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dataset: Add miracl vision#2736

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ManuelFay:add-miracl-vision
Jun 6, 2025
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dataset: Add miracl vision#2736
isaac-chung merged 15 commits intoembeddings-benchmark:mainfrom
ManuelFay:add-miracl-vision

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@ManuelFay ManuelFay commented May 28, 2025 •
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Closes #2730

Checklist

  • I did not add a dataset, or if I did, I added the dataset checklist to the PR and completed it.
  • I did not add a model, or if I did, I added the model checklist to the PR and completed it.

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ManuelFay commented May 28, 2025

@paultltc see anything weird (except for metadata I still need to fill ?)

Code is running on my end (although it's a lot of images to DL, almost 100Gb total so not sure we want to integrate everything in a leaderboard)

paultltc
paultltc reviewed May 30, 2025
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paultltc commented May 30, 2025

@paultltc see anything weird (except for metadata I still need to fill ?)

Code is running on my end (although it's a lot of images to DL, almost 100Gb total so not sure we want to integrate everything in a leaderboard)

Looks good! I made some short comments

@ManuelFay ManuelFay marked this pull request as ready for review June 4, 2025 14:51
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ManuelFay commented Jun 6, 2025

@isaac-chung @gowitheflow-1998 - I just reran the CI (that failed because of HF being slow). Should be okay I guess ?
Note that the dataset is quite big, so probably better not to include in other benchmarks.
I'l off on vacation so if this needs to be changed, hopefully someone can pick this up (or I'll just finish when i comle back).
cheers,
manu

@isaac-chung isaac-chung changed the title Add miracl vision dataset: Add miracl vision Jun 6, 2025
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Thanks a lot! I think it's fine to leave it as-is. If someone wants to run the whole thing, it's there as an option. And I agree re: not including this in any benchmarks. We likely want a downsampled or hard negative mined version for that purpose.

I'll merge it now.

@isaac-chung isaac-chung merged commit 61dc369 into embeddings-benchmark:main Jun 6, 2025
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Samoed added a commit that referenced this pull request Jun 7, 2025
@Samoed @KennethEnevoldsen
@ManuelFay @github-actions @izhx
[v2] Merge main (#2786)
a43c25a 
* 1.38.25

Automatically generated by python-semantic-release

* fix: Update Caltech101 datasets to latest revision [v1] (#2778)

* fix: Update Caltech101 datasets to latest revision [v2]

 fixes: #2770
Fixes the issue, but only in v1

```
# tested using:

task: mteb.AbsTask = mteb.get_task("Caltech101ZeroShot")
task.load_data()
task.get_candidate_labels()
```

* fix rev

* 1.38.26

Automatically generated by python-semantic-release

* fix: CachedEmbeddingWrapper issues in both documentation and code (#2779)

Fixes #2772

* 1.38.27

Automatically generated by python-semantic-release

* dataset: Add miracl vision (#2736)

* add miracl vision

* add miracl vision

* ruff

* cast

* image

* image

* add langs

* add langs

* add langs

* add langs

* descriptive stats

* lint

* lint

* lint

* remove com

* Update tasks & benchmarks tables

* model: Add Qwen3 Embedding model (#2769)

* Init code

* Remove extra config and lint code

* use sentence transformer

* add revisions

* fix lint

* Apply suggestions from code review

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

* fix lint

* add framework

---------

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

* fix loaders

---------

Co-authored-by: github-actions <github-actions@github.com>
Co-authored-by: Kenneth Enevoldsen <kennethcenevoldsen@gmail.com>
Co-authored-by: Manuel Faysse <43467008+ManuelFay@users.noreply.github.com>
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
Co-authored-by: Xin Zhang <izhx404@gmail.com>
isaac-chung added a commit that referenced this pull request Jun 22, 2025
@isaac-chung @Samoed
@KennethEnevoldsen @github-actions @namespace-Pt @AlexeyVatolin @imenelydiaker @asparius @ayush1298 @24September @noooop @Feiyang1 @Pringled @paultltc @mehran-sarmadi @Kiwinicki @wwu137 @manveertamber @malteos @ekolodin @ManuelFay @izhx @Hypothesis-Z @fangxiaoquan @ll0ruc @annamodels @sadra-barikbin
[MAEB] Merge from main up to 1.38.30 (#2840)
bdbe51f 
* move icon & name to benchmark dataclass (#2573)

* Remove the comments from ImageEncoder (#2579)

* fix: Add Encodechka benchmark (#2561)

* add tasks

* add benchmark

* fix imports

* update stsb split

* Update tasks table

* 1.38.2

Automatically generated by python-semantic-release

* fix FlagEmbedding package name (#2588)

* fix codecarbon version (#2587)

* Add MIEB image only benchmark (#2590)

* add vision only bench

* add description

* correct zs task modalities

* specify tasks param

* Add image only MIEB benchmark to LB left panel (#2596)

* Update benchmarks.py

* make lint

* add to left side bar

* update Doubao-1.5-Embedding (#2575)

* 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

---------

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

* fix: Add WebSSL models (#2604)

* add 2 web SSL dino models

* add models from collection and revisions

* update memory_usage_mb and embed dim

* use automodel instead

* fix mieb citation (#2606)

* 1.38.3

Automatically generated by python-semantic-release

* Update Doubao-1.5-Embedding (#2611)

* 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>

* CI: update benchmark table (#2609)

* update benchmark table

* fix table

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update Doubao-1.5-Embedding revision (#2613)

* 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>

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* CI: fix table  (#2615)

* Update tasks & benchmarks tables

* Update gradio version (#2558)

* Update gradio version

Closes #2557

* bump gradio

* fix: Removed missing dataset for MTEB(Multilingual) and bumped version

We should probably just have done this earlier to ensure that the multilingual benchamrk is runable.

* CI: fix infinitely committing issue (#2616)

* fix token

* try to trigger

* add token

* test ci

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* remove test lines

---------

Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>

* Add ScandiSent dataset (#2620)

* add scandisent dataset

* add to init

* typo

* lint

* 1.38.4

Automatically generated by python-semantic-release

* Format all citations (#2614)

* Fix errors in bibtex_citation

* Format all bibtex_citation fields

* format benchmarks

* fix format

* Fix tests

* add formatting script

* fix citations (#2628)

* Add Talemaader pair classification task (#2621)

Add talemaader pair classification task

* add Bilingual English-Danish parallel corpus from The Danish Medicines Agency (#2633)

* add Bilingual English-Danish parallel corpus from The Danish Medicines Agency

* bump dataset revision

* format bibtex

* format bibtex

* Remove irrelevant test (#2630)

remove irrelevant test

* Revert "CI: fix infinitely committing issue (#2616)" (#2636)

This reverts commit 82dcb3d.

* Update tasks & benchmarks tables

* Remove `typer` dependency from citation script (#2629)

remove typer dependency from citation script

* CI format citations (#2649)

* ci format citations

* add files

* remove from lint CI

* test lint

* test lint

* fix names

* fix: Update VisualSTS Aggregate task modalities (#2597)

* Update STS17MultilingualVisualSTS.py

* fix STSBenchmarkMultilingualVisualSTS

---------

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

* 1.38.5

Automatically generated by python-semantic-release

* Add tests for leaderboard build (#2631)

* Add tests for leaderboard build

* add new action

* remove build tests from other actions

* fix tests

* correct exclusion of test

* added timeout constant

* fix: SIB200 machine translated > human translated (#2665)

As correctly pointed out in:

https://huggingface.co/datasets/mteb/sib200/discussions/1

* 1.38.6

Automatically generated by python-semantic-release

* fix: Update datasets wich can't be loaded with `datasets>=3.0`  (#2661)

fix: Update datasets wich can't be loaded with `datasets>=3.0` (#1619)

* reupload datasets

* fix loader

* remove commented code

* lint

* update pyproject dependencies

* rename model RELLE to CHAIN19 (#2671)

* Add relle
* defined model metadata for relle

* Add mteb/models/relle_models.py

* Update mteb/models/relle_models.py

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

* lint after commit

run after "make lint"

* Add into model_modules

Add model into model_modules and lint check

* rename model
change model name

* rename model
change model name

---------

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

* 1.38.7

Automatically generated by python-semantic-release

* Update final version of Doubao-1.5-Embedding (Rename to Seed1.5-Embedding) (#2674)

* 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

* update Doubao-1.5-Embedding revision 3

* rename Doubao-1.5-Embedding to Seed1.5-Embedding

---------

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

* fix: Allow empty string for openai models (#2676)

* fix for empty string input to openai/text-embedding-3-large

* fix: Allow empty string in openai models

closes: #1650

* fix based on review

* Updated docstring

---------

Co-authored-by: ayush1298 <munotayush6@kgpian.iitkgp.ac.in>

* 1.38.8

Automatically generated by python-semantic-release

* Leaderboard: UI simplifications for menus (#2672)

* Leaderboard: UI simplifications for menus

Did a few things to improve the simplify the leaderboard UI.

Changes:
- Combined FAQ entries
- Created dropdowns in the select benchmark menu sidebar
- Removed reference to arena
- Removed reference to old leaderboard
- reduced size of select menu
- reduced the size of acknowledgements
- removed farsi from the selection (as it is a beta)

refactors:
- refactored to use a class for menu items
- refactored texts segments out of app.py

* fixed comment

* fixes for sizes

* fix modality for `OVENIT2TRetrieval` (#2678)

fix modality

* fix: `MTEB(Code, v1)`  languages (#2679)

fix code languages

* 1.38.9

Automatically generated by python-semantic-release

* Correction in docs (#2688)

* Fix for Openai_Text-Embedding3-Small (#2702)

* Fix for Openai_Text-Embedding3-Small

* better syntax for readability

* Fix for Openai_Text-Embedding3-Small (#2702)

* Fix for Openai_Text-Embedding3-Small

* better syntax for readability

* fix: Ensure that optional dependencies are compatible and if not state it (#2706)

Fixes mistakes introduced in #2424

It seems like many of these requirements doesn't exist (voyageai>=1.0.0). @ayush1298 I am hoping you could clear up how this happened?

* fix: Only install mteb into site packages (#2618)

* Restrict installation directory

* fix

* namespace false

* add star

* add pont

* fix import

* fix import

* add init files

* fix setuptools find

* fix image init

* add missing templates

---------

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

* 1.38.10

Automatically generated by python-semantic-release

* docs: Updated the PR template and improved submission docs (#2704)

* docs: Updated the PR template and improved submission docs

1) Updated PR template to only include checklist for datasets and models. The other checklists were essentially just tests.
2) I have updated the documentation for adding models. Notably I have split out the implementation segment, which I think makes it more readable.
3) Required that you argue for a dataset before addition

fixes #2568

* Apply suggestions from code review

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

---------

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

* fix: Remove models from the leaderboard (#2705)

* fix: Remove models from the leaderboard

I remove both models from the leaderboard by unlinking them from the import tree. I think this is the easiest way to add a model that not currently public.

* format

* 1.38.11

Automatically generated by python-semantic-release

* fix: Rename gemini-embedding-exp-03-07 to gemini-embedding-001 (#2711)

* Rename gemini-embedding-exp-03-07 to gemini-embedding-001

* update referenfe link to the vertexAI API doc

* 1.38.12

Automatically generated by python-semantic-release

* fix: Integrate `lightonai/GTE-ModernColBERT-v1` (#2708)

* fix: Integrate `lightonai/GTE-ModernColBERT-v1`

Fixes #2673

* fixes based on corrections

* 1.38.13

Automatically generated by python-semantic-release

* docs: fix number of tasks for eng, v2 in docs (#2720)

* fix: Added potion-multilingual-128M (#2717)

* Added ModelMeta for potion-multilingual-128M

* Fixed linting

* Fixed linting

* Updated date

* 1.38.14

Automatically generated by python-semantic-release

* Update the max tokens for gemini-embedding-001 (#2725)

* fix: Ara and ben classification dataset cleaning (#2632)

* Improve classification datasets quality for ara and ben langs

* add missing AJGT

* fix format

* change ajgt description

* Fix numbers in description, add link to pull request

* Add too short filter

* Link in markdown format

* Update tasks & benchmarks tables

* fix: Update Seed1.5-Embedding API (#2724)

* update seed1.5-embedding api

* update seed1.5-embedding api

* update Seed1.5-Embedding API

* update Seed1.5-Embedding resolve comments

* update Seed1.5-Embedding lint

* Update mteb/models/seed_models.py

---------

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

* 1.38.15

Automatically generated by python-semantic-release

* fix: Add vidore v2 benchmarks (#2713)

* adding vidore benchmarks

* fix typo

* clean vidore names + per lang eval

* lint

* vidore names

* bibtex fix

* fix revision

* vidore v2 citation

* update citation format and fix per-language mappings

* lint: citations

* typo citations

* Update tasks & benchmarks tables

* 1.38.16

Automatically generated by python-semantic-release

* fix: `IndicQARetrieval` loader (#2729)

* fix indic qa

* add kwargs

* 1.38.17

Automatically generated by python-semantic-release

* fix: Promote Persian benchmark to v1 (#2707)

* Switch versioning from beta to v1 and add v1 to benchmark selector

* Update Farsi benchmark display name, task IDs, and metadata

* Add Hakim Model

* fix hakim version

* update

* make lint

* fix: Promote Persian benchmark to v1

---------

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

* Update tasks & benchmarks tables

* 1.38.18

Automatically generated by python-semantic-release

* Add ViDoRe combined benchmark and add to leaderboard side panel (#2732)

* add ViDoRe combined benchmark and add to leaderboard side panel

* Update benchmark_selector.py

* Update tasks & benchmarks tables

* fix: Rename display name of VDR (#2734)

* Update tasks & benchmarks tables

* 1.38.19

Automatically generated by python-semantic-release

* fix: Add colpali models family (#2721)

* add colpali models

* add colpali as framework

* add colpali as framework

* update metadata and add colsmol

* ix typos

* account for revision

* add training data info and lint

* modify meta

* correct colmodels meta and add colnomic 7b

* fix typo in toml (colpali subdeps)

* refine colmodel loading and metadata

* 1.38.20

Automatically generated by python-semantic-release

* fix: Correct embedding dimension for bge-m3 (#2738)

Fixes #2735

* 1.38.21

Automatically generated by python-semantic-release

* docs: Updated description of FEVER (#2745)

* docs: Updated description of FEVER

Update the description to state that the corpus is the same as fever as we have have [multiple questions on it](https://huggingface.co/datasets/mteb/climate-fever/discussions/2)

* minor

* Backfill task metadata for metadata for BigPatentClustering and AllegroReviews (#2755)

* big-patent

* allegro-reviews

* Update tasks & benchmarks tables

* Update Seed1.5 training data (#2749)

* update seed1.5 training data

* update seed1.5 training data

* fix: Update caltech101 (#2759)

* docs: Updated description of FEVER

Update the description to state that the corpus is the same as fever as we have have [multiple questions on it](https://huggingface.co/datasets/mteb/climate-fever/discussions/2)

* fix: Update Caltech101 to different source

Run both versions of one of the task using `nomic-ai/nomic-embed-text-v1.5` and both scores match:

### Old

```
{
  "dataset_revision": "851374102055782c84f89b1b4e9d128a6568847b",
  "task_name": "Caltech101",
  "mteb_version": "1.38.4",
  "scores": {
    "test": [
      {
        "accuracy": 0.897863,
```

### New
```
{
  "dataset_revision": "52439cf6d4f6ebf563d8cdc7f2c5371d9efd2686",
  "task_name": "Caltech101",
  "mteb_version": "1.38.4",
  "scores": {
    "test": [
      {
        "accuracy": 0.897929,
```

* 1.38.22

Automatically generated by python-semantic-release

* Add missing PatchCamelyon_labels.txt (#2756)

* ci: Delete cache in Model loading test only when model is loaded (#2761)

* only delete cache when model loaded

* testing it out

* fix: Add `cadet-embed-base-v1` (#2727)

* update

* update overview.py for models

* update

* update

* 1.38.23

Automatically generated by python-semantic-release

* Fixing Google embedding task type for STS (#2767)

The type `SIMILARITY` is invalid. Correct one: `SEMANTIC_SIMILARITY`. See https://cloud.google.com/vertex-ai/generative-ai/docs/embeddings/task-types#supported_task_types

* docs: Leaderboard simplifications (#2764)

* docs: Leaderboard simplifications

Simplified sidebar, notably:

1) Combined Language and Regional (since these are all languages)
2) Folded all (With Visual document retrieval then images start to take up a lot of space)
3) Removed legacy and instead added "Other" in language, where I moved "English Legacy"

I also restructured the code so that nesting is easier.

Is it also possible to create a seperate section (see dummy screenshot)

* refactor to reduce nesting

* format

* fix: add xet support (#2603)

* add xet version

* add doc comment

* change xet requirements

* Update docs/usage/usage.md

---------

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

* 1.38.24

Automatically generated by python-semantic-release

* fix: Update giga embeddings (#2774)

* update giga embeddings

* update giga embeddings

---------

Co-authored-by: Kolodin Egor <eikolodin@sberbank.ru>

* ci: add new prefixes to releases (#2766)

add new prefixes

* 1.38.25

Automatically generated by python-semantic-release

* fix: Update Caltech101 datasets to latest revision [v1] (#2778)

* fix: Update Caltech101 datasets to latest revision [v2]

 fixes: #2770
Fixes the issue, but only in v1

```
# tested using:

task: mteb.AbsTask = mteb.get_task("Caltech101ZeroShot")
task.load_data()
task.get_candidate_labels()
```

* fix rev

* 1.38.26

Automatically generated by python-semantic-release

* fix: CachedEmbeddingWrapper issues in both documentation and code (#2779)

Fixes #2772

* 1.38.27

Automatically generated by python-semantic-release

* dataset: Add miracl vision (#2736)

* add miracl vision

* add miracl vision

* ruff

* cast

* image

* image

* add langs

* add langs

* add langs

* add langs

* descriptive stats

* lint

* lint

* lint

* remove com

* Update tasks & benchmarks tables

* model: Add Qwen3 Embedding model (#2769)

* Init code

* Remove extra config and lint code

* use sentence transformer

* add revisions

* fix lint

* Apply suggestions from code review

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

* fix lint

* add framework

---------

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

* bump ruff (#2784)

* Update issue and pr templates (#2782)

* 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>

* model: Add GeoGPT-Research-Project/GeoEmbedding (#2773)

* 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>

* model: add fangxq/XYZ-embedding (#2741)

* 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>

* ci: fix config error for semantic release (#2800)

discussed in: #2796

* dataset: Add R2MED Benchmark (#2795)

* 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 tasks & benchmarks tables

* Update training datasets of GeoGPT-Research-Project/GeoEmbedding (#2802)

update training datasets

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

* fix: Add adapted_from to Cmedqaretrieval (#2806)

* 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

* 1.38.28

Automatically generated by python-semantic-release

* fix: Adding client arg to init method of OpenAI models wrapper (#2803)

* 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>

* model: Add annamodels/LGAI-Embedding-Preview (#2810)

Add LGAI-Embedding

- Add mteb/models/lgai_embedding_models.py

- defined model metadata

* fix: Ensure bright uses the correct revision (#2812)

fixes #2811

* 1.38.29

Automatically generated by python-semantic-release

* add description to issue template (#2817)

* add description to template

* fix typo

* model: Added 3 HIT-TMG's KaLM-embedding models (#2478)

* 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 (#2819)

* fix: Reuploaded previously unavailable SNL datasets

closes #2477

* removed exceptions from tests

* temp fixes

* added temporary fix

* clean up commented out code

* format

* Update tasks & benchmarks tables

* 1.38.30

Automatically generated by python-semantic-release

* docs: Fix some typos in `docs/usage/usage.md` (#2835)

* Update usage.md

* Update usage.md

* Update docs/usage/usage.md

---------

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

* model: Add custom instructions for GigaEmbeddings (#2836)

* 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>

* try adding init

* add init in audio pc task eng

* all audio tasks init

* remove script test

---------

Co-authored-by: Roman Solomatin <samoed.roman@gmail.com>
Co-authored-by: Kenneth Enevoldsen <kennethcenevoldsen@gmail.com>
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isaac-chung added a commit that referenced this pull request Jul 6, 2025
@isaac-chung @github-actions
@namespace-Pt @Samoed @KennethEnevoldsen @AlexeyVatolin @imenelydiaker @asparius @ayush1298 @24September @noooop @Feiyang1 @Pringled @paultltc @mehran-sarmadi @Kiwinicki @wwu137 @manveertamber @malteos @ekolodin @ManuelFay @izhx @Hypothesis-Z @fangxiaoquan @ll0ruc @annamodels @sadra-barikbin @QuanYuhan @makram93 @SaileshP97 @bschifferer @tutuDoki @YanshekWoo @lsz05
[MAEB] Sync with 1.38.33 (#2883)
73c9d2c 
* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update Doubao-1.5-Embedding revision (#2613)

* 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>

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

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* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

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* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* CI: fix table  (#2615)

* Update tasks & benchmarks tables

* Update gradio version (#2558)

* Update gradio version

Closes #2557

* bump gradio

* fix: Removed missing dataset for MTEB(Multilingual) and bumped version

We should probably just have done this earlier to ensure that the multilingual benchamrk is runable.

* CI: fix infinitely committing issue (#2616)

* fix token

* try to trigger

* add token

* test ci

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* remove test lines

---------

Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>

* Add ScandiSent dataset (#2620)

* add scandisent dataset

* add to init

* typo

* lint

* 1.38.4

Automatically generated by python-semantic-release

* Format all citations (#2614)

* Fix errors in bibtex_citation

* Format all bibtex_citation fields

* format benchmarks

* fix format

* Fix tests

* add formatting script

* fix citations (#2628)

* Add Talemaader pair classification task (#2621)

Add talemaader pair classification task

* add Bilingual English-Danish parallel corpus from The Danish Medicines Agency (#2633)

* add Bilingual English-Danish parallel corpus from The Danish Medicines Agency

* bump dataset revision

* format bibtex

* format bibtex

* Remove irrelevant test (#2630)

remove irrelevant test

* Revert "CI: fix infinitely committing issue (#2616)" (#2636)

This reverts commit 82dcb3d.

* Update tasks & benchmarks tables

* Remove `typer` dependency from citation script (#2629)

remove typer dependency from citation script

* CI format citations (#2649)

* ci format citations

* add files

* remove from lint CI

* test lint

* test lint

* fix names

* fix: Update VisualSTS Aggregate task modalities (#2597)

* Update STS17MultilingualVisualSTS.py

* fix STSBenchmarkMultilingualVisualSTS

---------

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

* 1.38.5

Automatically generated by python-semantic-release

* Add tests for leaderboard build (#2631)

* Add tests for leaderboard build

* add new action

* remove build tests from other actions

* fix tests

* correct exclusion of test

* added timeout constant

* fix: SIB200 machine translated > human translated (#2665)

As correctly pointed out in:

https://huggingface.co/datasets/mteb/sib200/discussions/1

* 1.38.6

Automatically generated by python-semantic-release

* fix: Update datasets wich can't be loaded with `datasets>=3.0`  (#2661)

fix: Update datasets wich can't be loaded with `datasets>=3.0` (#1619)

* reupload datasets

* fix loader

* remove commented code

* lint

* update pyproject dependencies

* rename model RELLE to CHAIN19 (#2671)

* Add relle
* defined model metadata for relle

* Add mteb/models/relle_models.py

* Update mteb/models/relle_models.py

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

* lint after commit

run after "make lint"

* Add into model_modules

Add model into model_modules and lint check

* rename model
change model name

* rename model
change model name

---------

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

* 1.38.7

Automatically generated by python-semantic-release

* Update final version of Doubao-1.5-Embedding (Rename to Seed1.5-Embedding) (#2674)

* 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

* update Doubao-1.5-Embedding revision 3

* rename Doubao-1.5-Embedding to Seed1.5-Embedding

---------

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

* fix: Allow empty string for openai models (#2676)

* fix for empty string input to openai/text-embedding-3-large

* fix: Allow empty string in openai models

closes: #1650

* fix based on review

* Updated docstring

---------

Co-authored-by: ayush1298 <munotayush6@kgpian.iitkgp.ac.in>

* 1.38.8

Automatically generated by python-semantic-release

* Leaderboard: UI simplifications for menus (#2672)

* Leaderboard: UI simplifications for menus

Did a few things to improve the simplify the leaderboard UI.

Changes:
- Combined FAQ entries
- Created dropdowns in the select benchmark menu sidebar
- Removed reference to arena
- Removed reference to old leaderboard
- reduced size of select menu
- reduced the size of acknowledgements
- removed farsi from the selection (as it is a beta)

refactors:
- refactored to use a class for menu items
- refactored texts segments out of app.py

* fixed comment

* fixes for sizes

* fix modality for `OVENIT2TRetrieval` (#2678)

fix modality

* fix: `MTEB(Code, v1)`  languages (#2679)

fix code languages

* 1.38.9

Automatically generated by python-semantic-release

* Correction in docs (#2688)

* Fix for Openai_Text-Embedding3-Small (#2702)

* Fix for Openai_Text-Embedding3-Small

* better syntax for readability

* Fix for Openai_Text-Embedding3-Small (#2702)

* Fix for Openai_Text-Embedding3-Small

* better syntax for readability

* fix: Ensure that optional dependencies are compatible and if not state it (#2706)

Fixes mistakes introduced in #2424

It seems like many of these requirements doesn't exist (voyageai>=1.0.0). @ayush1298 I am hoping you could clear up how this happened?

* fix: Only install mteb into site packages (#2618)

* Restrict installation directory

* fix

* namespace false

* add star

* add pont

* fix import

* fix import

* add init files

* fix setuptools find

* fix image init

* add missing templates

---------

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

* 1.38.10

Automatically generated by python-semantic-release

* docs: Updated the PR template and improved submission docs (#2704)

* docs: Updated the PR template and improved submission docs

1) Updated PR template to only include checklist for datasets and models. The other checklists were essentially just tests.
2) I have updated the documentation for adding models. Notably I have split out the implementation segment, which I think makes it more readable.
3) Required that you argue for a dataset before addition

fixes #2568

* Apply suggestions from code review

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

---------

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

* fix: Remove models from the leaderboard (#2705)

* fix: Remove models from the leaderboard

I remove both models from the leaderboard by unlinking them from the import tree. I think this is the easiest way to add a model that not currently public.

* format

* 1.38.11

Automatically generated by python-semantic-release

* fix: Rename gemini-embedding-exp-03-07 to gemini-embedding-001 (#2711)

* Rename gemini-embedding-exp-03-07 to gemini-embedding-001

* update referenfe link to the vertexAI API doc

* 1.38.12

Automatically generated by python-semantic-release

* fix: Integrate `lightonai/GTE-ModernColBERT-v1` (#2708)

* fix: Integrate `lightonai/GTE-ModernColBERT-v1`

Fixes #2673

* fixes based on corrections

* 1.38.13

Automatically generated by python-semantic-release

* docs: fix number of tasks for eng, v2 in docs (#2720)

* fix: Added potion-multilingual-128M (#2717)

* Added ModelMeta for potion-multilingual-128M

* Fixed linting

* Fixed linting

* Updated date

* 1.38.14

Automatically generated by python-semantic-release

* Update the max tokens for gemini-embedding-001 (#2725)

* fix: Ara and ben classification dataset cleaning (#2632)

* Improve classification datasets quality for ara and ben langs

* add missing AJGT

* fix format

* change ajgt description

* Fix numbers in description, add link to pull request

* Add too short filter

* Link in markdown format

* Update tasks & benchmarks tables

* fix: Update Seed1.5-Embedding API (#2724)

* update seed1.5-embedding api

* update seed1.5-embedding api

* update Seed1.5-Embedding API

* update Seed1.5-Embedding resolve comments

* update Seed1.5-Embedding lint

* Update mteb/models/seed_models.py

---------

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

* 1.38.15

Automatically generated by python-semantic-release

* fix: Add vidore v2 benchmarks (#2713)

* adding vidore benchmarks

* fix typo

* clean vidore names + per lang eval

* lint

* vidore names

* bibtex fix

* fix revision

* vidore v2 citation

* update citation format and fix per-language mappings

* lint: citations

* typo citations

* Update tasks & benchmarks tables

* 1.38.16

Automatically generated by python-semantic-release

* fix: `IndicQARetrieval` loader (#2729)

* fix indic qa

* add kwargs

* 1.38.17

Automatically generated by python-semantic-release

* fix: Promote Persian benchmark to v1 (#2707)

* Switch versioning from beta to v1 and add v1 to benchmark selector

* Update Farsi benchmark display name, task IDs, and metadata

* Add Hakim Model

* fix hakim version

* update

* make lint

* fix: Promote Persian benchmark to v1

---------

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

* Update tasks & benchmarks tables

* 1.38.18

Automatically generated by python-semantic-release

* Add ViDoRe combined benchmark and add to leaderboard side panel (#2732)

* add ViDoRe combined benchmark and add to leaderboard side panel

* Update benchmark_selector.py

* Update tasks & benchmarks tables

* fix: Rename display name of VDR (#2734)

* Update tasks & benchmarks tables

* 1.38.19

Automatically generated by python-semantic-release

* fix: Add colpali models family (#2721)

* add colpali models

* add colpali as framework

* add colpali as framework

* update metadata and add colsmol

* ix typos

* account for revision

* add training data info and lint

* modify meta

* correct colmodels meta and add colnomic 7b

* fix typo in toml (colpali subdeps)

* refine colmodel loading and metadata

* 1.38.20

Automatically generated by python-semantic-release

* fix: Correct embedding dimension for bge-m3 (#2738)

Fixes #2735

* 1.38.21

Automatically generated by python-semantic-release

* docs: Updated description of FEVER (#2745)

* docs: Updated description of FEVER

Update the description to state that the corpus is the same as fever as we have have [multiple questions on it](https://huggingface.co/datasets/mteb/climate-fever/discussions/2)

* minor

* Backfill task metadata for metadata for BigPatentClustering and AllegroReviews (#2755)

* big-patent

* allegro-reviews

* Update tasks & benchmarks tables

* Update Seed1.5 training data (#2749)

* update seed1.5 training data

* update seed1.5 training data

* fix: Update caltech101 (#2759)

* docs: Updated description of FEVER

Update the description to state that the corpus is the same as fever as we have have [multiple questions on it](https://huggingface.co/datasets/mteb/climate-fever/discussions/2)

* fix: Update Caltech101 to different source

Run both versions of one of the task using `nomic-ai/nomic-embed-text-v1.5` and both scores match:

### Old

```
{
  "dataset_revision": "851374102055782c84f89b1b4e9d128a6568847b",
  "task_name": "Caltech101",
  "mteb_version": "1.38.4",
  "scores": {
    "test": [
      {
        "accuracy": 0.897863,
```

### New
```
{
  "dataset_revision": "52439cf6d4f6ebf563d8cdc7f2c5371d9efd2686",
  "task_name": "Caltech101",
  "mteb_version": "1.38.4",
  "scores": {
    "test": [
      {
        "accuracy": 0.897929,
```

* 1.38.22

Automatically generated by python-semantic-release

* Add missing PatchCamelyon_labels.txt (#2756)

* ci: Delete cache in Model loading test only when model is loaded (#2761)

* only delete cache when model loaded

* testing it out

* fix: Add `cadet-embed-base-v1` (#2727)

* update

* update overview.py for models

* update

* update

* 1.38.23

Automatically generated by python-semantic-release

* Fixing Google embedding task type for STS (#2767)

The type `SIMILARITY` is invalid. Correct one: `SEMANTIC_SIMILARITY`. See https://cloud.google.com/vertex-ai/generative-ai/docs/embeddings/task-types#supported_task_types

* docs: Leaderboard simplifications (#2764)

* docs: Leaderboard simplifications

Simplified sidebar, notably:

1) Combined Language and Regional (since these are all languages)
2) Folded all (With Visual document retrieval then images start to take up a lot of space)
3) Removed legacy and instead added "Other" in language, where I moved "English Legacy"

I also restructured the code so that nesting is easier.

Is it also possible to create a seperate section (see dummy screenshot)

* refactor to reduce nesting

* format

* fix: add xet support (#2603)

* add xet version

* add doc comment

* change xet requirements

* Update docs/usage/usage.md

---------

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

* 1.38.24

Automatically generated by python-semantic-release

* fix: Update giga embeddings (#2774)

* update giga embeddings

* update giga embeddings

---------

Co-authored-by: Kolodin Egor <eikolodin@sberbank.ru>

* ci: add new prefixes to releases (#2766)

add new prefixes

* 1.38.25

Automatically generated by python-semantic-release

* fix: Update Caltech101 datasets to latest revision [v1] (#2778)

* fix: Update Caltech101 datasets to latest revision [v2]

 fixes: #2770
Fixes the issue, but only in v1

```
# tested using:

task: mteb.AbsTask = mteb.get_task("Caltech101ZeroShot")
task.load_data()
task.get_candidate_labels()
```

* fix rev

* 1.38.26

Automatically generated by python-semantic-release

* fix: CachedEmbeddingWrapper issues in both documentation and code (#2779)

Fixes #2772

* 1.38.27

Automatically generated by python-semantic-release

* dataset: Add miracl vision (#2736)

* add miracl vision

* add miracl vision

* ruff

* cast

* image

* image

* add langs

* add langs

* add langs

* add langs

* descriptive stats

* lint

* lint

* lint

* remove com

* Update tasks & benchmarks tables

* model: Add Qwen3 Embedding model (#2769)

* Init code

* Remove extra config and lint code

* use sentence transformer

* add revisions

* fix lint

* Apply suggestions from code review

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

* fix lint

* add framework

---------

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

* bump ruff (#2784)

* Update issue and pr templates (#2782)

* 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>

* model: Add GeoGPT-Research-Project/GeoEmbedding (#2773)

* 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>

* model: add fangxq/XYZ-embedding (#2741)

* 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>

* ci: fix config error for semantic release (#2800)

discussed in: #2796

* dataset: Add R2MED Benchmark (#2795)

* 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 tasks & benchmarks tables

* Update training datasets of GeoGPT-Research-Project/GeoEmbedding (#2802)

update training datasets

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

* fix: Add adapted_from to Cmedqaretrieval (#2806)

* 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

* 1.38.28

Automatically generated by python-semantic-release

* fix: Adding client arg to init method of OpenAI models wrapper (#2803)

* 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>

* model: Add annamodels/LGAI-Embedding-Preview (#2810)

Add LGAI-Embedding

- Add mteb/models/lgai_embedding_models.py

- defined model metadata

* fix: Ensure bright uses the correct revision (#2812)

fixes #2811

* 1.38.29

Automatically generated by python-semantic-release

* add description to issue template (#2817)

* add description to template

* fix typo

* model: Added 3 HIT-TMG's KaLM-embedding models (#2478)

* 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 (#2819)

* fix: Reuploaded previously unavailable SNL datasets

closes #2477

* removed exceptions from tests

* temp fixes

* added temporary fix

* clean up commented out code

* format

* Update tasks & benchmarks tables

* 1.38.30

Automatically generated by python-semantic-release

* docs: Fix some typos in `docs/usage/usage.md` (#2835)

* Update usage.md

* Update usage.md

* Update docs/usage/usage.md

---------

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

* model: Add custom instructions for GigaEmbeddings (#2836)

* 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>

* model: add Seed-1.6-embedding model (#2841)

* 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 (#2855)

* 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

* 1.38.31

Automatically generated by python-semantic-release

* fix: update training dataset info of Seed-1.6-embedding model  (#2857)

update seed1.6 model training data info

* 1.38.32

Automatically generated by python-semantic-release

* add jinav4 model meta (#2858)

* add model meta

* linting

* fix: add check for code lora

* fix: apply review comments

* fix: prompt validation for tasks with `-` (#2846)

* fix prompt validation

* fix task name split correctly

* add docstring for test

* 1.38.33

Automatically generated by python-semantic-release

* model: Adding Sailesh97/Hinvec (#2842)

* 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>

* Bump gradio to fix leaderboard sorting (#2866)

Bump gradio

* model: Adding nvidia/llama-nemoretriever-colembed models (#2861)

* 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>

* rename seed-1.6-embedding to seed1.6-embedding (#2870)

* fix tests to be compatible with `SentenceTransformers` `v5` (#2875)

* fix sbert `v5`

* add comment

* model: add listconranker modelmeta (#2874)

* add listconranker modelmeta

* fix bugs

* use linter

* lint

---------

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

* model: add kalm_models ModelMeta (new PR) (#2853)

* 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 (#2877)

comment kalm model

* Add and fix some Japanese datasets: ANLP datasets, JaCWIR, JQaRA (#2872)

* 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

* Update tasks & benchmarks tables

* model: add Hakim and TookaSBERTV2 models (#2826)

* 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>

---------

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Samoed added a commit that referenced this pull request Jul 10, 2025
@Samoed @github-actions
@KennethEnevoldsen @isaac-chung @AlexeyVatolin @imenelydiaker @asparius @ayush1298 @24September @namespace-Pt @noooop @Feiyang1 @Pringled @paultltc @mehran-sarmadi @Kiwinicki @wwu137 @manveertamber @malteos @ekolodin @ManuelFay @izhx @Hypothesis-Z @fangxiaoquan @ll0ruc @annamodels @sadra-barikbin @QuanYuhan @makram93 @SaileshP97 @bschifferer @tutuDoki @YanshekWoo @lsz05 @MattiaSangermano
Merge main maeb 07 10 (#2894)
c7b8542 
* Update tasks & benchmarks tables

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* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* CI: fix table  (#2615)

* Update tasks & benchmarks tables

* Update gradio version (#2558)

* Update gradio version

Closes #2557

* bump gradio

* fix: Removed missing dataset for MTEB(Multilingual) and bumped version

We should probably just have done this earlier to ensure that the multilingual benchamrk is runable.

* CI: fix infinitely committing issue (#2616)

* fix token

* try to trigger

* add token

* test ci

* Update tasks & benchmarks tables

* Update tasks & benchmarks tables

* remove test lines

---------

Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>

* Add ScandiSent dataset (#2620)

* add scandisent dataset

* add to init

* typo

* lint

* 1.38.4

Automatically generated by python-semantic-release

* Format all citations (#2614)

* Fix errors in bibtex_citation

* Format all bibtex_citation fields

* format benchmarks

* fix format

* Fix tests

* add formatting script

* fix citations (#2628)

* Add Talemaader pair classification task (#2621)

Add talemaader pair classification task

* add Bilingual English-Danish parallel corpus from The Danish Medicines Agency (#2633)

* add Bilingual English-Danish parallel corpus from The Danish Medicines Agency

* bump dataset revision

* format bibtex

* format bibtex

* Remove irrelevant test (#2630)

remove irrelevant test

* Revert "CI: fix infinitely committing issue (#2616)" (#2636)

This reverts commit 82dcb3d.

* Update tasks & benchmarks tables

* Remove `typer` dependency from citation script (#2629)

remove typer dependency from citation script

* CI format citations (#2649)

* ci format citations

* add files

* remove from lint CI

* test lint

* test lint

* fix names

* fix: Update VisualSTS Aggregate task modalities (#2597)

* Update STS17MultilingualVisualSTS.py

* fix STSBenchmarkMultilingualVisualSTS

---------

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

* 1.38.5

Automatically generated by python-semantic-release

* Add tests for leaderboard build (#2631)

* Add tests for leaderboard build

* add new action

* remove build tests from other actions

* fix tests

* correct exclusion of test

* added timeout constant

* fix: SIB200 machine translated > human translated (#2665)

As correctly pointed out in:

https://huggingface.co/datasets/mteb/sib200/discussions/1

* 1.38.6

Automatically generated by python-semantic-release

* fix: Update datasets wich can't be loaded with `datasets>=3.0`  (#2661)

fix: Update datasets wich can't be loaded with `datasets>=3.0` (#1619)

* reupload datasets

* fix loader

* remove commented code

* lint

* update pyproject dependencies

* rename model RELLE to CHAIN19 (#2671)

* Add relle
* defined model metadata for relle

* Add mteb/models/relle_models.py

* Update mteb/models/relle_models.py

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

* lint after commit

run after "make lint"

* Add into model_modules

Add model into model_modules and lint check

* rename model
change model name

* rename model
change model name

---------

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

* 1.38.7

Automatically generated by python-semantic-release

* Update final version of Doubao-1.5-Embedding (Rename to Seed1.5-Embedding) (#2674)

* 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

* update Doubao-1.5-Embedding revision 3

* rename Doubao-1.5-Embedding to Seed1.5-Embedding

---------

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

* fix: Allow empty string for openai models (#2676)

* fix for empty string input to openai/text-embedding-3-large

* fix: Allow empty string in openai models

closes: #1650

* fix based on review

* Updated docstring

---------

Co-authored-by: ayush1298 <munotayush6@kgpian.iitkgp.ac.in>

* 1.38.8

Automatically generated by python-semantic-release

* Leaderboard: UI simplifications for menus (#2672)

* Leaderboard: UI simplifications for menus

Did a few things to improve the simplify the leaderboard UI.

Changes:
- Combined FAQ entries
- Created dropdowns in the select benchmark menu sidebar
- Removed reference to arena
- Removed reference to old leaderboard
- reduced size of select menu
- reduced the size of acknowledgements
- removed farsi from the selection (as it is a beta)

refactors:
- refactored to use a class for menu items
- refactored texts segments out of app.py

* fixed comment

* fixes for sizes

* fix modality for `OVENIT2TRetrieval` (#2678)

fix modality

* fix: `MTEB(Code, v1)`  languages (#2679)

fix code languages

* 1.38.9

Automatically generated by python-semantic-release

* Correction in docs (#2688)

* Fix for Openai_Text-Embedding3-Small (#2702)

* Fix for Openai_Text-Embedding3-Small

* better syntax for readability

* Fix for Openai_Text-Embedding3-Small (#2702)

* Fix for Openai_Text-Embedding3-Small

* better syntax for readability

* fix: Ensure that optional dependencies are compatible and if not state it (#2706)

Fixes mistakes introduced in #2424

It seems like many of these requirements doesn't exist (voyageai>=1.0.0). @ayush1298 I am hoping you could clear up how this happened?

* fix: Only install mteb into site packages (#2618)

* Restrict installation directory

* fix

* namespace false

* add star

* add pont

* fix import

* fix import

* add init files

* fix setuptools find

* fix image init

* add missing templates

---------

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

* 1.38.10

Automatically generated by python-semantic-release

* docs: Updated the PR template and improved submission docs (#2704)

* docs: Updated the PR template and improved submission docs

1) Updated PR template to only include checklist for datasets and models. The other checklists were essentially just tests.
2) I have updated the documentation for adding models. Notably I have split out the implementation segment, which I think makes it more readable.
3) Required that you argue for a dataset before addition

fixes #2568

* Apply suggestions from code review

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

---------

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

* fix: Remove models from the leaderboard (#2705)

* fix: Remove models from the leaderboard

I remove both models from the leaderboard by unlinking them from the import tree. I think this is the easiest way to add a model that not currently public.

* format

* 1.38.11

Automatically generated by python-semantic-release

* fix: Rename gemini-embedding-exp-03-07 to gemini-embedding-001 (#2711)

* Rename gemini-embedding-exp-03-07 to gemini-embedding-001

* update referenfe link to the vertexAI API doc

* 1.38.12

Automatically generated by python-semantic-release

* fix: Integrate `lightonai/GTE-ModernColBERT-v1` (#2708)

* fix: Integrate `lightonai/GTE-ModernColBERT-v1`

Fixes #2673

* fixes based on corrections

* 1.38.13

Automatically generated by python-semantic-release

* docs: fix number of tasks for eng, v2 in docs (#2720)

* fix: Added potion-multilingual-128M (#2717)

* Added ModelMeta for potion-multilingual-128M

* Fixed linting

* Fixed linting

* Updated date

* 1.38.14

Automatically generated by python-semantic-release

* Update the max tokens for gemini-embedding-001 (#2725)

* fix: Ara and ben classification dataset cleaning (#2632)

* Improve classification datasets quality for ara and ben langs

* add missing AJGT

* fix format

* change ajgt description

* Fix numbers in description, add link to pull request

* Add too short filter

* Link in markdown format

* Update tasks & benchmarks tables

* fix: Update Seed1.5-Embedding API (#2724)

* update seed1.5-embedding api

* update seed1.5-embedding api

* update Seed1.5-Embedding API

* update Seed1.5-Embedding resolve comments

* update Seed1.5-Embedding lint

* Update mteb/models/seed_models.py

---------

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

* 1.38.15

Automatically generated by python-semantic-release

* fix: Add vidore v2 benchmarks (#2713)

* adding vidore benchmarks

* fix typo

* clean vidore names + per lang eval

* lint

* vidore names

* bibtex fix

* fix revision

* vidore v2 citation

* update citation format and fix per-language mappings

* lint: citations

* typo citations

* Update tasks & benchmarks tables

* 1.38.16

Automatically generated by python-semantic-release

* fix: `IndicQARetrieval` loader (#2729)

* fix indic qa

* add kwargs

* 1.38.17

Automatically generated by python-semantic-release

* fix: Promote Persian benchmark to v1 (#2707)

* Switch versioning from beta to v1 and add v1 to benchmark selector

* Update Farsi benchmark display name, task IDs, and metadata

* Add Hakim Model

* fix hakim version

* update

* make lint

* fix: Promote Persian benchmark to v1

---------

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

* Update tasks & benchmarks tables

* 1.38.18

Automatically generated by python-semantic-release

* Add ViDoRe combined benchmark and add to leaderboard side panel (#2732)

* add ViDoRe combined benchmark and add to leaderboard side panel

* Update benchmark_selector.py

* Update tasks & benchmarks tables

* fix: Rename display name of VDR (#2734)

* Update tasks & benchmarks tables

* 1.38.19

Automatically generated by python-semantic-release

* fix: Add colpali models family (#2721)

* add colpali models

* add colpali as framework

* add colpali as framework

* update metadata and add colsmol

* ix typos

* account for revision

* add training data info and lint

* modify meta

* correct colmodels meta and add colnomic 7b

* fix typo in toml (colpali subdeps)

* refine colmodel loading and metadata

* 1.38.20

Automatically generated by python-semantic-release

* fix: Correct embedding dimension for bge-m3 (#2738)

Fixes #2735

* 1.38.21

Automatically generated by python-semantic-release

* docs: Updated description of FEVER (#2745)

* docs: Updated description of FEVER

Update the description to state that the corpus is the same as fever as we have have [multiple questions on it](https://huggingface.co/datasets/mteb/climate-fever/discussions/2)

* minor

* Backfill task metadata for metadata for BigPatentClustering and AllegroReviews (#2755)

* big-patent

* allegro-reviews

* Update tasks & benchmarks tables

* Update Seed1.5 training data (#2749)

* update seed1.5 training data

* update seed1.5 training data

* fix: Update caltech101 (#2759)

* docs: Updated description of FEVER

Update the description to state that the corpus is the same as fever as we have have [multiple questions on it](https://huggingface.co/datasets/mteb/climate-fever/discussions/2)

* fix: Update Caltech101 to different source

Run both versions of one of the task using `nomic-ai/nomic-embed-text-v1.5` and both scores match:

### Old

```
{
  "dataset_revision": "851374102055782c84f89b1b4e9d128a6568847b",
  "task_name": "Caltech101",
  "mteb_version": "1.38.4",
  "scores": {
    "test": [
      {
        "accuracy": 0.897863,
```

### New
```
{
  "dataset_revision": "52439cf6d4f6ebf563d8cdc7f2c5371d9efd2686",
  "task_name": "Caltech101",
  "mteb_version": "1.38.4",
  "scores": {
    "test": [
      {
        "accuracy": 0.897929,
```

* 1.38.22

Automatically generated by python-semantic-release

* Add missing PatchCamelyon_labels.txt (#2756)

* ci: Delete cache in Model loading test only when model is loaded (#2761)

* only delete cache when model loaded

* testing it out

* fix: Add `cadet-embed-base-v1` (#2727)

* update

* update overview.py for models

* update

* update

* 1.38.23

Automatically generated by python-semantic-release

* Fixing Google embedding task type for STS (#2767)

The type `SIMILARITY` is invalid. Correct one: `SEMANTIC_SIMILARITY`. See https://cloud.google.com/vertex-ai/generative-ai/docs/embeddings/task-types#supported_task_types

* docs: Leaderboard simplifications (#2764)

* docs: Leaderboard simplifications

Simplified sidebar, notably:

1) Combined Language and Regional (since these are all languages)
2) Folded all (With Visual document retrieval then images start to take up a lot of space)
3) Removed legacy and instead added "Other" in language, where I moved "English Legacy"

I also restructured the code so that nesting is easier.

Is it also possible to create a seperate section (see dummy screenshot)

* refactor to reduce nesting

* format

* fix: add xet support (#2603)

* add xet version

* add doc comment

* change xet requirements

* Update docs/usage/usage.md

---------

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

* 1.38.24

Automatically generated by python-semantic-release

* fix: Update giga embeddings (#2774)

* update giga embeddings

* update giga embeddings

---------

Co-authored-by: Kolodin Egor <eikolodin@sberbank.ru>

* ci: add new prefixes to releases (#2766)

add new prefixes

* 1.38.25

Automatically generated by python-semantic-release

* fix: Update Caltech101 datasets to latest revision [v1] (#2778)

* fix: Update Caltech101 datasets to latest revision [v2]

 fixes: #2770
Fixes the issue, but only in v1

```
# tested using:

task: mteb.AbsTask = mteb.get_task("Caltech101ZeroShot")
task.load_data()
task.get_candidate_labels()
```

* fix rev

* 1.38.26

Automatically generated by python-semantic-release

* fix: CachedEmbeddingWrapper issues in both documentation and code (#2779)

Fixes #2772

* 1.38.27

Automatically generated by python-semantic-release

* dataset: Add miracl vision (#2736)

* add miracl vision

* add miracl vision

* ruff

* cast

* image

* image

* add langs

* add langs

* add langs

* add langs

* descriptive stats

* lint

* lint

* lint

* remove com

* Update tasks & benchmarks tables

* model: Add Qwen3 Embedding model (#2769)

* Init code

* Remove extra config and lint code

* use sentence transformer

* add revisions

* fix lint

* Apply suggestions from code review

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

* fix lint

* add framework

---------

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

* bump ruff (#2784)

* Update issue and pr templates (#2782)

* 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>

* model: Add GeoGPT-Research-Project/GeoEmbedding (#2773)

* 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>

* model: add fangxq/XYZ-embedding (#2741)

* 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>

* ci: fix config error for semantic release (#2800)

discussed in: #2796

* dataset: Add R2MED Benchmark (#2795)

* 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 tasks & benchmarks tables

* Update training datasets of GeoGPT-Research-Project/GeoEmbedding (#2802)

update training datasets

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

* fix: Add adapted_from to Cmedqaretrieval (#2806)

* 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

* 1.38.28

Automatically generated by python-semantic-release

* fix: Adding client arg to init method of OpenAI models wrapper (#2803)

* 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>

* model: Add annamodels/LGAI-Embedding-Preview (#2810)

Add LGAI-Embedding

- Add mteb/models/lgai_embedding_models.py

- defined model metadata

* fix: Ensure bright uses the correct revision (#2812)

fixes #2811

* 1.38.29

Automatically generated by python-semantic-release

* add description to issue template (#2817)

* add description to template

* fix typo

* model: Added 3 HIT-TMG's KaLM-embedding models (#2478)

* 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 (#2819)

* fix: Reuploaded previously unavailable SNL datasets

closes #2477

* removed exceptions from tests

* temp fixes

* added temporary fix

* clean up commented out code

* format

* Update tasks & benchmarks tables

* 1.38.30

Automatically generated by python-semantic-release

* docs: Fix some typos in `docs/usage/usage.md` (#2835)

* Update usage.md

* Update usage.md

* Update docs/usage/usage.md

---------

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

* model: Add custom instructions for GigaEmbeddings (#2836)

* 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>

* model: add Seed-1.6-embedding model (#2841)

* 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 (#2855)

* 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

* 1.38.31

Automatically generated by python-semantic-release

* fix: update training dataset info of Seed-1.6-embedding model  (#2857)

update seed1.6 model training data info

* 1.38.32

Automatically generated by python-semantic-release

* add jinav4 model meta (#2858)

* add model meta

* linting

* fix: add check for code lora

* fix: apply review comments

* fix: prompt validation for tasks with `-` (#2846)

* fix prompt validation

* fix task name split correctly

* add docstring for test

* 1.38.33

Automatically generated by python-semantic-release

* model: Adding Sailesh97/Hinvec (#2842)

* 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>

* Bump gradio to fix leaderboard sorting (#2866)

Bump gradio

* model: Adding nvidia/llama-nemoretriever-colembed models (#2861)

* 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>

* rename seed-1.6-embedding to seed1.6-embedding (#2870)

* fix tests to be compatible with `SentenceTransformers` `v5` (#2875)

* fix sbert `v5`

* add comment

* model: add listconranker modelmeta (#2874)

* add listconranker modelmeta

* fix bugs

* use linter

* lint

---------

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

* model: add kalm_models ModelMeta (new PR) (#2853)

* 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 (#2877)

comment kalm model

* Add and fix some Japanese datasets: ANLP datasets, JaCWIR, JQaRA (#2872)

* 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

* Update tasks & benchmarks tables

* model: add Hakim and TookaSBERTV2 models (#2826)

* 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>

* dataset: Evalita dataset integration (#2859)

* 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>

* Update tasks & benchmarks tables

* fix: pin datasets version (#2892)

fix datasets version

* 1.38.34

Automatically generated by python-semantic-release

* merge main

---------

Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
Co-authored-by: Kenneth Enevoldsen <kennethcenevoldsen@gmail.com>
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Add MIRACL-vision

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@ManuelFay @paultltc @isaac-chung