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+ ---
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+ dataset_info:
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+ - config_name: wtqa
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+ features:
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+ - name: question
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+ dtype: string
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+ - name: a
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+ dtype: string
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+ - name: b
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+ dtype: string
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+ - name: c
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+ dtype: string
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+ - name: d
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+ dtype: string
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+ - name: level
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+ dtype: string
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+ - name: true_label
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+ dtype: string
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+ - name: language
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+ dtype: string
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+ splits:
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+ - name: test
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+ num_examples: 1024
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+ - config_name: wfc
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+ features:
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+ - name: url
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+ dtype: string
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+ - name: title
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+ dtype: string
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+ - name: type
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+ dtype: string
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+ - name: sugar
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+ dtype: float64
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+ - name: alcohol
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+ dtype: float64
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+ - name: country
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+ dtype: string
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+ - name: region
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+ sequence: string
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+ - name: grapes
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+ sequence: string
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+ - name: dryness
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+ dtype: string
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+ - name: acidity
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+ dtype: string
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+ - name: body
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+ dtype: string
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+ splits:
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+ - name: test
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+ num_examples: 1000
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+ - config_name: fwp
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+ features:
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+ - name: wine
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+ dtype: string
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+ - name: recipe
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+ dtype: string
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+ - name: true_label
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+ dtype: string
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+ - name: wine_url
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+ dtype: string
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+ splits:
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+ - name: test
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+ num_examples: 1000
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+ configs:
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+ - config_name: wtqa
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+ data_files:
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+ - split: test
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+ path: wtqa/test-*
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+ - config_name: wfc
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+ data_files:
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+ - split: test
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+ path: wfc/test-*
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+ - config_name: fwp
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+ data_files:
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+ - split: test
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+ path: fwp/test-*
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+ license: cc-by-nc-4.0
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+ task_categories:
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+ - question-answering
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+ - text-classification
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+
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+ language:
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+ - en
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+ - da
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+ - de
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+ - es
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+ - fi
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+ - it
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+ - sk
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+ - sv
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+ tags:
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+ - wine
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+ - sommelier
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+ - benchmark
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+ pretty_name: SommBench
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+ size_categories:
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+ - 1K<n<10K
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+ ---
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+
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+ # SommBench
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+
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+ **SommBench** is a multilingual benchmark for assessing sommelier expertise in large language models. It comprises 3,024 expert-curated examples across eight languages (da, de, en, es, fi, it, sk, sv), designed by professional sommeliers to evaluate sensory grounding, factual wine knowledge, and practical pairing skills through three tasks: WTQA, WFC, and FWP.
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+
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+ ## Configs
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+
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+ ### `wtqa` — Wine Theory Question Answering (1,024 examples)
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+ Multiple-choice questions about wine knowledge at varying difficulty levels.
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+
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+ | Column | Type | Description |
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+ |--------|------|-------------|
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+ | `question` | `string` | The question text |
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+ | `a` | `string` | Answer choice A |
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+ | `b` | `string` | Answer choice B |
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+ | `c` | `string` | Answer choice C |
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+ | `d` | `string` | Answer choice D |
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+ | `level` | `string` | Difficulty level (Level 1–4) |
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+ | `true_label` | `string` | Correct answer key (a/b/c/d) |
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+ | `language` | `string` | Language code (da, de, en, es, fi, it, sk, sv) |
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+
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+ ### `wfc` — Wine Feature Completion (1,000 examples)
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+ Complete missing attributes of a wine profile from partial metadata using structured generation.
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+
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+ | Column | Type | Description |
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+ |--------|------|-------------|
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+ | `url` | `string` | Source URL |
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+ | `title` | `string` | Wine name/vintage |
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+ | `type` | `string` | Wine type (red, white, …) |
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+ | `sugar` | `float64` | Sugar content (g/L) |
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+ | `alcohol` | `float64` | Alcohol percentage |
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+ | `country` | `string` | Country of origin |
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+ | `region` | `list[string]` | Wine region(s) |
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+ | `grapes` | `list[string]` | Grape variety/varieties |
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+ | `dryness` | `string` | Dryness classification |
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+ | `acidity` | `string` | Acidity classification |
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+ | `body` | `string` | Body classification |
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+
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+ ### `fwp` — Food-Wine Pairing (1,000 examples)
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+ Binary classification of whether a wine pairs well with a given recipe.
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+
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+ | Column | Type | Description |
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+ |--------|------|-------------|
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+ | `wine` | `string` | Wine name |
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+ | `recipe` | `string` | Recipe / dish description |
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+ | `true_label` | `string` | Pairing label (yes/no) |
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+ | `wine_url` | `string` | Vivino/Alko URL for the wine |
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+
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+ ## Usage
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+
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+ ```python
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+ from datasets import load_dataset
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+
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+ wtqa = load_dataset("sommify/test", "wtqa", split="test")
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+ wfc = load_dataset("sommify/test", "wfc", split="test")
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+ fwp = load_dataset("sommify/test", "fwp", split="test")
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+ ```
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+
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+ ## Citation
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+
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+ If you use SommBench in your research, please cite:
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+
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+ ```bibtex
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+ @misc{brach2026sommbenchassessingsommelierexpertise,
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+ title={SommBench: Assessing Sommelier Expertise of Language Models},
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+ author={William Brach and Tomas Bedej and Jacob Nielsen and Jacob Pichna and Juraj Bedej and Eemeli Saarensilta and Julie Dupouy and Gianluca Barmina and Andrea Blasi Núñez and Peter Schneider-Kamp and Kristian Košťál and Michal Ries and Lukas Galke Poech},
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+ year={2026},
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+ eprint={2603.12117},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.CL},
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+ url={https://arxiv.org/abs/2603.12117}
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+ }
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+ ```
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+ ## Links
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+
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+ - **Paper:** [SommBench: Assessing Sommelier Expertise of Language Models](https://arxiv.org/abs/2603.12117)
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+ - **GitHub:** [https://github.com/sommify/sommbench](https://github.com/sommify/sommbench)
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+