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2.3.1
2.3.1 (2025-12-03)
Fix
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fix:
colpali_training_set& updatedJinaVDRandViDoRetasks annotation (#3636) -
add adapted annotation
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fix training set annotation
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update nemotriever datasets (
1ce74c2) -
fix: add flag to run public only tasks (#3563)
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run public only tasks
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pass to evaluate
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add tests
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update cli
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add task error
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fix metadata name
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fix tests
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Update mteb/evaluate.py
Co-authored-by: Kenneth Enevoldsen <kennethcenevoldsen@gmail.com>
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remove from cli
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add tests
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fix exception
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fix renaming
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raise error if
public_onlyFalse -
rollback co2
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Apply suggestions from code review
Co-authored-by: Kenneth Enevoldsen <kennethcenevoldsen@gmail.com>
- Apply suggestions from code review
Co-authored-by: Kenneth Enevoldsen <kennethcenevoldsen@gmail.com>
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remove test
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fix test
Co-authored-by: Kenneth Enevoldsen <kennethcenevoldsen@gmail.com> (f905b68)
Unknown
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model: Add IEITYuan/Yuan-embedding-2.0-en model (#3630)
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add
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Update mteb/models/model_implementations/yuan_models_en.py
Co-authored-by: Roman Solomatin <samoed.roman@gmail.com>
- Update mteb/models/model_implementations/yuan_models_en.py
Co-authored-by: Roman Solomatin <samoed.roman@gmail.com>
- Update mteb/models/model_implementations/yuan_models_en.py
Co-authored-by: Kenneth Enevoldsen <kenevoldsen@pm.me>
- Update mteb/models/model_implementations/yuan_models_en.py
Co-authored-by: Kenneth Enevoldsen <kenevoldsen@pm.me>
- Apply suggestions from code review
Co-authored-by: Roman Solomatin <samoed.roman@gmail.com>
Co-authored-by: Roman Solomatin <samoed.roman@gmail.com>
Co-authored-by: Kenneth Enevoldsen <kenevoldsen@pm.me> (d31f1cd)
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model: Add tomoro-colqwen3-embed embedding models (#3627)
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feat(colqwen3): add wrapper and model metadata
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feat(colqwen3): update ColQwen3Wrapper to use bfloat16 and enhance similarity scoring
- Changed default dtype from float16 to bfloat16 for improved performance.
- Added max_num_visual_tokens parameter to AutoProcessor initialization.
- Refined embedding extraction logic to avoid boolean casting issues.
- Introduced support for score_multi_vector in similarity computation.
- Added new model metadata for colqwen3_4b with relevant attributes.
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fix(colqwen): require transformers>=4.57 and refresh metadata, set revision
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refactor(colqwen): reorder wrappers and metadata definitions for clarity
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chore(colqwen): set release date for tomoro colqwen3 8b
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chore(colqwen): remove unused methods and fix lint errors
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feat(colqwen3): add fused image-text encoding path
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refactor(colqwen): unify encode method with get_fused_embeddings
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chore(colqwen): update encoding progress message
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chore(colqwen): update model revisions for colqwen models
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docs(colqwen): update train data annotation
Co-authored-by: Roman Solomatin <samoed.roman@gmail.com>
Co-authored-by: tankm <kyemin.tan@tomoro.ai>
Co-authored-by: Huang Xin <hxssg1124@gmail.com>
Co-authored-by: Roman Solomatin <samoed.roman@gmail.com> (71ac96c)
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model: euler legal embedding (#3640)
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add model implementation
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modify the correct model path
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Update mteb/models/model_implementations/euler_models.py
Co-authored-by: Roman Solomatin <samoed.roman@gmail.com>
- Update mteb/models/model_implementations/euler_models.py
Co-authored-by: Roman Solomatin <samoed.roman@gmail.com>
- Update mteb/models/model_implementations/euler_models.py
Co-authored-by: Roman Solomatin <samoed.roman@gmail.com>
- Update mteb/models/model_implementations/euler_models.py
Co-authored-by: Roman Solomatin <samoed.roman@gmail.com>
- lint
Co-authored-by: Roman Solomatin <samoed.roman@gmail.com>
Co-authored-by: Roman Solomatin <36135455+Samoed@users.noreply.github.com> (a1fbdb9)
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model: jina-reranker-v3 (#3645)
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add: jina-reranker-v3
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Update mteb/models/model_implementations/jina_models.py
Co-authored-by: Roman Solomatin <samoed.roman@gmail.com>
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fix: remove useless check
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fix: use only one class which inherits from CrossEncoderWrapper
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Update mteb/models/model_implementations/jina_models.py
Co-authored-by: Roman Solomatin <samoed.roman@gmail.com>
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fix: remove unused import
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Update mteb/models/model_implementations/jina_models.py
Co-authored-by: Roman Solomatin <samoed.roman@gmail.com>
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fix: ruff format
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add: cross_encoder label
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add: datasets
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Update mteb/models/model_implementations/jina_models.py
Co-authored-by: Roman Solomatin <samoed.roman@gmail.com>
Co-authored-by: Roman Solomatin <samoed.roman@gmail.com> (1ecd892)
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dataset: MultiLongDocReranking (#3642)
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Add MultiLongDocReranking dataset
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Add descriptive stats for MultiLongDocReranking
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Fix information
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reformat
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fix hash
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Update multi_long_doc_reranking.py
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lint
Co-authored-by: Roman Solomatin <samoed.roman@gmail.com>
Co-authored-by: Roman Solomatin <36135455+Samoed@users.noreply.github.com> (4f7774d)