2.10.14

2.10.14 (2026-03-19)

Documentation

• docs: fix formatting in the documentation (#4258) (7ff0dea)

Fix

• fix: Added Embedding Parameter Value for Image and Audio Models (#4167)

• Added Embedding Parameter Value for Image and Audio Models

• Remove models from _MISSING_N_EMBEDDING_MODELS

• Fix tests

• Remove comment from CLAP models

• Added embedding parameter value=0 for only image/audio models

• update tests and modalities (14f33b5)

Unknown

• Fix ColQwen3.5-4.5B - ColPaliEngineWrapper.encode() for multimodal datasets (#4245)

• fix: improve input encoding logic for ColPali models to handle text and image features correctly

• fix: refactor encoding logic in ColPali and ColQwen models to improve handling of text and image features

• fix: refactor ColQwen3.5 wrapper to enhance input handling and support for image-text embeddings

• fix: linting

• Update mteb/models/model_implementations/colqwen_models.py

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

• fix: image processing logic in ColQwen3.5 wrapper to match how

• Update mteb/models/model_implementations/colqwen_models.py

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

• fix: use process_queries instead of process_texts for text encoding

process_queries adds the query prefix and augmentation tokens that the
model was trained with. process_texts is plain tokenization without these,
leading to ~0.02-0.03 lower nDCG scores.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

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Co-authored-by: Roman Solomatin <samoed.roman@gmail.com>
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com> (8d80cdd)

• fix perplexity models (#4255) (fd53427)