* add tasks

* add benchmark

* fix imports

* update stsb split

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* add vision only bench

* add description

* correct zs task modalities

* specify tasks param

* Update benchmarks.py

* make lint

* add to left side bar

* update seed-embedding

* update seed models

* fix linting and tiktoken problem

* fix tiktoken bug

* fix lint

* update name

* Update mteb/models/seed_models.py

adopt suggestion

Co-authored-by: Roman Solomatin <samoed.roman@gmail.com>

* update logging

* update lint

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Co-authored-by: zhangpeitian <zhangpeitian@bytedance.com>
Co-authored-by: Roman Solomatin <samoed.roman@gmail.com>

* add 2 web SSL dino models

* add models from collection and revisions

* update memory_usage_mb and embed dim

* use automodel instead

Automatically generated by python-semantic-release

* update seed-embedding

* update seed models

* fix linting and tiktoken problem

* fix tiktoken bug

* fix lint

* update name

* Update mteb/models/seed_models.py

adopt suggestion

Co-authored-by: Roman Solomatin <samoed.roman@gmail.com>

* update logging

* update lint

* update link

---------

Co-authored-by: zhangpeitian <zhangpeitian@bytedance.com>
Co-authored-by: Roman Solomatin <samoed.roman@gmail.com>

* update benchmark table

* fix table

* update seed-embedding

* update seed models

* fix linting and tiktoken problem

* fix tiktoken bug

* fix lint

* update name

* Update mteb/models/seed_models.py

adopt suggestion

Co-authored-by: Roman Solomatin <samoed.roman@gmail.com>

* update logging

* update lint

* update link

* update revision

---------

Co-authored-by: zhangpeitian <zhangpeitian@bytedance.com>
Co-authored-by: Roman Solomatin <samoed.roman@gmail.com>

* Add files via upload

* Add files via upload

* Update benchmarks.py

* Update __init__.py

* Add files via upload

* Update R2MEDRetrieval.py

* Update run_mteb_r2med.py

* Delete scripts/run_mteb_r2med.py

* Update mteb/tasks/Retrieval/eng/R2MEDRetrieval.py

Co-authored-by: Roman Solomatin <samoed.roman@gmail.com>

* Update mteb/tasks/Retrieval/eng/R2MEDRetrieval.py

Co-authored-by: Roman Solomatin <samoed.roman@gmail.com>

* Update mteb/tasks/Retrieval/eng/R2MEDRetrieval.py

Co-authored-by: Roman Solomatin <samoed.roman@gmail.com>

* Update mteb/tasks/Retrieval/eng/R2MEDRetrieval.py

Co-authored-by: Roman Solomatin <samoed.roman@gmail.com>

* Add files via upload

* Delete mteb/descriptive_stats/Retrieval/R2MEDRetrieval.json

* Add files via upload

* Add files via upload

* Add files via upload

* Update R2MEDRetrieval.py

* Add files via upload

* Add files via upload

* Add files via upload

* Add files via upload

* format citations

* Update R2MEDRetrieval.py

* Add files via upload

* Add files via upload

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Co-authored-by: Li Lei <34205771+ll0ruc@users.noreply.github.com>
Co-authored-by: Roman Solomatin <samoed.roman@gmail.com>

update training datasets

Co-authored-by: zhangzeqing <zhangzeqing@zhejianglab.com>

* fix: Add adapted_from to Cmedqaretrieval

Also snuck in a fix with form=None, which is no longer valid, but was still used in a few places.

* format

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* Adding OpenAI client arg to init method (e.g., for already initialized AzureOpenAI client)

To use OpenAI embedding models via Azure, the model wrapper needs to be initialized with a different client.

* Update mteb/models/openai_models.py

Co-authored-by: Roman Solomatin <samoed.roman@gmail.com>

* Update mteb/models/openai_models.py

* remove comment and format

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Co-authored-by: Kenneth Enevoldsen <kennethcenevoldsen@gmail.com>
Co-authored-by: Roman Solomatin <samoed.roman@gmail.com>

Add LGAI-Embedding

- Add mteb/models/lgai_embedding_models.py

- defined model metadata

fixes #2811

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* add description to template

* fix typo

* Added HIT-TMG_KaLM-embedding-multilingual-mini-instruct-v1 with instruct wrapper

* Added KaLM_embedding_multilingual_mini_instruct_v1_5

* Added model to overview.py

* Fix Task Count Per Language Table in tasks.md

* resolve conflicts

* remove tasks.md

* Modified get_instruction funcion

* Added support for prompt dict in get_instruction

* fix lang code

* Address comments

* Delete mteb/models/check_models.py

* added prompts_dict support in InstructSentenceTransformerWrapper

* corrected instruction format

* corrected prompts format

* added correct instruction format

* fix implementation

* remove `if name main`

* add comment

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Co-authored-by: Roman Solomatin <36135455+Samoed@users.noreply.github.com>

* fix: Reuploaded previously unavailable SNL datasets

closes #2477

* removed exceptions from tests

* temp fixes

* added temporary fix

* clean up commented out code

* format

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* Update usage.md

* Update usage.md

* Update docs/usage/usage.md

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Co-authored-by: Isaac Chung <chungisaac1217@gmail.com>

* add custom instructions

* fixed

* lint

* fix last instruction

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Co-authored-by: Kolodin Egor <eikolodin@sberbank.ru>
Co-authored-by: Roman Solomatin <36135455+Samoed@users.noreply.github.com>