Added multiple missing model results to RTEB

[KennethEnevoldsen]

fully run models include:
"sentence-transformers/static-retrieval-mrl-en-v1",
"sentence-transformers/paraphrase-multilingual-mpnet-base-v2",
"sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2",

Unfinished (gpu OOM)
"Snowflake/snowflake-arctic-embed-l-v2.0",
"jinaai/jina-embeddings-v3",
"intfloat/multilingual-e5-large",
"intfloat/multilingual-e5-base",
"intfloat/multilingual-e5-small",

Got errors for:
"nvidia/NV-Embed-v2" (embeddings-benchmark/mteb#3287)
"Snowflake/snowflake-arctic-embed-m-v2.0" (large version works, we load using sentence trf - haven't looked much into it)

[github-actions]

Model Results Comparison

Reference models: intfloat/multilingual-e5-large, google/gemini-embedding-001
New models evaluated: Snowflake/snowflake-arctic-embed-l-v2.0, intfloat/multilingual-e5-large-instruct, intfloat/multilingual-e5-large, sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2, sentence-transformers/paraphrase-multilingual-mpnet-base-v2, sentence-transformers/static-retrieval-mrl-en-v1
Tasks: AILACasedocs, ChatDoctorRetrieval, Code1Retrieval, DS1000Retrieval, EnglishFinance1Retrieval, EnglishFinance2Retrieval, EnglishFinance3Retrieval, EnglishFinance4Retrieval, EnglishHealthcare1Retrieval, FinQARetrieval, FinanceBenchRetrieval, French1Retrieval, FrenchLegal1Retrieval, FreshStackRetrieval, German1Retrieval, GermanHealthcare1Retrieval, GermanLegal1Retrieval, HC3FinanceRetrieval, HumanEvalRetrieval, JapaneseCode1Retrieval, JapaneseLegal1Retrieval, MBPPRetrieval, MIRACLRetrievalHardNegatives, WikiSQLRetrieval

Results for Snowflake/snowflake-arctic-embed-l-v2.0

task_name	Snowflake/snowflake-arctic-embed-l-v2.0	google/gemini-embedding-001	Max result
DS1000Retrieval	0.4266	0.6870	0.6897
FinQARetrieval	0.566	0.6464	0.8552
FinanceBenchRetrieval	0.7564	0.9157	0.9298
HC3FinanceRetrieval	0.5441	0.7758	0.8242
HumanEvalRetrieval	0.7153	0.9910	0.9945
MBPPRetrieval	0.8023	0.9416	0.9416
WikiSQLRetrieval	0.6971	0.8814	0.9375
Average	0.644	0.8341	0.8818

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Results for intfloat/multilingual-e5-large-instruct

task_name	google/gemini-embedding-001	intfloat/multilingual-e5-large	intfloat/multilingual-e5-large-instruct	Max result
ChatDoctorRetrieval	0.7352	0.5687	0.5522	0.7390
Code1Retrieval	0.9474	nan	0.8891	0.9474
DS1000Retrieval	0.6870	nan	0.494	0.6897
EnglishFinance1Retrieval	0.7332	nan	0.6856	0.8188
EnglishFinance2Retrieval	0.6740	nan	0.4868	0.8851
EnglishFinance3Retrieval	0.8330	nan	0.6685	0.8330
EnglishFinance4Retrieval	0.5757	nan	0.4914	0.5997
EnglishHealthcare1Retrieval	0.6338	nan	0.5173	0.6603
FinQARetrieval	0.6464	nan	0.4506	0.8552
FinanceBenchRetrieval	0.9157	nan	0.7967	0.9298
French1Retrieval	0.8781	nan	0.807	0.8884
FrenchLegal1Retrieval	0.8696	nan	0.5109	0.9332
FreshStackRetrieval	0.3979	0.2519	0.2759	0.4438
German1Retrieval	0.9761	nan	0.9577	0.9771
GermanHealthcare1Retrieval	0.8742	nan	0.7424	0.8810
GermanLegal1Retrieval	0.7149	nan	0.641	0.7405
HC3FinanceRetrieval	0.7758	nan	0.5122	0.8242
HumanEvalRetrieval	0.9910	nan	0.8635	0.9945
JapaneseCode1Retrieval	0.8650	nan	0.6985	0.8650
JapaneseLegal1Retrieval	0.9228	nan	0.8202	0.9228
MBPPRetrieval	0.9416	nan	0.8355	0.9416
WikiSQLRetrieval	0.8814	nan	0.8068	0.9375
Average	0.7941	0.4103	0.6593	0.8322

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Results for intfloat/multilingual-e5-large

task_name	google/gemini-embedding-001	intfloat/multilingual-e5-large	intfloat/multilingual-e5-large	Max result
Revisions		4dc6d853a804b9c8886ede6dda8a073b7dc08a81	ab10c1a7f42e74530fe7ae5be82e6d4f11a719eb
AILACasedocs	0.4833	0.2643	0.2643	0.4833
ChatDoctorRetrieval	0.7352	nan	0.5687	0.7390
FreshStackRetrieval	0.3979	nan	0.2519	0.4438
Average	0.5388	0.2643	0.3616	0.5553

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Results for sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2

task_name	google/gemini-embedding-001	intfloat/multilingual-e5-large	sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2	Max result
ChatDoctorRetrieval	0.7352	0.5687	0.3149	0.7390
Code1Retrieval	0.9474	nan	0.4164	0.9474
DS1000Retrieval	0.6870	nan	0.096	0.6897
EnglishFinance1Retrieval	0.7332	nan	0.5657	0.8188
EnglishFinance2Retrieval	0.6740	nan	0.2485	0.8851
EnglishFinance3Retrieval	0.8330	nan	0.39	0.8330
EnglishFinance4Retrieval	0.5757	nan	0.327	0.5997
EnglishHealthcare1Retrieval	0.6338	nan	0.3349	0.6603
FinQARetrieval	0.6464	nan	0.2298	0.8552
FinanceBenchRetrieval	0.9157	nan	0.416	0.9298
French1Retrieval	0.8781	nan	0.6672	0.8884
FrenchLegal1Retrieval	0.8696	nan	0.0413	0.9332
FreshStackRetrieval	0.3979	0.2519	0.1112	0.4438
German1Retrieval	0.9761	nan	0.8172	0.9771
GermanHealthcare1Retrieval	0.8742	nan	0.4117	0.8810
GermanLegal1Retrieval	0.7149	nan	0.4272	0.7405
HC3FinanceRetrieval	0.7758	nan	0.2489	0.8242
HumanEvalRetrieval	0.9910	nan	0.3949	0.9945
JapaneseCode1Retrieval	0.8650	nan	0.3627	0.8650
JapaneseLegal1Retrieval	0.9228	nan	0.5363	0.9228
MBPPRetrieval	0.9416	nan	0.376	0.9416
WikiSQLRetrieval	0.8814	nan	0.8158	0.9375
Average	0.7941	0.4103	0.3886	0.8322

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Results for sentence-transformers/paraphrase-multilingual-mpnet-base-v2

task_name	google/gemini-embedding-001	intfloat/multilingual-e5-large	sentence-transformers/paraphrase-multilingual-mpnet-base-v2	Max result
ChatDoctorRetrieval	0.7352	0.5687	0.31	0.7390
Code1Retrieval	0.9474	nan	0.4892	0.9474
DS1000Retrieval	0.6870	nan	0.1384	0.6897
EnglishFinance1Retrieval	0.7332	nan	0.5572	0.8188
EnglishFinance2Retrieval	0.6740	nan	0.2592	0.8851
EnglishFinance3Retrieval	0.8330	nan	0.4212	0.8330
EnglishFinance4Retrieval	0.5757	nan	0.3472	0.5997
EnglishHealthcare1Retrieval	0.6338	nan	0.3493	0.6603
FinQARetrieval	0.6464	nan	0.251	0.8552
FinanceBenchRetrieval	0.9157	nan	0.5435	0.9298
French1Retrieval	0.8781	nan	0.697	0.8884
FrenchLegal1Retrieval	0.8696	nan	0.0577	0.9332
FreshStackRetrieval	0.3979	0.2519	0.1108	0.4438
German1Retrieval	0.9761	nan	0.865	0.9771
GermanHealthcare1Retrieval	0.8742	nan	0.4437	0.8810
GermanLegal1Retrieval	0.7149	nan	0.4613	0.7405
HC3FinanceRetrieval	0.7758	nan	0.2926	0.8242
HumanEvalRetrieval	0.9910	nan	0.447	0.9945
JapaneseCode1Retrieval	0.8650	nan	0.4205	0.8650
JapaneseLegal1Retrieval	0.9228	nan	0.5649	0.9228
MBPPRetrieval	0.9416	nan	0.4049	0.9416
WikiSQLRetrieval	0.8814	nan	0.8481	0.9375
Average	0.7941	0.4103	0.4218	0.8322

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Results for sentence-transformers/static-retrieval-mrl-en-v1

task_name	google/gemini-embedding-001	sentence-transformers/static-retrieval-mrl-en-v1	intfloat/multilingual-e5-large	Max result
Code1Retrieval	0.9474	0.4225	nan	0.9474
EnglishFinance1Retrieval	0.7332	0.6136	nan	0.8188
EnglishFinance2Retrieval	0.6740	0.4827	nan	0.8851
EnglishFinance3Retrieval	0.8330	0.3735	nan	0.8330
EnglishFinance4Retrieval	0.5757	0.2642	nan	0.5997
EnglishHealthcare1Retrieval	0.6338	0.5122	nan	0.6603
French1Retrieval	0.8781	0.5801	nan	0.8884
FrenchLegal1Retrieval	0.8696	0.8251	nan	0.9332
German1Retrieval	0.9761	0.5041	nan	0.9771
GermanHealthcare1Retrieval	0.8742	0.1	nan	0.8810
GermanLegal1Retrieval	0.7149	0.4691	nan	0.7405
JapaneseCode1Retrieval	0.8650	0.2711	nan	0.8650
JapaneseLegal1Retrieval	0.9228	0.1082	nan	0.9228
MIRACLRetrievalHardNegatives	0.7042	0.1078	0.6675	0.7058
Average	0.8001	0.4025	0.6675	0.8327

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