Datasets:
Tasks:
Text Retrieval
Modalities:
Text
Formats:
parquet
Sub-tasks:
document-retrieval
Size:
10K - 100K
License:
| pretty_name: TENDRIL | |
| language: | |
| - de | |
| - fr | |
| - en | |
| license: other | |
| license_name: openrail-d | |
| license_link: LICENSE.md | |
| task_categories: | |
| - text-retrieval | |
| task_ids: | |
| - document-retrieval | |
| annotations_creators: | |
| - expert-generated | |
| source_datasets: | |
| - original | |
| size_categories: | |
| - 10K<n<100K | |
| tags: | |
| - public-procurement | |
| - sustainability | |
| - switzerland | |
| - mteb | |
| - retrieval | |
| extra_gated_prompt: TENDRIL is released under the TENDRIL Open RAIL-D License (see LICENSE.md). Its use-based restrictions | |
| (Attachment A) include a ban on extracting personal data or re-identifying persons, and a duty to disclose training on the | |
| test collection. They must be passed on to anyone who receives the data or a derivative. | |
| extra_gated_fields: | |
| I agree to the TENDRIL Open RAIL-D License and its use-based restrictions: checkbox | |
| extra_gated_button_content: Agree and access the dataset | |
| configs: | |
| - config_name: Construction_Area-079f87-corpus | |
| data_files: | |
| - split: test | |
| path: data/Construction_Area-079f87/corpus.parquet | |
| - config_name: Construction_Area-079f87-queries | |
| data_files: | |
| - split: test | |
| path: data/Construction_Area-079f87/queries.parquet | |
| - config_name: Construction_Area-079f87-qrels | |
| data_files: | |
| - split: test | |
| path: data/Construction_Area-079f87/qrels.parquet | |
| - config_name: Construction_Area-7e80b9-corpus | |
| data_files: | |
| - split: test | |
| path: data/Construction_Area-7e80b9/corpus.parquet | |
| - config_name: Construction_Area-7e80b9-queries | |
| data_files: | |
| - split: test | |
| path: data/Construction_Area-7e80b9/queries.parquet | |
| - config_name: Construction_Area-7e80b9-qrels | |
| data_files: | |
| - split: test | |
| path: data/Construction_Area-7e80b9/qrels.parquet | |
| - config_name: Construction_Area-9fc98a-corpus | |
| data_files: | |
| - split: test | |
| path: data/Construction_Area-9fc98a/corpus.parquet | |
| - config_name: Construction_Area-9fc98a-queries | |
| data_files: | |
| - split: test | |
| path: data/Construction_Area-9fc98a/queries.parquet | |
| - config_name: Construction_Area-9fc98a-qrels | |
| data_files: | |
| - split: test | |
| path: data/Construction_Area-9fc98a/qrels.parquet | |
| - config_name: Construction_Area-d0d9ad-corpus | |
| data_files: | |
| - split: test | |
| path: data/Construction_Area-d0d9ad/corpus.parquet | |
| - config_name: Construction_Area-d0d9ad-queries | |
| data_files: | |
| - split: test | |
| path: data/Construction_Area-d0d9ad/queries.parquet | |
| - config_name: Construction_Area-d0d9ad-qrels | |
| data_files: | |
| - split: test | |
| path: data/Construction_Area-d0d9ad/qrels.parquet | |
| - config_name: Construction_Buildings-1a13d4-corpus | |
| data_files: | |
| - split: test | |
| path: data/Construction_Buildings-1a13d4/corpus.parquet | |
| - config_name: Construction_Buildings-1a13d4-queries | |
| data_files: | |
| - split: test | |
| path: data/Construction_Buildings-1a13d4/queries.parquet | |
| - config_name: Construction_Buildings-1a13d4-qrels | |
| data_files: | |
| - split: test | |
| path: data/Construction_Buildings-1a13d4/qrels.parquet | |
| - config_name: Construction_Buildings-3bda31-corpus | |
| data_files: | |
| - split: test | |
| path: data/Construction_Buildings-3bda31/corpus.parquet | |
| - config_name: Construction_Buildings-3bda31-queries | |
| data_files: | |
| - split: test | |
| path: data/Construction_Buildings-3bda31/queries.parquet | |
| - config_name: Construction_Buildings-3bda31-qrels | |
| data_files: | |
| - split: test | |
| path: data/Construction_Buildings-3bda31/qrels.parquet | |
| - config_name: Construction_Buildings-9c7768-corpus | |
| data_files: | |
| - split: test | |
| path: data/Construction_Buildings-9c7768/corpus.parquet | |
| - config_name: Construction_Buildings-9c7768-queries | |
| data_files: | |
| - split: test | |
| path: data/Construction_Buildings-9c7768/queries.parquet | |
| - config_name: Construction_Buildings-9c7768-qrels | |
| data_files: | |
| - split: test | |
| path: data/Construction_Buildings-9c7768/qrels.parquet | |
| - config_name: Construction_Civil_Engineering_Infrastructure-5bad0b-corpus | |
| data_files: | |
| - split: test | |
| path: data/Construction_Civil_Engineering_Infrastructure-5bad0b/corpus.parquet | |
| - config_name: Construction_Civil_Engineering_Infrastructure-5bad0b-queries | |
| data_files: | |
| - split: test | |
| path: data/Construction_Civil_Engineering_Infrastructure-5bad0b/queries.parquet | |
| - config_name: Construction_Civil_Engineering_Infrastructure-5bad0b-qrels | |
| data_files: | |
| - split: test | |
| path: data/Construction_Civil_Engineering_Infrastructure-5bad0b/qrels.parquet | |
| - config_name: Construction_Civil_Engineering_Infrastructure-a7ce1c-corpus | |
| data_files: | |
| - split: test | |
| path: data/Construction_Civil_Engineering_Infrastructure-a7ce1c/corpus.parquet | |
| - config_name: Construction_Civil_Engineering_Infrastructure-a7ce1c-queries | |
| data_files: | |
| - split: test | |
| path: data/Construction_Civil_Engineering_Infrastructure-a7ce1c/queries.parquet | |
| - config_name: Construction_Civil_Engineering_Infrastructure-a7ce1c-qrels | |
| data_files: | |
| - split: test | |
| path: data/Construction_Civil_Engineering_Infrastructure-a7ce1c/qrels.parquet | |
| - config_name: Electricity-10f6d0-corpus | |
| data_files: | |
| - split: test | |
| path: data/Electricity-10f6d0/corpus.parquet | |
| - config_name: Electricity-10f6d0-queries | |
| data_files: | |
| - split: test | |
| path: data/Electricity-10f6d0/queries.parquet | |
| - config_name: Electricity-10f6d0-qrels | |
| data_files: | |
| - split: test | |
| path: data/Electricity-10f6d0/qrels.parquet | |
| - config_name: Electricity-25021e-corpus | |
| data_files: | |
| - split: test | |
| path: data/Electricity-25021e/corpus.parquet | |
| - config_name: Electricity-25021e-queries | |
| data_files: | |
| - split: test | |
| path: data/Electricity-25021e/queries.parquet | |
| - config_name: Electricity-25021e-qrels | |
| data_files: | |
| - split: test | |
| path: data/Electricity-25021e/qrels.parquet | |
| - config_name: Electricity-322f20-corpus | |
| data_files: | |
| - split: test | |
| path: data/Electricity-322f20/corpus.parquet | |
| - config_name: Electricity-322f20-queries | |
| data_files: | |
| - split: test | |
| path: data/Electricity-322f20/queries.parquet | |
| - config_name: Electricity-322f20-qrels | |
| data_files: | |
| - split: test | |
| path: data/Electricity-322f20/qrels.parquet | |
| - config_name: Electricity-f181aa-corpus | |
| data_files: | |
| - split: test | |
| path: data/Electricity-f181aa/corpus.parquet | |
| - config_name: Electricity-f181aa-queries | |
| data_files: | |
| - split: test | |
| path: data/Electricity-f181aa/queries.parquet | |
| - config_name: Electricity-f181aa-qrels | |
| data_files: | |
| - split: test | |
| path: data/Electricity-f181aa/qrels.parquet | |
| - config_name: Food-60cd3a-corpus | |
| data_files: | |
| - split: test | |
| path: data/Food-60cd3a/corpus.parquet | |
| - config_name: Food-60cd3a-queries | |
| data_files: | |
| - split: test | |
| path: data/Food-60cd3a/queries.parquet | |
| - config_name: Food-60cd3a-qrels | |
| data_files: | |
| - split: test | |
| path: data/Food-60cd3a/qrels.parquet | |
| - config_name: Food-6c4c9d-corpus | |
| data_files: | |
| - split: test | |
| path: data/Food-6c4c9d/corpus.parquet | |
| - config_name: Food-6c4c9d-queries | |
| data_files: | |
| - split: test | |
| path: data/Food-6c4c9d/queries.parquet | |
| - config_name: Food-6c4c9d-qrels | |
| data_files: | |
| - split: test | |
| path: data/Food-6c4c9d/qrels.parquet | |
| - config_name: Food-6d1317-corpus | |
| data_files: | |
| - split: test | |
| path: data/Food-6d1317/corpus.parquet | |
| - config_name: Food-6d1317-queries | |
| data_files: | |
| - split: test | |
| path: data/Food-6d1317/queries.parquet | |
| - config_name: Food-6d1317-qrels | |
| data_files: | |
| - split: test | |
| path: data/Food-6d1317/qrels.parquet | |
| - config_name: Food-8b2ad7-corpus | |
| data_files: | |
| - split: test | |
| path: data/Food-8b2ad7/corpus.parquet | |
| - config_name: Food-8b2ad7-queries | |
| data_files: | |
| - split: test | |
| path: data/Food-8b2ad7/queries.parquet | |
| - config_name: Food-8b2ad7-qrels | |
| data_files: | |
| - split: test | |
| path: data/Food-8b2ad7/qrels.parquet | |
| - config_name: Furniture-b76ae6-corpus | |
| data_files: | |
| - split: test | |
| path: data/Furniture-b76ae6/corpus.parquet | |
| - config_name: Furniture-b76ae6-queries | |
| data_files: | |
| - split: test | |
| path: data/Furniture-b76ae6/queries.parquet | |
| - config_name: Furniture-b76ae6-qrels | |
| data_files: | |
| - split: test | |
| path: data/Furniture-b76ae6/qrels.parquet | |
| - config_name: Furniture-f7c983-corpus | |
| data_files: | |
| - split: test | |
| path: data/Furniture-f7c983/corpus.parquet | |
| - config_name: Furniture-f7c983-queries | |
| data_files: | |
| - split: test | |
| path: data/Furniture-f7c983/queries.parquet | |
| - config_name: Furniture-f7c983-qrels | |
| data_files: | |
| - split: test | |
| path: data/Furniture-f7c983/qrels.parquet | |
| - config_name: Green_Spaces-0d825f-corpus | |
| data_files: | |
| - split: test | |
| path: data/Green_Spaces-0d825f/corpus.parquet | |
| - config_name: Green_Spaces-0d825f-queries | |
| data_files: | |
| - split: test | |
| path: data/Green_Spaces-0d825f/queries.parquet | |
| - config_name: Green_Spaces-0d825f-qrels | |
| data_files: | |
| - split: test | |
| path: data/Green_Spaces-0d825f/qrels.parquet | |
| - config_name: Green_Spaces-2137fa-corpus | |
| data_files: | |
| - split: test | |
| path: data/Green_Spaces-2137fa/corpus.parquet | |
| - config_name: Green_Spaces-2137fa-queries | |
| data_files: | |
| - split: test | |
| path: data/Green_Spaces-2137fa/queries.parquet | |
| - config_name: Green_Spaces-2137fa-qrels | |
| data_files: | |
| - split: test | |
| path: data/Green_Spaces-2137fa/qrels.parquet | |
| - config_name: Info_Com_Tech-5c0d83-corpus | |
| data_files: | |
| - split: test | |
| path: data/Info_Com_Tech-5c0d83/corpus.parquet | |
| - config_name: Info_Com_Tech-5c0d83-queries | |
| data_files: | |
| - split: test | |
| path: data/Info_Com_Tech-5c0d83/queries.parquet | |
| - config_name: Info_Com_Tech-5c0d83-qrels | |
| data_files: | |
| - split: test | |
| path: data/Info_Com_Tech-5c0d83/qrels.parquet | |
| - config_name: Info_Com_Tech-6d1371-corpus | |
| data_files: | |
| - split: test | |
| path: data/Info_Com_Tech-6d1371/corpus.parquet | |
| - config_name: Info_Com_Tech-6d1371-queries | |
| data_files: | |
| - split: test | |
| path: data/Info_Com_Tech-6d1371/queries.parquet | |
| - config_name: Info_Com_Tech-6d1371-qrels | |
| data_files: | |
| - split: test | |
| path: data/Info_Com_Tech-6d1371/qrels.parquet | |
| - config_name: Light_Elect_Appl-25aa15-corpus | |
| data_files: | |
| - split: test | |
| path: data/Light_Elect_Appl-25aa15/corpus.parquet | |
| - config_name: Light_Elect_Appl-25aa15-queries | |
| data_files: | |
| - split: test | |
| path: data/Light_Elect_Appl-25aa15/queries.parquet | |
| - config_name: Light_Elect_Appl-25aa15-qrels | |
| data_files: | |
| - split: test | |
| path: data/Light_Elect_Appl-25aa15/qrels.parquet | |
| - config_name: Light_Elect_Appl-61e7c1-corpus | |
| data_files: | |
| - split: test | |
| path: data/Light_Elect_Appl-61e7c1/corpus.parquet | |
| - config_name: Light_Elect_Appl-61e7c1-queries | |
| data_files: | |
| - split: test | |
| path: data/Light_Elect_Appl-61e7c1/queries.parquet | |
| - config_name: Light_Elect_Appl-61e7c1-qrels | |
| data_files: | |
| - split: test | |
| path: data/Light_Elect_Appl-61e7c1/qrels.parquet | |
| - config_name: Paper_and_Stationery-720909-corpus | |
| data_files: | |
| - split: test | |
| path: data/Paper_and_Stationery-720909/corpus.parquet | |
| - config_name: Paper_and_Stationery-720909-queries | |
| data_files: | |
| - split: test | |
| path: data/Paper_and_Stationery-720909/queries.parquet | |
| - config_name: Paper_and_Stationery-720909-qrels | |
| data_files: | |
| - split: test | |
| path: data/Paper_and_Stationery-720909/qrels.parquet | |
| - config_name: Paper_and_Stationery-b0c85b-corpus | |
| data_files: | |
| - split: test | |
| path: data/Paper_and_Stationery-b0c85b/corpus.parquet | |
| - config_name: Paper_and_Stationery-b0c85b-queries | |
| data_files: | |
| - split: test | |
| path: data/Paper_and_Stationery-b0c85b/queries.parquet | |
| - config_name: Paper_and_Stationery-b0c85b-qrels | |
| data_files: | |
| - split: test | |
| path: data/Paper_and_Stationery-b0c85b/qrels.parquet | |
| - config_name: Paper_and_Stationery-e041bb-corpus | |
| data_files: | |
| - split: test | |
| path: data/Paper_and_Stationery-e041bb/corpus.parquet | |
| - config_name: Paper_and_Stationery-e041bb-queries | |
| data_files: | |
| - split: test | |
| path: data/Paper_and_Stationery-e041bb/queries.parquet | |
| - config_name: Paper_and_Stationery-e041bb-qrels | |
| data_files: | |
| - split: test | |
| path: data/Paper_and_Stationery-e041bb/qrels.parquet | |
| - config_name: Print_Services-61d5a0-corpus | |
| data_files: | |
| - split: test | |
| path: data/Print_Services-61d5a0/corpus.parquet | |
| - config_name: Print_Services-61d5a0-queries | |
| data_files: | |
| - split: test | |
| path: data/Print_Services-61d5a0/queries.parquet | |
| - config_name: Print_Services-61d5a0-qrels | |
| data_files: | |
| - split: test | |
| path: data/Print_Services-61d5a0/qrels.parquet | |
| - config_name: Road_Transport-355ffe-corpus | |
| data_files: | |
| - split: test | |
| path: data/Road_Transport-355ffe/corpus.parquet | |
| - config_name: Road_Transport-355ffe-queries | |
| data_files: | |
| - split: test | |
| path: data/Road_Transport-355ffe/queries.parquet | |
| - config_name: Road_Transport-355ffe-qrels | |
| data_files: | |
| - split: test | |
| path: data/Road_Transport-355ffe/qrels.parquet | |
| - config_name: Road_Transport-7e9330-corpus | |
| data_files: | |
| - split: test | |
| path: data/Road_Transport-7e9330/corpus.parquet | |
| - config_name: Road_Transport-7e9330-queries | |
| data_files: | |
| - split: test | |
| path: data/Road_Transport-7e9330/queries.parquet | |
| - config_name: Road_Transport-7e9330-qrels | |
| data_files: | |
| - split: test | |
| path: data/Road_Transport-7e9330/qrels.parquet | |
| - config_name: Textiles-c72726-corpus | |
| data_files: | |
| - split: test | |
| path: data/Textiles-c72726/corpus.parquet | |
| - config_name: Textiles-c72726-queries | |
| data_files: | |
| - split: test | |
| path: data/Textiles-c72726/queries.parquet | |
| - config_name: Textiles-c72726-qrels | |
| data_files: | |
| - split: test | |
| path: data/Textiles-c72726/qrels.parquet | |
| - config_name: Wastepaper_Cleaning_Refuse-eb7ea4-corpus | |
| data_files: | |
| - split: test | |
| path: data/Wastepaper_Cleaning_Refuse-eb7ea4/corpus.parquet | |
| - config_name: Wastepaper_Cleaning_Refuse-eb7ea4-queries | |
| data_files: | |
| - split: test | |
| path: data/Wastepaper_Cleaning_Refuse-eb7ea4/queries.parquet | |
| - config_name: Wastepaper_Cleaning_Refuse-eb7ea4-qrels | |
| data_files: | |
| - split: test | |
| path: data/Wastepaper_Cleaning_Refuse-eb7ea4/qrels.parquet | |
| # TENDRIL: Tender Retrieval Benchmark | |
| TENDRIL is a German retrieval benchmark for finding sustainability-relevant passages in Swiss public procurement | |
| tenders. Each query describes an *area of action* (Handlungsfeld) from our sustainability catalogs, which are based | |
| on Swiss and EU recommendations for sustainable public procurement. Within one tender, the task is to retrieve the | |
| passages that address that area. The query text is a German summary of the | |
| criteria of the area of action, generated with DeepSeek V4 Flash, because the original area texts are often short. | |
| This repository contains the **human-annotated test set**. The LLM-judged training data is published separately as | |
| [IntelliProcure/TENDRIL-Train](https://huggingface.co/datasets/IntelliProcure/TENDRIL-Train). | |
| ## Dataset structure | |
| The benchmark is split into one retrieval task per tender project. Each project has three configs in MTEB | |
| retrieval format, all with the split `test`: | |
| | Config | Columns | Content | | |
| |---|---|---| | |
| | `<project>-corpus` | `id`, `text` | Passages from the project's tender documents | | |
| | `<project>-queries` | `id`, `text` | Areas of action annotated in at least one of the project's documents | | |
| | `<project>-qrels` | `query-id`, `corpus-id`, `score` | Binary relevance (1 = relevant, 0 = not relevant); unjudged pairs count as not relevant | | |
| Project names are anonymized aliases of the form `<sector>-<hash>`, for example `Food-60cd3a`. The hash is a keyed | |
| hash of the project and stays the same across releases. Query IDs have the form `<catalog>::HF-<nnn>`. | |
| `mteb_dataset.json` lists all projects. | |
| | | Count | | |
| |---|---| | |
| | Projects (tasks) | 33 | | |
| | Sectors | 14 | | |
| | Documents | 139 | | |
| | Project-query pairs | 469 | | |
| | Distinct queries | 208 | | |
| | Passages | 4,845 (1,557 relevant spans, 3,288 other passages) | | |
| | Qrels | 66,771 (1,870 relevant) | | |
| Projects per sector: Construction_Area 4, Construction_Buildings 3, Construction_Civil_Engineering_Infrastructure 2, | |
| Electricity 4, Food 4, Furniture 2, Green_Spaces 2, Info_Com_Tech 2, Light_Elect_Appl 2, Paper_and_Stationery 3, | |
| Print_Services 1, Road_Transport 2, Textiles 1, Wastepaper_Cleaning_Refuse 1. | |
| ## Usage | |
| Each project is an MTEB retrieval task. Results are reported as the mean over all projects, with each project | |
| counting once. | |
| ```python | |
| from mteb.abstasks.retrieval_dataset_loaders import RetrievalDatasetLoader | |
| split = RetrievalDatasetLoader( | |
| hf_repo="IntelliProcure/TENDRIL", revision="main", split="test", config="Food-60cd3a" | |
| ).load() | |
| ``` | |
| To load a single component with `datasets`: | |
| ```python | |
| from datasets import load_dataset | |
| corpus = load_dataset("IntelliProcure/TENDRIL", "Food-60cd3a-corpus", split="test") | |
| ``` | |
| ## Dataset creation | |
| **Source documents.** Tender documents of Swiss public procurement procedures published on | |
| [simap.ch](https://www.simap.ch). Passages were extracted from the PDF and Office attachments with the IntelliProcure | |
| document pipeline. Most documents are German; some are French or English. | |
| **Annotation.** Seven annotators with expertise in sustainability or public procurement marked text spans in the | |
| tender documents that address an area of action or one of its criteria, using | |
| [INCEpTION](https://inception-project.github.io/) and written guidelines. Each catalog was annotated by at least two | |
| annotators. Two annotators then discussed their disagreements and agreed on a curated version, which is used as the | |
| gold standard. Only documents whose curation is marked as finished are included. Criterion annotations | |
| are mapped to their parent area of action. Spans that overlap or lie within five characters of each other are merged. | |
| **Corpus construction.** Every curated span becomes a relevant passage for its areas of action. All other pipeline | |
| passages of the same documents that do not overlap a relevant span are added as non-relevant passages. Documents | |
| without any curated span are left out, because an empty document does not necessarily indicate the absence of | |
| relevant content, for example when it was out of scope or a duplicate of a document annotated in another project. | |
| Every query of a project is judged against every non-relevant passage of that project, while relevant spans are only | |
| judged for the areas of action they were annotated with. Pairs without a qrel count as not relevant, as in standard | |
| MTEB evaluation. | |
| **Inter-annotator agreement.** Agreement was computed per annotator pair on the documents both annotated, before | |
| curation. Passages were matched one-to-one at an intersection over union of at least 0.1, and the sets of areas of | |
| action of matched passages were compared. Krippendorff's α with the MASI distance has a median of about 0.48 over 11 | |
| pairs, and 0.44–0.56 for the five pairs with the most matched passages. Agreement is moderate, as expected for long | |
| documents with many partly overlapping areas of action. | |
| **Restricted documents.** Projects whose tender documents limit their use to the preparation of an offer, or | |
| prohibit publication or disclosure to third parties, were identified with keyword rules plus an LLM check, and | |
| excluded. Of the 46 annotated projects, 13 were removed for this reason. | |
| **Personal data.** Passages were anonymized with | |
| [gheim](https://huggingface.co/joelbarmettler/gheim-ch-560m): person names, e-mail addresses, phone numbers, URLs, | |
| account numbers and credentials are replaced by placeholders such as `<PERSON_1>`. Placeholders are consistent within a | |
| document. Dates and postal addresses are kept. Automatic anonymization can miss entities; please | |
| report any personal data you find. | |
| **Project identity.** Project names are aliases. The mapping to SIMAP project numbers is not published. | |
| **Access and versions.** The dataset is gated: access is granted automatically after accepting the license terms. | |
| Passages are removed on request, for example when a person reports remaining personal data. Each release is marked | |
| with a git tag, so that earlier versions of the benchmark stay available; pin a tag or commit with `revision=`. | |
| ## Limitations | |
| - **Small sectors.** Several sectors have only one or two projects, so per-sector scores have wide confidence | |
| intervals. | |
| - **Binary labels.** Relevance is binary, and passages are spans of variable length, so relevant spans can be much | |
| shorter than pipeline passages. | |
| - **Swiss context.** Queries use Swiss German spelling conventions and Swiss procurement terminology. | |
| ## License | |
| The annotations, queries, selection and anonymization (the Licensed Contributions) are released under the | |
| [TENDRIL Open RAIL-D License](LICENSE.md), which permits commercial use but adds use-based restrictions, such as a ban | |
| on re-identifying persons and a duty to disclose training on the test data. The tender documents themselves remain the | |
| property of their authors; see the license for details. | |
| ## Citation | |
| ```bibtex | |
| @misc{rolshoven2026tendril, | |
| title = {{TENDRIL}: Benchmarking Sustainability-Focused Retrieval in Swiss Public Procurement}, | |
| author = {Rolshoven, Luca and Probst, Sophie and Matoshi, Veton and Ellendorff, Tilia and Meili, Rahel and | |
| Hostettler, Sarah and Jann, Jeremy Austin and Jans, Meret and Tschumi, Pascal and St{\"u}rmer, Matthias}, | |
| year = {2026} | |
| } | |
| ``` | |