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Intellexus/IdioLink

210 downloads in 30 days1 likesLast modified 29 Oct 2026View on Hugging Face

Use restrictions

The declared licence (cc-by-nc-sa-4.0) is classified as having use restrictions.

Declared licence: cc-by-nc-sa-4.0, from the tagEvidence: README.md at 21b2374
Licence files: No licence file at the top level of the repositoryEvidence: file list at 21b2374
Declared sources: None listed in the card metadata
Access gated on Hugging Face: No

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Tasks

text-retrieval

Citation text from the card

@inproceedings{hashiloni-etal-2026-idiolink,
    title = "{I}dio{L}ink: Retrieving Meaning Beyond Words Across Idiomatic and Literal Expressions",
    author = "Hashiloni, Kai Golan  and
      Fadlon, Daniel  and
      Livyatan, Lior  and
      Shahar, Ofri Hefetz  and
      Pei, Jiahuan  and
      Bar, Kfir",
    editor = "Lee, Hung-Yi  and
      Dev, Sunipa  and
      Li, Jessy  and
      Elliott, Desmond",
    booktitle = "Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.emnlp-main.1912/",
    pages = "43554--43573",
    ISBN = "979-8-89176-459-0",
    abstract = "Idioms pose a fundamental challenge for language models, as their meaning cannot be inferred from surface form alone. Understanding such expressions, therefore, requires semantic abstraction beyond lexical overlap. We introduce IdioLink, a retrieval benchmark designed to test whether models can link idiomatic expressions to conceptually equivalent meanings expressed in literal or paraphrased forms. IdioLink comprises 10,700 documents and 2,140 queries, spanning 107 idioms with both literal and figurative uses. Each document and query is annotated with spans that convey the core meaning. Evaluating strong embedding baselines (e.g., BGE, E5, Contriever, and Qwen), we show that current models struggle to re

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dataset_licence({ "id": "Intellexus/IdioLink" })
signal: "restrictive"
stated_licence: "cc-by-nc-sa-4.0"
sources: 0