1.25.6

1.25.6 (2024-12-24)

Fix

• fix: Update results_to_dataframe to use BenchmarkResults class (#1628) (02ae4fa)

Unknown

• Feat: Add jasper (#1591)

• init jasper

• init jasper

• add to overview

• add to overview

• remove some params

• fix max length

• return sdpa

• add dtype

• add dtype

• fix convert_to_tensor

• change to encode

• return whitespace processing

• explicitly add instructions

• move seq length

• try float

• fix max_seq_length

• add prompt validation to format instruction

• don't use instructions only to s2p (ef5a068)

1.25.5

1.25.5 (2024-12-22)

Fix

• fix: properly add mteb_model_meta to model object (#1623) (72a457e)

• fix: GermanDPR Dataset Causes Cross-Encoder Failure Due to Unexpected dict (#1621)

Fixes #1609 (748033e)

Unknown

• add MSMARCO eval split in MTEB English (classic) benchmark (#1620)

• add MSMARCO eval split in MTEB English (classic) benchmark

Fixes #1608

• Add co-author

Co-authored-by: aashka-trivedi <aashka.trivedi@gmail.com>

---

Co-authored-by: aashka-trivedi <aashka.trivedi@gmail.com> (e1b74f2)

1.25.4

1.25.4 (2024-12-22)

Fix

• fix: override existing results (#1617)

• fix override existing results

• lint

• fix tests

• add tests with overwrite

• lint

• update tests

• lint

• update

• lint (272adb1)

1.25.3

1.25.3 (2024-12-20)

Fix

• fix: set use_instructions to True in models using prompts (#1616)

feat: set use_instructions to True in models using prompts (0c44482)

1.25.2

1.25.2 (2024-12-20)

Fix

• fix: disable co2_tracker for API models (#1614) (7c8e094)

Unknown

• Add IBM Granite Embedding Models (#1613)

• add IBM granite embedding models

• lint formatting

• add adapted_from and superseded_by to ModelMeta (ad05983)

• Feat: Evaluate missing languages (#1584)

• init

• fix tests

• update mock retrieval

• update tests

• use subsets instead of langs

• Apply suggestions from code review
  Co-authored-by: Isaac Chung <chungisaac1217@gmail.com>

• fix tests

• add to readme

• rename subset in readme

---

Co-authored-by: Isaac Chung <chungisaac1217@gmail.com> (48cb97d)

• Update tasks table (9de7f20)

• Add NanoBEIR Datasets (#1588)

• add NanoClimateFeverRetrieval task, still requires some debugging

• move task to correct place in init file

• add all Nano datasets and results

• format code

• Update mteb/tasks/Retrieval/eng/tempCodeRunnerFile.py
  Co-authored-by: Roman Solomatin <samoed.roman@gmail.com>

• pin revision to commit and add datasets to benchmark.py

• create new benchmark for NanoBEIR

• add revision when loading datasets

• lint

---

Co-authored-by: Roman Solomatin <samoed.roman@gmail.com>
Co-authored-by: isaac-chung <chungisaac1217@gmail.com> (6731b94)

• Feat: Use similarity scores if available (#1602)

• Use similarity scores if available

• lint (b81b584)

1.25.1

1.25.1 (2024-12-16)

Fix

• fix: Leaderboard refinements (#1603)

• Added explanation of aggregate measures

• Added download button to result tables

• Task info gets sorted by task name

• Added custom, shareable links for each benchmark

• Moved explanation of aggregate metrics to the summary tab (6ecc86f)

Unknown

• Leaderboard: Refined plots (#1601)

• Added embedding size guide to performance-size plot, removed shading on radar chart

• Changed plot names to something more descriptive

• Made plots failsafe (0c9e046)

• Add new models nvidia, gte, linq (#1436)

• Add new models nvidia, gte, linq

• add warning for gte-Qwen and nvidia models re: instruction used in docs as well

---

Co-authored-by: isaac-chung <chungisaac1217@gmail.com> (95d5ae5)

• Feat: add support for scoring function (#1594)

• add support for scoring function

• lint

• move similarity to wrapper

• remove score function

• lint

• remove from InstructionRetrievalEvaluator

• Update mteb/evaluation/evaluators/RetrievalEvaluator.py

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

• remove score function from README.md

---

Co-authored-by: Kenneth Enevoldsen <kennethcenevoldsen@gmail.com> (8e6ee46)

• doc: colbert add score_function & doc section (#1592)

• doc: colbert add score_function & doc section

• doc: Update README.md

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

• doc: Update README.md

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

---

Co-authored-by: sam021313 <40773225+sam021313@users.noreply.github.com>
Co-authored-by: Kenneth Enevoldsen <kennethcenevoldsen@gmail.com>
Co-authored-by: Isaac Chung <chungisaac1217@gmail.com> (992b20b)

1.25.0

1.25.0 (2024-12-14)

Feature

• feat: Add ColBert (#1563)

• feat: add max_sim operator for IR tasks to support multi-vector models

• docs: add doc for Model2VecWrapper.init(...)

• feat: add ColBERTWrapper to models & add ColBERTv2

• fix: resolve issues

• fix: resolve issues

• Update README.md

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

• Update README.md

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

• Update README.md

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

• Update mteb/evaluation/evaluators/RetrievalEvaluator.py

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

• Update README.md

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

• README.md: rm subset

• doc: update example for Late Interaction

• get colbert running without errors

• fix: pass is_query to pylate

• fix: max_sim add pad_sequence

• feat: integrate Jinja templates for ColBERTv2 and add model prompt handling

• feat: add revision & prompt_name

• doc: pad_sequence

• rm TODO jina colbert v2

• doc: warning: higher resource usage for MaxSim

---

Co-authored-by: sam021313 <40773225+sam021313@users.noreply.github.com>
Co-authored-by: Roman Solomatin <samoed.roman@gmail.com>
Co-authored-by: Isaac Chung <chungisaac1217@gmail.com> (fdfdaef)

1.24.2

1.24.2 (2024-12-13)

Fix

• fix: Eval langs not correctly passed to monolingual tasks (#1587)

• fix SouthAfricanLangClassification.py

• add check for langs

• lint (373db74)

1.24.1

1.24.1 (2024-12-11)

Fix

• fix: Add namaa MrTydi reranking dataset (#1573)

• Add dataset class and file requirements

• pass tests

• make lint changes

• adjust meta data and remove load_data

---

Co-authored-by: Omar Elshehy <omarelshehy@Omars-MacBook-Pro.local> (7b9b3c9)

Unknown

• Update tasks table (1101db7)

1.24.0

1.24.0 (2024-12-10)

Feature

• feat: add new arctic v2.0 models (#1574)

• feat: add new arctic v2.0 models

• chore: make lint (53756ad)