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37 changes: 37 additions & 0 deletions mteb/benchmarks/benchmarks.py
Original file line number Diff line number Diff line change
Expand Up @@ -918,3 +918,40 @@ def load_results(
reference=None,
citation=None,
)

LONG_EMBED = Benchmark(
name="LongEmbed",
tasks=get_tasks(
tasks=[
"LEMBNarrativeQARetrieval",
"LEMBNeedleRetrieval",
"LEMBPasskeyRetrieval",
"LEMBQMSumRetrieval",
"LEMBSummScreenFDRetrieval",
"LEMBWikimQARetrieval",
],
),
description="The main benchmark for evaluating long document retrieval.",
reference="https://arxiv.org/abs/2404.12096v2",
citation="""@article{zhu2024longembed,
title={LongEmbed: Extending Embedding Models for Long Context Retrieval},
author={Zhu, Dawei and Wang, Liang and Yang, Nan and Song, Yifan and Wu, Wenhao and Wei, Furu and Li, Sujian},
journal={arXiv preprint arXiv:2404.12096},
year={2024}
}""",
)

BRIGHT = Benchmark(
name="BRIGHT",
tasks=get_tasks(
tasks=["BrightRetrieval"],
),
description="A Realistic and Challenging Benchmark for Reasoning-Intensive Retrieval.",
reference="https://brightbenchmark.github.io/",
citation="""@article{su2024bright,
title={Bright: A realistic and challenging benchmark for reasoning-intensive retrieval},
author={Su, Hongjin and Yen, Howard and Xia, Mengzhou and Shi, Weijia and Muennighoff, Niklas and Wang, Han-yu and Liu, Haisu and Shi, Quan and Siegel, Zachary S and Tang, Michael and others},
journal={arXiv preprint arXiv:2407.12883},
year={2024}
}""",
)