diff --git "a/README.md" "b/README.md"
--- "a/README.md"
+++ "b/README.md"
@@ -1,4 +1,11 @@
 ---
+base_model:
+- bert-large-uncased
+- WhereIsAI/UAE-Large-V1
+- BAAI/bge-large-en-v1.5
+- mixedbread-ai/mxbai-embed-large-v1
+- avsolatorio/GIST-large-Embedding-v0
+library_name: transformers
 tags:
 - mteb
 model-index:
@@ -7,8 +14,8 @@ model-index:
   - task:
       type: Classification
     dataset:
-      name: MTEB AmazonCounterfactualClassification (en)
       type: mteb/amazon_counterfactual
+      name: MTEB AmazonCounterfactualClassification (en)
       config: en
       split: test
       revision: e8379541af4e31359cca9fbcf4b00f2671dba205
@@ -22,8 +29,8 @@ model-index:
   - task:
       type: Classification
     dataset:
-      name: MTEB AmazonPolarityClassification
       type: mteb/amazon_polarity
+      name: MTEB AmazonPolarityClassification
       config: default
       split: test
       revision: e2d317d38cd51312af73b3d32a06d1a08b442046
@@ -37,8 +44,8 @@ model-index:
   - task:
       type: Classification
     dataset:
-      name: MTEB AmazonReviewsClassification (en)
       type: mteb/amazon_reviews_multi
+      name: MTEB AmazonReviewsClassification (en)
       config: en
       split: test
       revision: 1399c76144fd37290681b995c656ef9b2e06e26d
@@ -50,8 +57,8 @@ model-index:
   - task:
       type: Retrieval
     dataset:
-      name: MTEB ArguAna
       type: mteb/arguana
+      name: MTEB ArguAna
       config: default
       split: test
       revision: c22ab2a51041ffd869aaddef7af8d8215647e41a
@@ -129,8 +136,8 @@ model-index:
   - task:
       type: Clustering
     dataset:
-      name: MTEB ArxivClusteringP2P
       type: mteb/arxiv-clustering-p2p
+      name: MTEB ArxivClusteringP2P
       config: default
       split: test
       revision: a122ad7f3f0291bf49cc6f4d32aa80929df69d5d
@@ -138,3112 +145,12 @@ model-index:
     - type: v_measure
       value: 48.65949563592336
     - type: v_measures
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   - task:
       type: Clustering
     dataset:
-      name: MTEB ArxivClusteringS2S
       type: mteb/arxiv-clustering-s2s
+      name: MTEB ArxivClusteringS2S
       config: default
       split: test
       revision: f910caf1a6075f7329cdf8c1a6135696f37dbd53
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   - task:
       type: Reranking
     dataset:
-      name: MTEB AskUbuntuDupQuestions
       type: mteb/askubuntudupquestions-reranking
+      name: MTEB AskUbuntuDupQuestions
       config: default
       split: test
       revision: 2000358ca161889fa9c082cb41daa8dcfb161a54
@@ -6368,8 +175,8 @@ model-index:
   - task:
       type: STS
     dataset:
-      name: MTEB BIOSSES
       type: mteb/biosses-sts
+      name: MTEB BIOSSES
       config: default
       split: test
       revision: d3fb88f8f02e40887cd149695127462bbcf29b4a
@@ -6389,8 +196,8 @@ model-index:
   - task:
       type: Classification
     dataset:
-      name: MTEB Banking77Classification
       type: mteb/banking77
+      name: MTEB Banking77Classification
       config: default
       split: test
       revision: 0fd18e25b25c072e09e0d92ab615fda904d66300
@@ -6402,8 +209,8 @@ model-index:
   - task:
       type: Clustering
     dataset:
-      name: MTEB BiorxivClusteringP2P
       type: mteb/biorxiv-clustering-p2p
+      name: MTEB BiorxivClusteringP2P
       config: default
       split: test
       revision: 65b79d1d13f80053f67aca9498d9402c2d9f1f40
@@ -6411,1012 +218,12 @@ model-index:
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   - task:
       type: Clustering
     dataset:
-      name: MTEB BiorxivClusteringS2S
       type: mteb/biorxiv-clustering-s2s
+      name: MTEB BiorxivClusteringS2S
       config: default
       split: test
       revision: 258694dd0231531bc1fd9de6ceb52a0853c6d908
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   - task:
       type: Retrieval
     dataset:
-      name: MTEB CQADupstackAndroidRetrieval
       type: mteb/cqadupstack-android
+      name: MTEB CQADupstackAndroidRetrieval
       config: default
       split: test
       revision: f46a197baaae43b4f621051089b82a364682dfeb
@@ -8507,8 +314,8 @@ model-index:
   - task:
       type: Retrieval
     dataset:
-      name: MTEB CQADupstackEnglishRetrieval
       type: mteb/cqadupstack-english
+      name: MTEB CQADupstackEnglishRetrieval
       config: default
       split: test
       revision: ad9991cb51e31e31e430383c75ffb2885547b5f0
@@ -8586,8 +393,8 @@ model-index:
   - task:
       type: Retrieval
     dataset:
-      name: MTEB CQADupstackGamingRetrieval
       type: mteb/cqadupstack-gaming
+      name: MTEB CQADupstackGamingRetrieval
       config: default
       split: test
       revision: 4885aa143210c98657558c04aaf3dc47cfb54340
@@ -8665,8 +472,8 @@ model-index:
   - task:
       type: Retrieval
     dataset:
-      name: MTEB CQADupstackGisRetrieval
       type: mteb/cqadupstack-gis
+      name: MTEB CQADupstackGisRetrieval
       config: default
       split: test
       revision: 5003b3064772da1887988e05400cf3806fe491f2
@@ -8744,8 +551,8 @@ model-index:
   - task:
       type: Retrieval
     dataset:
-      name: MTEB CQADupstackMathematicaRetrieval
       type: mteb/cqadupstack-mathematica
+      name: MTEB CQADupstackMathematicaRetrieval
       config: default
       split: test
       revision: 90fceea13679c63fe563ded68f3b6f06e50061de
@@ -8823,8 +630,8 @@ model-index:
   - task:
       type: Retrieval
     dataset:
-      name: MTEB CQADupstackPhysicsRetrieval
       type: mteb/cqadupstack-physics
+      name: MTEB CQADupstackPhysicsRetrieval
       config: default
       split: test
       revision: 79531abbd1fb92d06c6d6315a0cbbbf5bb247ea4
@@ -8902,8 +709,8 @@ model-index:
   - task:
       type: Retrieval
     dataset:
-      name: MTEB CQADupstackProgrammersRetrieval
       type: mteb/cqadupstack-programmers
+      name: MTEB CQADupstackProgrammersRetrieval
       config: default
       split: test
       revision: 6184bc1440d2dbc7612be22b50686b8826d22b32
@@ -8981,8 +788,8 @@ model-index:
   - task:
       type: Retrieval
     dataset:
-      name: MTEB CQADupstackRetrieval
       type: mteb/cqadupstack
+      name: MTEB CQADupstackRetrieval
       config: default
       split: test
       revision: 160c094312a0e1facb97e55eeddb698c0abe3571
@@ -9060,8 +867,8 @@ model-index:
   - task:
       type: Retrieval
     dataset:
-      name: MTEB CQADupstackStatsRetrieval
       type: mteb/cqadupstack-stats
+      name: MTEB CQADupstackStatsRetrieval
       config: default
       split: test
       revision: 65ac3a16b8e91f9cee4c9828cc7c335575432a2a
@@ -9139,8 +946,8 @@ model-index:
   - task:
       type: Retrieval
     dataset:
-      name: MTEB CQADupstackTexRetrieval
       type: mteb/cqadupstack-tex
+      name: MTEB CQADupstackTexRetrieval
       config: default
       split: test
       revision: 46989137a86843e03a6195de44b09deda022eec7
@@ -9218,8 +1025,8 @@ model-index:
   - task:
       type: Retrieval
     dataset:
-      name: MTEB CQADupstackUnixRetrieval
       type: mteb/cqadupstack-unix
+      name: MTEB CQADupstackUnixRetrieval
       config: default
       split: test
       revision: 6c6430d3a6d36f8d2a829195bc5dc94d7e063e53
@@ -9297,8 +1104,8 @@ model-index:
   - task:
       type: Retrieval
     dataset:
-      name: MTEB CQADupstackWebmastersRetrieval
       type: mteb/cqadupstack-webmasters
+      name: MTEB CQADupstackWebmastersRetrieval
       config: default
       split: test
       revision: 160c094312a0e1facb97e55eeddb698c0abe3571
@@ -9376,8 +1183,8 @@ model-index:
   - task:
       type: Retrieval
     dataset:
-      name: MTEB CQADupstackWordpressRetrieval
       type: mteb/cqadupstack-wordpress
+      name: MTEB CQADupstackWordpressRetrieval
       config: default
       split: test
       revision: 4ffe81d471b1924886b33c7567bfb200e9eec5c4
@@ -9455,8 +1262,8 @@ model-index:
   - task:
       type: Retrieval
     dataset:
-      name: MTEB ClimateFEVER
       type: mteb/climate-fever
+      name: MTEB ClimateFEVER
       config: default
       split: test
       revision: 47f2ac6acb640fc46020b02a5b59fdda04d39380
@@ -9534,8 +1341,8 @@ model-index:
   - task:
       type: Retrieval
     dataset:
-      name: MTEB DBPedia
       type: mteb/dbpedia
+      name: MTEB DBPedia
       config: default
       split: test
       revision: c0f706b76e590d620bd6618b3ca8efdd34e2d659
@@ -9613,8 +1420,8 @@ model-index:
   - task:
       type: Classification
     dataset:
-      name: MTEB EmotionClassification
       type: mteb/emotion
+      name: MTEB EmotionClassification
       config: default
       split: test
       revision: 4f58c6b202a23cf9a4da393831edf4f9183cad37
@@ -9626,8 +1433,8 @@ model-index:
   - task:
       type: Retrieval
     dataset:
-      name: MTEB FEVER
       type: mteb/fever
+      name: MTEB FEVER
       config: default
       split: test
       revision: bea83ef9e8fb933d90a2f1d5515737465d613e12
@@ -9705,8 +1512,8 @@ model-index:
   - task:
       type: Retrieval
     dataset:
-      name: MTEB FiQA2018
       type: mteb/fiqa
+      name: MTEB FiQA2018
       config: default
       split: test
       revision: 27a168819829fe9bcd655c2df245fb19452e8e06
@@ -9784,8 +1591,8 @@ model-index:
   - task:
       type: Retrieval
     dataset:
-      name: MTEB HotpotQA
       type: mteb/hotpotqa
+      name: MTEB HotpotQA
       config: default
       split: test
       revision: ab518f4d6fcca38d87c25209f94beba119d02014
@@ -9863,8 +1670,8 @@ model-index:
   - task:
       type: Classification
     dataset:
-      name: MTEB ImdbClassification
       type: mteb/imdb
+      name: MTEB ImdbClassification
       config: default
       split: test
       revision: 3d86128a09e091d6018b6d26cad27f2739fc2db7
@@ -9878,8 +1685,8 @@ model-index:
   - task:
       type: Retrieval
     dataset:
-      name: MTEB MSMARCO
       type: mteb/msmarco
+      name: MTEB MSMARCO
       config: default
       split: dev
       revision: c5a29a104738b98a9e76336939199e264163d4a0
@@ -9957,8 +1764,8 @@ model-index:
   - task:
       type: Classification
     dataset:
-      name: MTEB MTOPDomainClassification (en)
       type: mteb/mtop_domain
+      name: MTEB MTOPDomainClassification (en)
       config: en
       split: test
       revision: d80d48c1eb48d3562165c59d59d0034df9fff0bf
@@ -9970,8 +1777,8 @@ model-index:
   - task:
       type: Classification
     dataset:
-      name: MTEB MTOPIntentClassification (en)
       type: mteb/mtop_intent
+      name: MTEB MTOPIntentClassification (en)
       config: en
       split: test
       revision: ae001d0e6b1228650b7bd1c2c65fb50ad11a8aba
@@ -9983,8 +1790,8 @@ model-index:
   - task:
       type: Classification
     dataset:
-      name: MTEB MassiveIntentClassification (en)
       type: mteb/amazon_massive_intent
+      name: MTEB MassiveIntentClassification (en)
       config: en
       split: test
       revision: 31efe3c427b0bae9c22cbb560b8f15491cc6bed7
@@ -9996,8 +1803,8 @@ model-index:
   - task:
       type: Classification
     dataset:
-      name: MTEB MassiveScenarioClassification (en)
       type: mteb/amazon_massive_scenario
+      name: MTEB MassiveScenarioClassification (en)
       config: en
       split: test
       revision: 7d571f92784cd94a019292a1f45445077d0ef634
@@ -10009,8 +1816,8 @@ model-index:
   - task:
       type: Clustering
     dataset:
-      name: MTEB MedrxivClusteringP2P
       type: mteb/medrxiv-clustering-p2p
+      name: MTEB MedrxivClusteringP2P
       config: default
       split: test
       revision: e7a26af6f3ae46b30dde8737f02c07b1505bcc73
@@ -10018,1012 +1825,12 @@ model-index:
     - type: v_measure
       value: 33.625500288734244
     - type: v_measures
-      value:
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   - task:
       type: Clustering
     dataset:
-      name: MTEB MedrxivClusteringS2S
       type: mteb/medrxiv-clustering-s2s
+      name: MTEB MedrxivClusteringS2S
       config: default
       split: test
       revision: 35191c8c0dca72d8ff3efcd72aa802307d469663
@@ -11031,1012 +1838,12 @@ model-index:
     - type: v_measure
       value: 31.70226358971163
     - type: v_measures
-      value:
-      - 0.3110505880489972
-      - 0.3043937275772366
-      - 0.3078312071388611
-      - 0.29784108532872844
-      - 0.3015334433877242
-      - 0.33960791546500374
-      - 0.31978896807138224
-      - 0.3451038707366554
-      - 0.3317452028242281
-      - 0.3113303503923461
-      - 0.3110505880489972
-      - 0.3043937275772366
-      - 0.3078312071388611
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   - task:
       type: Retrieval
     dataset:
-      name: MTEB NFCorpus
       type: mteb/nfcorpus
+      name: MTEB NFCorpus
       config: default
       split: test
       revision: ec0fa4fe99da2ff19ca1214b7966684033a58814
@@ -12114,8 +1921,8 @@ model-index:
   - task:
       type: Retrieval
     dataset:
-      name: MTEB NQ
       type: mteb/nq
+      name: MTEB NQ
       config: default
       split: test
       revision: b774495ed302d8c44a3a7ea25c90dbce03968f31
@@ -12193,8 +2000,8 @@ model-index:
   - task:
       type: Retrieval
     dataset:
-      name: MTEB QuoraRetrieval
       type: mteb/quora
+      name: MTEB QuoraRetrieval
       config: default
       split: test
       revision: e4e08e0b7dbe3c8700f0daef558ff32256715259
@@ -12272,8 +2079,8 @@ model-index:
   - task:
       type: Clustering
     dataset:
-      name: MTEB RedditClustering
       type: mteb/reddit-clustering
+      name: MTEB RedditClustering
       config: default
       split: test
       revision: 24640382cdbf8abc73003fb0fa6d111a705499eb
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   - task:
       type: Clustering
     dataset:
-      name: MTEB RedditClusteringP2P
       type: mteb/reddit-clustering-p2p
+      name: MTEB RedditClusteringP2P
       config: default
       split: test
       revision: 385e3cb46b4cfa89021f56c4380204149d0efe33
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   - task:
       type: Retrieval
     dataset:
-      name: MTEB SCIDOCS
       type: mteb/scidocs
+      name: MTEB SCIDOCS
       config: default
       split: test
       revision: f8c2fcf00f625baaa80f62ec5bd9e1fff3b8ae88
@@ -15877,8 +2184,8 @@ model-index:
   - task:
       type: STS
     dataset:
-      name: MTEB SICK-R
       type: mteb/sickr-sts
+      name: MTEB SICK-R
       config: default
       split: test
       revision: 20a6d6f312dd54037fe07a32d58e5e168867909d
@@ -15898,8 +2205,8 @@ model-index:
   - task:
       type: STS
     dataset:
-      name: MTEB STS12
       type: mteb/sts12-sts
+      name: MTEB STS12
       config: default
       split: test
       revision: a0d554a64d88156834ff5ae9920b964011b16384
@@ -15919,8 +2226,8 @@ model-index:
   - task:
       type: STS
     dataset:
-      name: MTEB STS13
       type: mteb/sts13-sts
+      name: MTEB STS13
       config: default
       split: test
       revision: 7e90230a92c190f1bf69ae9002b8cea547a64cca
@@ -15940,8 +2247,8 @@ model-index:
   - task:
       type: STS
     dataset:
-      name: MTEB STS14
       type: mteb/sts14-sts
+      name: MTEB STS14
       config: default
       split: test
       revision: 6031580fec1f6af667f0bd2da0a551cf4f0b2375
@@ -15961,8 +2268,8 @@ model-index:
   - task:
       type: STS
     dataset:
-      name: MTEB STS15
       type: mteb/sts15-sts
+      name: MTEB STS15
       config: default
       split: test
       revision: ae752c7c21bf194d8b67fd573edf7ae58183cbe3
@@ -15982,8 +2289,8 @@ model-index:
   - task:
       type: STS
     dataset:
-      name: MTEB STS16
       type: mteb/sts16-sts
+      name: MTEB STS16
       config: default
       split: test
       revision: 4d8694f8f0e0100860b497b999b3dbed754a0513
@@ -16003,8 +2310,8 @@ model-index:
   - task:
       type: STS
     dataset:
-      name: MTEB STS17 (en-en)
       type: mteb/sts17-crosslingual-sts
+      name: MTEB STS17 (en-en)
       config: en-en
       split: test
       revision: af5e6fb845001ecf41f4c1e033ce921939a2a68d
@@ -16024,8 +2331,8 @@ model-index:
   - task:
       type: STS
     dataset:
-      name: MTEB STS22 (en)
       type: mteb/sts22-crosslingual-sts
+      name: MTEB STS22 (en)
       config: en
       split: test
       revision: eea2b4fe26a775864c896887d910b76a8098ad3f
@@ -16045,8 +2352,8 @@ model-index:
   - task:
       type: STS
     dataset:
-      name: MTEB STSBenchmark
       type: mteb/stsbenchmark-sts
+      name: MTEB STSBenchmark
       config: default
       split: test
       revision: b0fddb56ed78048fa8b90373c8a3cfc37b684831
@@ -16066,8 +2373,8 @@ model-index:
   - task:
       type: Reranking
     dataset:
-      name: MTEB SciDocsRR
       type: mteb/scidocs-reranking
+      name: MTEB SciDocsRR
       config: default
       split: test
       revision: d3c5e1fc0b855ab6097bf1cda04dd73947d7caab
@@ -16079,8 +2386,8 @@ model-index:
   - task:
       type: Retrieval
     dataset:
-      name: MTEB SciFact
       type: mteb/scifact
+      name: MTEB SciFact
       config: default
       split: test
       revision: 0228b52cf27578f30900b9e5271d331663a030d7
@@ -16158,8 +2465,8 @@ model-index:
   - task:
       type: PairClassification
     dataset:
-      name: MTEB SprintDuplicateQuestions
       type: mteb/sprintduplicatequestions-pairclassification
+      name: MTEB SprintDuplicateQuestions
       config: default
       split: test
       revision: d66bd1f72af766a5cc4b0ca5e00c162f89e8cc46
@@ -16213,8 +2520,8 @@ model-index:
   - task:
       type: Clustering
     dataset:
-      name: MTEB StackExchangeClustering
       type: mteb/stackexchange-clustering
+      name: MTEB StackExchangeClustering
       config: default
       split: test
       revision: 6cbc1f7b2bc0622f2e39d2c77fa502909748c259
@@ -16222,2512 +2529,12 @@ model-index:
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       value: 66.31370326221715
     - type: v_measures
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   - task:
       type: Clustering
     dataset:
-      name: MTEB StackExchangeClusteringP2P
       type: mteb/stackexchange-clustering-p2p
+      name: MTEB StackExchangeClusteringP2P
       config: default
       split: test
       revision: 815ca46b2622cec33ccafc3735d572c266efdb44
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   - task:
       type: Reranking
     dataset:
-      name: MTEB StackOverflowDupQuestions
       type: mteb/stackoverflowdupquestions-reranking
+      name: MTEB StackOverflowDupQuestions
       config: default
       split: test
       revision: e185fbe320c72810689fc5848eb6114e1ef5ec69
@@ -19752,8 +2559,8 @@ model-index:
   - task:
       type: Summarization
     dataset:
-      name: MTEB SummEval
       type: mteb/summeval
+      name: MTEB SummEval
       config: default
       split: test
       revision: cda12ad7615edc362dbf25a00fdd61d3b1eaf93c
@@ -19769,8 +2576,8 @@ model-index:
   - task:
       type: Retrieval
     dataset:
-      name: MTEB TRECCOVID
       type: mteb/trec-covid
+      name: MTEB TRECCOVID
       config: default
       split: test
       revision: bb9466bac8153a0349341eb1b22e06409e78ef4e
@@ -19848,8 +2655,8 @@ model-index:
   - task:
       type: Retrieval
     dataset:
-      name: MTEB Touche2020
       type: mteb/touche2020
+      name: MTEB Touche2020
       config: default
       split: test
       revision: a34f9a33db75fa0cbb21bb5cfc3dae8dc8bec93f
@@ -19927,8 +2734,8 @@ model-index:
   - task:
       type: Classification
     dataset:
-      name: MTEB ToxicConversationsClassification
       type: mteb/toxic_conversations_50k
+      name: MTEB ToxicConversationsClassification
       config: default
       split: test
       revision: edfaf9da55d3dd50d43143d90c1ac476895ae6de
@@ -19942,8 +2749,8 @@ model-index:
   - task:
       type: Classification
     dataset:
-      name: MTEB TweetSentimentExtractionClassification
       type: mteb/tweet_sentiment_extraction
+      name: MTEB TweetSentimentExtractionClassification
       config: default
       split: test
       revision: d604517c81ca91fe16a244d1248fc021f9ecee7a
@@ -19955,8 +2762,8 @@ model-index:
   - task:
       type: Clustering
     dataset:
-      name: MTEB TwentyNewsgroupsClustering
       type: mteb/twentynewsgroups-clustering
+      name: MTEB TwentyNewsgroupsClustering
       config: default
       split: test
       revision: 6125ec4e24fa026cec8a478383ee943acfbd5449
@@ -19964,1012 +2771,12 @@ model-index:
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       value: 52.98411009798346
     - type: v_measures
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0.5174886066510178]
   - task:
       type: PairClassification
     dataset:
-      name: MTEB TwitterSemEval2015
       type: mteb/twittersemeval2015-pairclassification
+      name: MTEB TwitterSemEval2015
       config: default
       split: test
       revision: 70970daeab8776df92f5ea462b6173c0b46fd2d1
@@ -21023,8 +2830,8 @@ model-index:
   - task:
       type: PairClassification
     dataset:
-      name: MTEB TwitterURLCorpus
       type: mteb/twitterurlcorpus-pairclassification
+      name: MTEB TwitterURLCorpus
       config: default
       split: test
       revision: 8b6510b0b1fa4e4c4f879467980e9be563ec1cdf
@@ -21077,6 +2884,11 @@ model-index:
       value: 78.62958187511512
 ---
 
-## Model card
+To use this model:
+```
+from transformers import AutoTokenizer, AutoModel
+
+tokenizer = AutoTokenizer.from_pretrained("w601sxs/b1ade-embed")
+```
 
-b1ade-embed is part of the b1ade family of models for RAG. 
\ No newline at end of file
+b1ade-embed is part of a collection of small models for RAG.