2.10.13

2.10.13 (2026-03-18)

Fix

• fix: remove unused calculate_probs method from model wrappers (#4251)

fix: remove unused calculate_probs method from model wrappers

Closes #4201 (c28635b)

Unknown

• detect frameworks from HuggingFace tags instead of hardcoding PyTorch (#4252)

feat: detect frameworks from HuggingFace tags instead of hardcoding PyTorch

Expand _get_frameworks_from_hf_tags to detect pytorch, tf, jax, and
openvino from HuggingFace model tags instead of assuming PyTorch by
default. Add JAX and OpenVINO to the FRAMEWORKS literal type.

Closes #4104 (1ea8628)

• fix colqwen3.5 (#4243) (c6b9389)

• Model: Add athrael-soju/ColQwen3.5-v3 (#4241)

• feat: add ColQwen3.5 model wrapper and metadata

• Update mteb/models/model_implementations/colqwen_models.py

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

• feat: update max_tokens for ColQwen3.5 v3 model metadata

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Co-authored-by: Roman Solomatin <samoed.roman@gmail.com> (f0f10c2)

• dataset: Add MMDocIR (#4230)

• dataset: Add MMDocIR

• change dataset path and revision (4f1688f)