* Update issue templates

* Update bug_report.md

* test yaml template

* add templates

* update templates

* add emojis

* fix typo

* Apply suggestions from code review

Co-authored-by: Kenneth Enevoldsen <kennethcenevoldsen@gmail.com>

* update issue titles

* update PR template

* remove PR templates

---------

Co-authored-by: Kenneth Enevoldsen <kennethcenevoldsen@gmail.com>

* add model: geogpt_models

* update geogpt_models

* use InstructSentenceTransformerWrapper

* resolve pylint warning

* format geogpt_models.py

* Update mteb/models/geogpt_models.py

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

* Update mteb/models/geogpt_models.py

---------

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

* add xyz model

* add xyz model

* add xyz model

* update

* update

* update

* update

* update

* update

* update

* lint

---------

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

discussed in: #2796

* 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

---------

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

Automatically generated by python-semantic-release

* 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

---------

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

Automatically generated by python-semantic-release

* 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

---------

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

Automatically generated by python-semantic-release

* Update usage.md

* Update usage.md

* Update docs/usage/usage.md

---------

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

* add custom instructions

* fixed

* lint

* fix last instruction

---------

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

* add Seed-1.6-embedding model

* Update seed_1_6_embedding_models.py

* update model meta info

* support image encoder interface

* error fix

* fix: format seed_1_6_embedding_models.py with Ruff

* fix: Update model selection for the leaderboard

fixes #2834

This removed the lower bound selection, but generally I don't think people should care about the models being too small.

* fix 1M --> 1B

* format

* rename model_size -> max_model_size

Automatically generated by python-semantic-release

update seed1.6 model training data info

Automatically generated by python-semantic-release

* add model meta

* linting

* fix: add check for code lora

* fix: apply review comments

* fix prompt validation

* fix task name split correctly

* add docstring for test

Automatically generated by python-semantic-release

* Adding Hinvec Model's Meta data.

* Adding hinvec_model.py

* Update mteb/models/hinvec_models.py

Co-authored-by: Kenneth Enevoldsen <kennethcenevoldsen@gmail.com>

* formated code with Black and lint with Ruff

---------

Co-authored-by: Kenneth Enevoldsen <kennethcenevoldsen@gmail.com>

* nvidia_llama_nemoretriever_colembed

* correct 3b reference

* lint fix

* add training data and license for nvidia/llama_nemoretriever_colembed

* lint

---------

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

* fix sbert `v5`

* add comment

* add listconranker modelmeta

* fix bugs

* use linter

* lint

---------

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

* feat: add KaLM_Embedding_X_0605 in kalm_models

* Update kalm_models.py for lint format

---------

Co-authored-by: xinshuohu <xinshuohu@tencent.com>

comment kalm model

* Add JaCWIR and JQaRA for reranking

* Fix ANLP Journal datasets

* Add NLPJournalAbsArticleRetrieval and JaCWIRRetrieval

* tackle test cases

* Remove _evaluate_subset usage

* Separate v1 and v2

* Update info for NLP Journal datasets

* add tooka v2s

* add mcinext models

* update mcinext.py

* Apply PR review suggestions

* Update mteb/models/mcinext_models.py

---------

Co-authored-by: mehran <mehan.sarmadi16@gmail.com>
Co-authored-by: Kenneth Enevoldsen <kenevoldsen@pm.me>

* Added DadoEvalCoarseClassification

* Removed unnecessary columns from DadoEvalCoarseClassification

* Added EmitClassification task

* added SardiStanceClassification task

* Added GeoLingItClassification task

* Added DisCoTexPairClassification tasks

* Added EmitClassification, DadoEvalCoarseClassification, GeoLingItClassification, SardiStanceClassification inside the inits

* changed import in DisCoTexPairClassification

* removed GeoLingItClassification dataset

* fixed citation formatting, missing metadata parameters and lint formatting

* - Added XGlueWRPReranking task
- Added missing __init__.py files

* fixed metadata in XGlueWRPReranking

* Added MKQARetrieval task

* fixed type in XGlueWRPReranking

* changed MKQARetrieval from  cross-lingual to monolingual

* formatted MKQARetrieval file

* removed unused const

---------

Co-authored-by: Mattia Sangermano <MattiaSangermano@users.noreply.huggingface.co>

fix datasets version

Automatically generated by python-semantic-release

# Conflicts:
#	docs/create_tasks_table.py
#	docs/tasks.md
#	docs/usage/usage.md
#	mteb/evaluation/evaluators/RetrievalEvaluator.py
#	mteb/models/instruct_wrapper.py
#	mteb/models/model_implementations/jina_models.py
#	mteb/models/model_implementations/misc_models.py
#	mteb/models/model_implementations/openai_models.py
#	mteb/models/model_implementations/ru_sentence_models.py
#	mteb/models/overview.py
#	mteb/models/wrapper.py
#	mteb/tasks/Classification/__init__.py
#	mteb/tasks/Clustering/nob/snl_clustering.py
#	mteb/tasks/MultiLabelClassification/__init__.py
#	mteb/tasks/PairClassification/__init__.py
#	mteb/tasks/Reranking/__init__.py
#	mteb/tasks/Retrieval/__init__.py
#	mteb/tasks/Retrieval/eng/R2MEDRetrieval.py
#	pyproject.toml
#	tests/test_benchmark/mock_models.py
#	tests/test_benchmark/test_benchmark.py