 0.45244,
+    "ndcg_at_1000": 0.52354,
+    "ndcg_at_3": 0.46849,
+    "ndcg_at_5": 0.4133,
+    "precision_at_1": 0.5102,
+    "precision_at_10": 0.30816,
+    "precision_at_100": 0.08245,
+    "precision_at_1000": 0.01257,
+    "precision_at_3": 0.46939,
+    "precision_at_5": 0.38367,
+    "recall_at_1": 0.03861,
+    "recall_at_10": 0.20416,
+    "recall_at_100": 0.4805,
+    "recall_at_1000": 0.69679,
+    "recall_at_3": 0.09877,
+    "recall_at_5": 0.13171
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/ToxicConversationsClassification.json b/results/voyage-lite-01-instruct/ToxicConversationsClassification.json
new file mode 100644
index 0000000000000000000000000000000000000000..c9ae308838bee99ce3b39bb7f1d3701c96b64e72
--- /dev/null
+++ b/results/voyage-lite-01-instruct/ToxicConversationsClassification.json
@@ -0,0 +1,15 @@
+{
+  "dataset_revision": "d7c0de2777da35d6aae2200a62c6e0e5af397c4c",
+  "mteb_dataset_name": "ToxicConversationsClassification",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "accuracy": 0.754472,
+    "accuracy_stderr": 0.03827279994983385,
+    "ap": 0.17649209263076998,
+    "ap_stderr": 0.013267174253640726,
+    "evaluation_time": 415.59,
+    "f1": 0.5881991601435456,
+    "f1_stderr": 0.025710900970010983,
+    "main_score": 0.754472
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/TweetSentimentExtractionClassification.json b/results/voyage-lite-01-instruct/TweetSentimentExtractionClassification.json
new file mode 100644
index 0000000000000000000000000000000000000000..f8ffb0cc7127ab1f10ea4c6c666a8871657f2444
--- /dev/null
+++ b/results/voyage-lite-01-instruct/TweetSentimentExtractionClassification.json
@@ -0,0 +1,13 @@
+{
+  "dataset_revision": "d604517c81ca91fe16a244d1248fc021f9ecee7a",
+  "mteb_dataset_name": "TweetSentimentExtractionClassification",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "accuracy": 0.5943972835314091,
+    "accuracy_stderr": 0.021338373991216047,
+    "evaluation_time": 17.83,
+    "f1": 0.588479037368122,
+    "f1_stderr": 0.02489116870662604,
+    "main_score": 0.5943972835314091
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/TwentyNewsgroupsClustering.json b/results/voyage-lite-01-instruct/TwentyNewsgroupsClustering.json
new file mode 100644
index 0000000000000000000000000000000000000000..9c9e236c3d55bb151c3a1893ca48f9c7e63ce8f2
--- /dev/null
+++ b/results/voyage-lite-01-instruct/TwentyNewsgroupsClustering.json
@@ -0,0 +1,10 @@
+{
+  "dataset_revision": "6125ec4e24fa026cec8a478383ee943acfbd5449",
+  "mteb_dataset_name": "TwentyNewsgroupsClustering",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 120.81,
+    "v_measure": 0.5356407620755222,
+    "v_measure_std": 0.014148353794129105
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/TwitterSemEval2015.json b/results/voyage-lite-01-instruct/TwitterSemEval2015.json
new file mode 100644
index 0000000000000000000000000000000000000000..b857ee54d51af5711b82c9abaddd6119ef4dcdc1
--- /dev/null
+++ b/results/voyage-lite-01-instruct/TwitterSemEval2015.json
@@ -0,0 +1,49 @@
+{
+  "dataset_revision": "70970daeab8776df92f5ea462b6173c0b46fd2d1",
+  "mteb_dataset_name": "TwitterSemEval2015",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "cos_sim": {
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+      "precision": 0.6733077292366779,
+      "recall": 0.7401055408970977
+    },
+    "dot": {
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+      "recall": 0.7401055408970977
+    },
+    "euclidean": {
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+      "recall": 0.7401055408970977
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+    "evaluation_time": 50.1,
+    "manhattan": {
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+      "recall": 0.737203166226913
+    },
+    "max": {
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+      "ap": 0.7687300525058015,
+      "f1": 0.7051282051282052
+    }
+  }
+}
\ No newline at end of file
diff --git a/results/voyage-lite-01-instruct/TwitterURLCorpus.json b/results/voyage-lite-01-instruct/TwitterURLCorpus.json
new file mode 100644
index 0000000000000000000000000000000000000000..aadfbadef58e0faed6586fcf52fdc99109a12627
--- /dev/null
+++ b/results/voyage-lite-01-instruct/TwitterURLCorpus.json
@@ -0,0 +1,49 @@
+{
+  "dataset_revision": "8b6510b0b1fa4e4c4f879467980e9be563ec1cdf",
+  "mteb_dataset_name": "TwitterURLCorpus",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "cos_sim": {
+      "accuracy": 0.8944580277098615,
+      "accuracy_threshold": 0.8547263741493225,
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+      "f1_threshold": 0.8445640206336975,
+      "precision": 0.75908033006559,
+      "recall": 0.828688019710502
+    },
+    "dot": {
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+      "f1_threshold": 0.8445639610290527,
+      "precision": 0.75908033006559,
+      "recall": 0.828688019710502
+    },
+    "euclidean": {
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+      "accuracy_threshold": 0.5390243530273438,
+      "ap": 0.8683865156460802,
+      "f1": 0.792358375970847,
+      "f1_threshold": 0.5575588941574097,
+      "precision": 0.75908033006559,
+      "recall": 0.828688019710502
+    },
+    "evaluation_time": 165.96,
+    "manhattan": {
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+      "recall": 0.8099784416384355
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+    "max": {
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+      "ap": 0.8683865156460802,
+      "f1": 0.792358375970847
+    }
+  }
+}
\ No newline at end of file